MCP agent-readiness scorecard

Your tools work.
Can an agent tell?

Gradable scans your MCP server and tells you, with a real number, whether an AI agent can actually use it correctly — or is silently guessing wrong.

  • Real generated tasks
  • Independent judge CLIs
  • Actionable fixes

“The function returned 200” is not the same as “the agent understood the function.”

Gradable measures the interface your model actually sees.

The score

Four signals.
One honest number.

Gradable examines the tool surface, runs generated tasks through real agent workflows, and turns the evidence into a weighted score out of 100. It measures agent usability—not popularity, uptime, or stars.

Every formula, weight, and threshold behind these numbers is published. Read how we score, or take issue with it in the open spec on GitHub —including the report format any scanner can emit.

0130 points

Safety

Can an agent verify identity, permissions, and intent before it takes a destructive or irreversible action?

Unconfirmed writes · permission preflights
0230 points

Legibility

Do names, descriptions, parameters, and return values tell the model exactly what each tool does?

Description defects · tool confusability
0320 points

Economics

How much context does the server consume before an agent has done any useful work—and is that cost justified?

Definition tokens · context overhead
0420 points

Discoverability

Given a real task, can an agent find and select the correct tool without guessing among near-duplicates?

Selection accuracy · task coverage

How it works

Static schemas meet dynamic judgment.

A useful score cannot come from counting fields alone. Gradable combines structural analysis with generated tasks and CLI-based judges, then identifies the highest-impact change you can make.

  1. 01
    Ingest the server

    Capture the tools and the interface an agent receives.

  2. 02
    Generate real tasks

    Test selection and behavior against representative intent.

  3. 03
    Judge the outcomes

    Score safety, clarity, cost, and discoverability.

  4. 04
    Prioritize the fix

    Turn the evidence into a scorecard your team can use.

Public leaderboard

The score is the start
of the conversation.

473 completed assessments Latest scan Aug 4, 2026
View
Grade
Score range
Showing 473 of 473 assessments Search includes package names and target IDs.
Rank Server Score Grade Safety Legibility Economics Discovery Scanned
01 apify/mcp-server-rag-web-browser (@apify/mcp-server-rag-web-browser) apify-mcp-server-rag-web-browser · v0.1.0 100.0/100 A 30.0/30 30.0/30 20.0/20 20.0/20
Why this scorePreserve the current agent-ready contract

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Keep the pinned task set and judge tuple in CI so tool-surface or model changes cannot silently regress this score.

View full report
02 zhsama/duckduckgo-mcp-server (duckduckgo-mcp-server) duckduckgo-mcp-server · v0.1.2 100.0/100 A 30.0/30 30.0/30 20.0/20 20.0/20
Why this scorePreserve the current agent-ready contract

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Keep the pinned task set and judge tuple in CI so tool-surface or model changes cannot silently regress this score.

View full report
03 contextstream/mcp-server (@contextstream/mcp-server) contextstream-mcp-server · v0.4.81 99.8/100 A 30.0/30 29.8/30 20.0/20 20.0/20
Why this scoreRewrite 1 underspecified tool description

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
04 kimtaeyoon83/mcp-server-youtube-transcript (@kimtaeyoon83/mcp-server-youtube-transcript) kimtaeyoon83-mcp-server-youtube-transcript · v0.1.0 99.8/100 A 30.0/30 29.8/30 20.0/20 20.0/20
Why this scoreRewrite 1 underspecified tool description

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
05 serpdive/serpdive-mcp (serpdive-mcp) serpdive-mcp · v0.2.1 99.7/100 A 30.0/30 30.0/30 20.0/20 19.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
06 keenableai/keenable-mcp (@keenable/mcp) keenable-mcp · v0.1.1 99.7/100 A 30.0/30 30.0/30 20.0/20 19.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
07 0xdaef0f/job-searchoor (job-searchoor) job-searchoor · v0.1.0 99.5/100 A 30.0/30 29.5/30 20.0/20 20.0/20
Why this scoreRewrite 1 underspecified tool description

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
08 AntonioTF5/soul-mcp-server (soul-mcp-server) soul-mcp-server · v1.0.0 99.5/100 A 30.0/30 29.5/30 20.0/20 20.0/20
Why this scoreRewrite 1 underspecified tool description

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
09 930m310n/geomelon-mcp (geomelon-mcp) geomelon-mcp · v1.1.1 99.2/100 A 30.0/30 30.0/30 20.0/20 19.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
10 stefan-xyz/mcp-server-runescape (mcp-server-runescape) mcp-server-runescape · v1.0.0 99.2/100 A 30.0/30 29.2/30 20.0/20 20.0/20
Why this scoreDisambiguate overlapping tool choices

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Give confusable tools explicit decision boundaries and examples of when to choose one instead of the other.

View full report
11 aidevelopers2/remoteopenclaw-mcp (remoteopenclaw) remoteopenclaw · v0.2.0 99.0/100 A 30.0/30 29.0/30 20.0/20 20.0/20
Why this scoreRewrite 3 underspecified tool descriptions

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
12 realwigu/mcp-doctor (@wigu/mcp-doctor) wigu-mcp-doctor · v0.3.0 98.9/100 A 30.0/30 29.3/30 20.0/20 19.7/20
Why this scoreRewrite 3 underspecified tool descriptions

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
13 mobileshop9991-star/clipwise-mcp (clipwise-mcp-server) clipwise-mcp-server · v1.0.0 98.6/100 A 30.0/30 29.6/30 20.0/20 19.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
14 alimuratkuslu/byok-observability-mcp (byok-observability-mcp) byok-observability-mcp · v0.1.0 98.6/100 A 30.0/30 29.5/30 20.0/20 19.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
15 gregm711/agent-domain-service-mcp (agent-domain-service-mcp) agent-domain-service-mcp · v1.0.0 98.5/100 A 30.0/30 29.1/30 20.0/20 19.4/20
Why this scoreRewrite 1 underspecified tool description

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
16 fdcommercial/property-finance-mcp (@fdcommercial/property-finance-mcp) fdcommercial-property-finance-mcp · v0.1.0 98.5/100 A 30.0/30 30.0/30 19.3/20 19.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
17 mambalabsdev/mcp-domain-to-linkedin-url-resolver (@mambalabsdev/mcp-domain-to-linkedin-url-resolver) mambalabsdev-mcp-domain-to-linkedin-url-resolver · v1.0.5 98.2/100 A 30.0/30 30.0/30 20.0/20 18.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
18 muhannad-hash/git-context-mcp (git-context-mcp) git-context-mcp · v1.1.0 97.9/100 A 30.0/30 29.4/30 20.0/20 18.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
19 chefcohen/corroborate-mcp (corroborate-mcp) corroborate-mcp · v0.1.0 97.7/100 A 30.0/30 29.8/30 20.0/20 17.9/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
20 cantian-ai/bazi-mcp (bazi-mcp) bazi-mcp · v0.0.1 97.6/100 A 30.0/30 28.4/30 20.0/20 19.2/20
Why this scoreRewrite 3 underspecified tool descriptions

Selection accuracy 98→100, token cost up 14%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
21 mambalabsdev/mcp-company-firmographic-enricher (@mambalabsdev/mcp-company-firmographic-enricher) mambalabsdev-mcp-company-firmographic-enricher · v1.0.0 97.5/100 A 30.0/30 29.6/30 20.0/20 18.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
22 qinisolabs/icdwise (icdwise) icdwise · v0.1.2 97.5/100 A 30.0/30 28.6/30 20.0/20 18.9/20
Why this scoreDisambiguate overlapping tool choices

Selection accuracy 96%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Give confusable tools explicit decision boundaries and examples of when to choose one instead of the other.

View full report
23 Ihor-Sokoliuk/MCP-SearXNG (mcp-searxng) mcp-searxng · v1.14.0 97.0/100 A 30.0/30 29.5/30 19.9/20 17.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
24 chanmeng/google-news-mcp-server (@chanmeng666/google-news-server) chanmeng666-google-news-server · v1.0.0 96.9/100 A 30.0/30 29.8/30 20.0/20 17.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
25 AIweather-Anurag/ottasia-mcp-server (@ottasia/mcp-server) ottasia-mcp-server · v0.1.0 96.9/100 A 30.0/30 29.7/30 20.0/20 17.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
26 muhannad-hash/mcp-shield (@muhannad-hash/mcp-shield) muhannad-hash-mcp-shield · v1.0.0 96.8/100 A 30.0/30 28.8/30 20.0/20 18.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→98, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
27 HasanJahidul/git-insight-mcp (git-insight-mcp) git-insight-mcp · v0.1.3 96.7/100 A 30.0/30 28.6/30 19.3/20 18.8/20
Why this scoreDisambiguate overlapping tool choices

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Give confusable tools explicit decision boundaries and examples of when to choose one instead of the other.

View full report
28 thevibepreneur/gapbase-mcp (gapbase-mcp) gapbase-mcp · v0.1.0 96.7/100 A 30.0/30 29.6/30 20.0/20 17.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
29 shuji-bonji/xcomet-mcp-server (xcomet-mcp-server) xcomet-mcp-server · v0.6.3 96.4/100 A 30.0/30 28.3/30 19.0/20 19.2/20
Why this scoreDisambiguate overlapping tool choices

Selection accuracy 96%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Give confusable tools explicit decision boundaries and examples of when to choose one instead of the other.

View full report
30 gregario/onepiece-oracle (onepiece-oracle) onepiece-oracle · v0.1.2 96.3/100 A 30.0/30 27.9/30 20.0/20 18.4/20
Why this scoreRewrite 5 underspecified tool descriptions

Selection accuracy 98→98, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
31 BluesPrince/thiri-mcp (@bluesprincemedia/thiri-mcp) bluesprincemedia-thiri-mcp · v0.3.0 96.0/100 A 30.0/30 29.9/30 20.0/20 16.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
32 karanb192/reddit-mcp-buddy (reddit-mcp-buddy) reddit-mcp-buddy · v1.1.14 95.9/100 A 30.0/30 28.4/30 19.8/20 17.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 96→96, token cost up 6%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
33 ofershap/mcp-server-markdown (mcp-server-markdown) mcp-server-markdown · v1.0.0 95.8/100 A 30.0/30 28.7/30 20.0/20 17.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
34 michalperni11-gif/secfinapi-mcp (secfinapi-mcp) secfinapi-mcp · v0.1.0 95.5/100 A 30.0/30 29.1/30 20.0/20 16.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
35 sthan-io/mcp-server (@sthan/mcp-server) sthan-mcp-server · v0.1.5 95.4/100 A 30.0/30 28.9/30 19.7/20 16.9/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
36 tunedforai/x402-mcp (@tunedforai/x402-mcp) tunedforai-x402-mcp · v1.0.0 95.4/100 A 30.0/30 25.8/30 20.0/20 19.6/20
Why this scoreRewrite 6 underspecified tool descriptions

Selection accuracy 98→100, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
37 shieldly-io/mcp (@shieldly/mcp) shieldly-mcp · v1.0.1 95.0/100 A 30.0/30 27.2/30 20.0/20 17.8/20
Why this scoreRewrite 2 underspecified tool descriptions

Selection accuracy 89→97, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
38 agentbodegastore/agentbodega (@agentbodega/mcp) agentbodega-mcp · v0.1.7 94.7/100 A 30.0/30 28.4/30 20.0/20 16.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
39 mlava/scholar-sidekick-mcp (scholar-sidekick-mcp) scholar-sidekick-mcp · v0.8.7 94.5/100 A 30.0/30 28.7/30 17.1/20 18.8/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 98→98, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
40 perceptdot/percept (@perceptdot/core) perceptdot-core · v0.1.0 94.3/100 A 30.0/30 28.6/30 20.0/20 15.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
41 tradallo/reputation (@tradallo/reputation) tradallo-reputation · v0.3.2 94.3/100 A 30.0/30 28.8/30 19.9/20 15.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→95, token cost down 0%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
42 shunshi-ai/bazi-reader-mcp (shunshi-bazi-mcp) shunshi-bazi-mcp · v0.1.0 94.2/100 A 30.0/30 29.4/30 19.8/20 15.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
43 Darko893/haunt-mcp-server (@hauntapi/mcp-server) hauntapi-mcp-server · v1.1.2 94.0/100 A 30.0/30 27.8/30 19.8/20 16.5/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→95, token cost down 0%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
44 ofershap/mcp-server-dns (mcp-server-dns) mcp-server-dns · v1.0.0 93.8/100 A 30.0/30 28.0/30 20.0/20 15.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→98, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
45 ofershap/mcp-server-npm-plus (mcp-server-npm-plus) mcp-server-npm-plus · v1.0.0 93.7/100 A 30.0/30 28.4/30 20.0/20 15.3/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
46 ejwhite7/brandkit-mcp (brandkit-mcp) brandkit-mcp · v2.1.0 93.6/100 A 30.0/30 24.0/30 19.9/20 19.7/20
Why this scoreRewrite 10 underspecified tool descriptions

Selection accuracy 100→100, token cost up 13%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
47 QuantGeekDev/coincap-mcp (coincap-mcp) coincap-mcp · v0.9.2 93.6/100 A 30.0/30 28.7/30 20.0/20 14.9/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
48 inkog-io/inkog-mcp (@inkog-io/mcp) inkog-io-mcp · v1.0.0 93.5/100 A 30.0/30 24.6/30 19.7/20 19.3/20
Why this scoreRewrite 10 underspecified tool descriptions

Selection accuracy 98→100, token cost up 12%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
49 robhunter/agentdeals (agentdeals) agentdeals · v0.1.0 93.5/100 A 30.0/30 26.1/30 19.4/20 17.9/20
Why this scoreRewrite 8 underspecified tool descriptions

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
50 Context7 (Upstash, live library docs lookup) context7-mcp · v3.2.5 93.5/100 A 30.0/30 30.0/30 20.0/20 13.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
51 forgemeshlabs/travel-mcp (@forgemeshlabs/travel-assistant-mcp) forgemeshlabs-travel-assistant-mcp · v0.1.2 93.4/100 A 30.0/30 30.0/30 20.0/20 13.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
52 gregario/astronomy-oracle (astronomy-oracle) astronomy-oracle · v0.1.0 93.3/100 A 30.0/30 29.5/30 20.0/20 13.9/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
53 louis030195/easy-obsidian-mcp (@louis030195/mcp-obsidian) louis030195-mcp-obsidian · v0.1.0 93.3/100 A 30.0/30 26.1/30 19.8/20 17.5/20
Why this scoreRewrite 5 underspecified tool descriptions

Selection accuracy 95→98, token cost up 7%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
54 jamesdfinance-dev/lazaretto-mcp (lazaretto-mcp) lazaretto-mcp · v0.1.0 93.3/100 A 30.0/30 29.3/30 20.0/20 14.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 11%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
55 AgentBase1/mcp-server (agentbase-mcp) agentbase-mcp · v1.0.0 93.1/100 A 30.0/30 29.7/30 20.0/20 13.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
56 Bishop81/wpgoldmine-mcp (wpgoldmine-mcp) wpgoldmine-mcp · v0.1.0 92.9/100 A 30.0/30 29.5/30 20.0/20 13.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
57 Daichi-Kudo/llm-advisor-mcp (llm-advisor-mcp) llm-advisor-mcp · v0.4.0 92.8/100 A 30.0/30 29.2/30 20.0/20 13.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
58 mambalabsdev/mcp-funding-press-signal-scanner (@mambalabsdev/mcp-funding-press-signal-scanner) mambalabsdev-mcp-funding-press-signal-scanner · v1.0.0 92.8/100 A 30.0/30 30.0/30 20.0/20 12.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
59 calllint/calllint (calllint-mcp) calllint-mcp · v0.2.0 92.7/100 A 30.0/30 28.4/30 20.0/20 14.3/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 93%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
60 ScrapeUnblocker/scrapeunblocker-mcp (scrapeunblocker-mcp) scrapeunblocker-mcp · v0.1.2 92.5/100 A 30.0/30 29.7/30 20.0/20 12.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
61 gregario/brewers-almanack (brewers-almanack) brewers-almanack · v0.2.7 92.4/100 A 30.0/30 28.0/30 19.4/20 15.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
62 snenenenenenene/transita-mcp-server (@transita/mcp-server) transita-mcp-server · v0.1.3 92.4/100 A 30.0/30 27.4/30 20.0/20 15.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 96→100, token cost up 8%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
63 beshogun/planwire-mcp (planwire-mcp) planwire-mcp · v0.1.4 92.4/100 A 30.0/30 28.3/30 20.0/20 14.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→100, token cost up 5%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
64 Backspace-me/sportscore-mcp (sportscore-mcp) sportscore-mcp · v0.1.0 92.3/100 A 30.0/30 27.7/30 20.0/20 14.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
65 arXiv MCP Server (@cyanheads/arxiv-mcp-server, Smithery popular) cyanheads-arxiv-mcp-server · v0.1.0 92.3/100 A 30.0/30 29.1/30 18.3/20 14.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
66 MobileReality/mdma (@mobile-reality/mdma-mcp) mobile-reality-mdma-mcp · v0.2.4 92.2/100 A 30.0/30 28.2/30 19.9/20 14.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
67 ofershap/mcp-server-scraper (mcp-server-scraper) mcp-server-scraper · v1.0.0 92.2/100 A 30.0/30 28.7/30 20.0/20 13.5/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→100, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
68 KyrieTangSheng/mcp-server-nationalparks (mcp-server-nationalparks) mcp-server-nationalparks · v1.0.0 92.1/100 A 30.0/30 26.6/30 20.0/20 15.5/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 12%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
69 haomingkoo/japan-seasons-mcp (japan-seasons-mcp) japan-seasons-mcp · v0.5.0 92.1/100 A 30.0/30 27.2/30 17.0/20 17.9/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 93%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
70 gpu-bridge/mcp-server (@gpu-bridge/mcp-server) gpu-bridge-mcp-server · v2.0.0 92.1/100 A 30.0/30 28.1/30 20.0/20 14.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→98, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
71 woladi/macos-vision-mcp (macos-vision-mcp) macos-vision-mcp · v0.4.9 92.0/100 A 30.0/30 27.8/30 19.6/20 14.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 93%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
72 iplocate/mcp-server-iplocate (@iplocate/mcp-server) iplocate-mcp-server · v1.0.0 91.9/100 A 30.0/30 28.9/30 20.0/20 13.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
73 gregario/warhammer-oracle (warhammer-oracle) warhammer-oracle · v0.2.42 91.9/100 A 30.0/30 26.8/30 18.1/20 16.9/20
Why this scoreRewrite 5 underspecified tool descriptions

Selection accuracy 98→95, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
74 Bigsy/Clojars-MCP-Server (clojars-deps-server) clojars-deps-server · v0.2.0 91.9/100 A 30.0/30 26.8/30 20.0/20 15.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 95→98, token cost up 12%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
75 tadas-github/a2asearch-mcp (a2asearch-mcp) a2asearch-mcp · v1.0.0 91.7/100 A 30.0/30 28.9/30 20.0/20 12.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
76 cqtrinv/trinvmcp (mcp-trinv-server) mcp-trinv-server · v0.1.1 91.6/100 A 30.0/30 29.4/30 20.0/20 12.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→98, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
77 tresor4k/macalc-mcp (macalc-mcp) macalc-mcp · v0.4.0 91.5/100 A 30.0/30 27.5/30 18.6/20 15.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→98, token cost up 7%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
78 MattJeff/orizn-mcp-server (orizn-visa-mcp) orizn-visa-mcp · v1.0.0 91.4/100 A 30.0/30 26.4/30 20.0/20 15.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 83%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
79 doggybee/mcp-server-leetcode (@mcpfun/mcp-server-leetcode) mcpfun-mcp-server-leetcode · v1.0.0 91.4/100 A 30.0/30 26.9/30 20.0/20 14.5/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 12%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
80 pranciskus/newsmcp (@newsmcp/server) newsmcp-server · v1.0.2 91.3/100 A 30.0/30 29.6/30 20.0/20 11.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
81 evanatpizzarobot/vr-org-mcp (vr-org-mcp) vr-org-mcp · v0.3.2 91.2/100 A 30.0/30 28.4/30 20.0/20 12.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→98, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
82 conorbronsdon/op3-mcp (@conorbronsdon/op3-mcp) conorbronsdon-op3-mcp · v0.2.0 91.1/100 A 30.0/30 28.5/30 19.8/20 12.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
83 kehvinbehvin/json-mcp-filter (json-mcp-filter) json-mcp-filter · v1.0.1 91.1/100 A 30.0/30 29.5/30 20.0/20 11.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
84 exa-labs/exa-mcp-server (exa-mcp-server) exa-mcp-server · v3.4.0 91.0/100 A 30.0/30 29.1/30 20.0/20 12.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 95%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
85 uchit/mcp-regulated-ai-compliance (@hellouchit/mcp-regulated-ai-compliance) hellouchit-mcp-regulated-ai-compliance · v0.2.1 91.0/100 A 30.0/30 29.8/30 19.4/20 11.9/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
86 ssatama/rescuedogs-mcp-server (rescuedogs-mcp-server) rescuedogs-mcp-server · v1.2.0 91.0/100 A 30.0/30 27.1/30 19.2/20 14.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→98, token cost up 6%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
87 romanshumy/llm-prices-data (@modelpricewatch/mcp) modelpricewatch-mcp · v1.0.0 90.6/100 A 30.0/30 28.7/30 20.0/20 11.9/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 96%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
88 echojobsio/jdl-mcp-server (@jobdatalake/mcp-server) jobdatalake-mcp-server · v1.0.0 90.5/100 A 30.0/30 28.0/30 20.0/20 12.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→98, token cost up 10%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
89 bamwor-dev/bamwor-mcp-server (bamwor-mcp-server) bamwor-mcp-server · v0.2.2 90.4/100 A 30.0/30 28.0/30 19.8/20 12.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→100, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
90 entire-vc/evc-spark-mcp (evc-spark-mcp) evc-spark-mcp · v1.0.0 90.1/100 A 30.0/30 27.6/30 20.0/20 12.5/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 95→95, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
91 mcpware/ui-annotator-mcp (@mcpware/ui-annotator) mcpware-ui-annotator · v0.1.0 90.1/100 A 30.0/30 28.0/30 20.0/20 12.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 95→98, token cost up 6%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
92 openfate-ai/bazi-mcp (@openfate/bazi-mcp) openfate-bazi-mcp · v0.2.6 90.0/100 B 30.0/30 28.3/30 19.5/20 12.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
93 izzzzzi/codewiki-mcp (codewiki-mcp) codewiki-mcp · v1.1.2 89.5/100 B 30.0/30 26.6/30 20.0/20 12.9/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→100, token cost up 20%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
94 OilpriceAPI/mcp-server (oilpriceapi-mcp) oilpriceapi-mcp · v3.0.0 89.5/100 B 30.0/30 25.8/30 17.4/20 16.3/20
Why this scoreRewrite 8 underspecified tool descriptions

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
95 comparedge/mcp-server-comparedge (@comparedge/mcp-server) comparedge-mcp-server · v2.7.1 88.8/100 B 30.0/30 27.6/30 19.4/20 11.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 95%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
96 jordanlyall/wc26-mcp (wc26-mcp) wc26-mcp · v0.3.1 88.7/100 B 30.0/30 26.3/30 18.5/20 13.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→98, token cost down 2%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
97 serkan-ozal/driflyte-mcp-server (@driflyte/mcp-server) driflyte-mcp-server · v0.1.15 88.6/100 B 30.0/30 30.0/30 20.0/20 8.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
98 APOGEOAPI/apogeoapi-mcp (@apogeoapi/mcp) apogeoapi-mcp · v1.0.0 88.6/100 B 30.0/30 26.6/30 19.9/20 12.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 96→96, token cost up 8%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
99 Chronolapse411/sicarius-guard (sicarius-guard) sicarius-guard · v1.0.0 88.6/100 B 30.0/30 25.0/30 19.8/20 13.7/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 78%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
100 JeongSeongMok/tossinvest-openapi-mcp (tossinvest-openapi-mcp) tossinvest-openapi-mcp · v1.0.3 88.6/100 B 30.0/30 28.2/30 20.0/20 10.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
101 prosperkartik/hostaway-mcp (@prosperkartik/hostaway-mcp) prosperkartik-hostaway-mcp · v0.1.1 88.5/100 B 30.0/30 27.3/30 19.9/20 11.2/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 93→93, token cost up 2%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
102 Hugeicons MCP Server (@hugeicons/mcp-server, Smithery verified) hugeicons-mcp-server · v0.1.0 88.4/100 B 30.0/30 26.4/30 20.0/20 12.0/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→100, token cost up 13%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
103 PantelisGeorgiadis/dicomweb-mcp-server (dicomweb-mcp-server) dicomweb-mcp-server · v0.0.4 88.2/100 B 30.0/30 26.6/30 19.3/20 12.3/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 95→89, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
104 blurrah/mcp-graphql (mcp-graphql) mcp-graphql · v2.0.4 88.2/100 B 30.0/30 28.8/30 20.0/20 9.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 97→97, token cost up 8%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
105 AI-Directory-Partners/tooldirectory-mcp (tooldirectory-mcp) tooldirectory-mcp · v1.0.0 88.2/100 B 30.0/30 27.1/30 20.0/20 11.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 93→93, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
106 lulzasaur9192/marketplace-search-mcp (@lulzasaur9192/marketplace-search-mcp) lulzasaur9192-marketplace-search-mcp · v2.0.0 87.9/100 B 30.0/30 24.8/30 17.7/20 15.4/20
Why this scoreRewrite 12 underspecified tool descriptions

Selection accuracy 100→98, token cost up 7%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
107 tatsuju/opdstar-nhi-mcp (@opdstar/nhi-mcp) opdstar-nhi-mcp · v0.9.2 87.5/100 B 30.0/30 26.1/30 13.8/20 17.5/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 100→98, token cost down 0%, unconfirmed writes 100%→100%.

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
108 NPM Sentinel MCP (@nekzus/npm-sentinel-mcp, Smithery popular) nekzus-npm-sentinel-mcp · v1.12.0 87.2/100 B 30.0/30 21.6/30 19.6/20 15.9/20
Why this scoreRewrite 19 underspecified tool descriptions

Selection accuracy 90→95, token cost up 23%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
109 davidmosiah/astral-mcp (astral-mcp) astral-mcp · v0.3.0 87.0/100 B 30.0/30 29.0/30 15.4/20 12.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
110 dorukardahan/domain-search-mcp (domain-search-mcp) domain-search-mcp · v1.13.1 87.0/100 B 30.0/30 26.3/30 18.1/20 12.6/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 95→93, token cost down 7%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
111 cryptosquanch/legends-mcp (legends-mcp) legends-mcp · v1.4.3 86.9/100 B 30.0/30 26.3/30 19.4/20 11.3/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 93→93, token cost down 0%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
112 summerstateofmind/cityparity (cityparity-mcp) cityparity-mcp · v0.1.0 86.4/100 B 30.0/30 29.4/30 16.6/20 10.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
113 camlowe/mcp-server-reddit-ads (mcp-server-reddit-ads) mcp-server-reddit-ads · v0.5.5 86.3/100 B 30.0/30 25.6/30 18.9/20 11.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 91→93, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
114 anaisbetts/mcp-youtube (@anaisbetts/mcp-youtube) anaisbetts-mcp-youtube · v0.5.1 86.0/100 B 30.0/30 23.5/30 20.0/20 12.5/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 65→70, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
115 XWeaponX7/rundida-mcp (@rundida/mcp-server) rundida-mcp-server · v1.2.1 85.9/100 B 30.0/30 23.8/30 20.0/20 12.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 94→96, token cost up 19%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
116 tickadoo/tickadoo-mcp (@tickadoo/mcp-server) tickadoo-mcp-server · v1.4.2 85.9/100 B 30.0/30 23.4/30 16.5/20 16.0/20
Why this scoreRewrite 8 underspecified tool descriptions

Selection accuracy 88→91, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
117 conorbronsdon/podcastindex-mcp (podcastindex-mcp) podcastindex-mcp · v0.3.0 85.8/100 B 30.0/30 24.1/30 19.5/20 12.3/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 93→96, token cost up 7%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
118 paladini/devutils-mcp-server (devutils-mcp-server) devutils-mcp-server · v1.1.0 85.5/100 B 30.0/30 18.0/30 17.9/20 19.7/20
Why this scoreRewrite 31 underspecified tool descriptions

Selection accuracy 100→100, token cost up 9%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
119 forgemeshlabs/anomaly-mcp (@forgemeshlabs/anomaly-mcp) forgemeshlabs-anomaly-mcp · v0.5.3 85.5/100 B 30.0/30 25.7/30 19.4/20 10.3/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
120 davidmosiah/uap-pulse (uap-pulse) uap-pulse · v0.4.0 84.9/100 B 30.0/30 23.1/30 20.0/20 11.8/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 81→86, token cost up 10%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
121 ofershap/mcp-server-devutils (mcp-server-devutils) mcp-server-devutils · v0.1.0 84.8/100 B 30.0/30 20.6/30 19.7/20 14.6/20
Why this scoreRewrite 17 underspecified tool descriptions

Selection accuracy 100→95, token cost up 21%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
122 qinisolabs/qiniso (@qinisolabs/qiniso) qinisolabs-qiniso · v0.6.0 84.8/100 B 30.0/30 20.8/30 14.4/20 19.5/20
Why this scoreRewrite 34 underspecified tool descriptions

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
123 lennney/agent-search-mcp (agent-search-mcp) agent-search-mcp · v3.2.0 84.5/100 B 30.0/30 23.6/30 16.2/20 14.7/20
Why this scoreRewrite 4 underspecified tool descriptions

Selection accuracy 75→75, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
124 HalidSaglam/saglitzdesign-mcp (saglitzdesign-mcp) saglitzdesign-mcp · v0.17.0 84.1/100 B 30.0/30 23.3/30 15.3/20 15.6/20
Why this scoreRewrite 9 underspecified tool descriptions

Selection accuracy 100→100, token cost down 5%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
125 PeanutSplash/chelaile-mcp (chelaile-mcp-server) chelaile-mcp-server · v1.0.0 81.3/100 B 30.0/30 25.2/30 14.7/20 11.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 98→98, token cost down 8%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
126 lumifyai/lumify (@lumifyai/mcp) lumifyai-mcp · v1.0.1 81.3/100 B 30.0/30 27.1/30 13.1/20 11.1/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 93→95, token cost down 0%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
127 AlvisoOculus/optionsahoy-mcp (optionsahoy-mcp) optionsahoy-mcp · v1.10.1 79.8/100 C 30.0/30 29.3/30 3.4/20 17.1/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 98%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
128 PaulieB14/graph-polymarket-mcp (graph-polymarket-mcp) graph-polymarket-mcp · v2.0.0 79.4/100 C 30.0/30 19.4/30 17.3/20 12.7/20
Why this scoreRewrite 23 underspecified tool descriptions

Selection accuracy 93→96, token cost up 14%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
129 SidneyBissoli/medical-terminologies-mcp (medical-terminologies-mcp) medical-terminologies-mcp · v1.5.7 79.2/100 C 30.0/30 26.6/30 9.2/20 13.4/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 98%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
130 meacheal-ai/mrc-data (mrc-data) mrc-data · v2.2.2 78.9/100 C 30.0/30 27.1/30 8.7/20 13.2/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 95→95, token cost down 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
131 philrox/ris-mcp-ts (ris-mcp-ts) ris-mcp-ts · v1.5.0 78.9/100 C 30.0/30 27.4/30 8.1/20 13.5/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 98%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
132 Grinv/steam-games-mcp (steam-games-mcp) steam-games-mcp · v0.12.2 77.3/100 C 30.0/30 26.9/30 8.3/20 12.1/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 95%, destructive-action safety rate 100% (baseline only -- no rewrite pass applied).

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
133 SoapyRED/freightutils-mcp (freightutils-mcp) freightutils-mcp · v2.12.3 77.2/100 C 30.0/30 27.6/30 4.5/20 15.1/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 100%→100%.

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
134 livetennisapi/livetennisapi-mcp (livetennisapi-mcp) livetennisapi-mcp · v1.3.0 76.8/100 C 30.0/30 25.1/30 9.5/20 12.2/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 96→100, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
135 cturkieh/france-data-mcp (france-data-mcp) france-data-mcp · v0.26.3 75.9/100 C 30.0/30 25.6/30 5.3/20 15.0/20
Why this scoreReduce the tool-definition and task token payload

Selection accuracy 98→100, token cost down 0%, unconfirmed writes 100%→100%.

Highest-impact fix

Consolidate overlapping tools and trim repetitive schema text while preserving behavior, parameter, and return semantics.

View full report
136 RajeevSirohi/mcp-server-terraform (@rajsir/mcp-server-terraform) rajsir-mcp-server-terraform · v0.1.0 73.5/100 C 17.1/30 25.5/30 19.5/20 11.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 94→98, token cost down 0%, unconfirmed writes 57%→62%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
137 Rererr/amenbo (amenbo) amenbo · v0.6.0 73.3/100 C 30.0/30 17.9/30 20.0/20 5.4/20
Why this scoreMake target tools discoverable on the first call

Selection accuracy 34→39, token cost up 1%, unconfirmed writes 100%→100%.

Highest-impact fix

Clarify tool names, decision boundaries, and required argument schemas so an agent can choose and construct the target call without exploratory steps.

View full report
138 jae-jae/g-search-mcp (g-search-mcp) g-search-mcp · v0.1.0 70.0/100 C 0.0/30 30.0/30 20.0/20 20.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
139 mrslbt/rippr (rippr-mcp) rippr-mcp · v1.3.0 70.0/100 C 0.0/30 30.0/30 20.0/20 20.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
140 Amazon Bedrock Nova Canvas (@zxkane/mcp-server-amazon-bedrock) zxkane-mcp-server-amazon-bedrock · v0.1.0 70.0/100 C 0.0/30 30.0/30 20.0/20 20.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
141 bluetieroperations-create/blackwall-mcp (blackwall-mcp) blackwall-mcp · v1.4.1 69.8/100 D 0.0/30 29.8/30 20.0/20 20.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
142 wazionapps/mcp-server (@wazion/mcp-server) wazion-mcp-server · v1.2.0 69.7/100 D 0.0/30 29.7/30 20.0/20 20.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
143 thoughtproof/thoughtproof-mcp (thoughtproof-mcp) thoughtproof-mcp · v0.2.1 69.2/100 D 0.0/30 29.5/30 20.0/20 19.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 10%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
144 openbnb-org/mcp-server-airbnb (@openbnb/mcp-server-airbnb) openbnb-mcp-server-airbnb · v0.1.4 69.0/100 D 0.0/30 29.5/30 20.0/20 19.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
145 lacausecrypto/mcp-sports-hub (mcp-sports-hub) mcp-sports-hub · v1.3.0 68.7/100 D 30.0/30 17.6/30 7.7/20 13.4/20
Why this scoreRewrite 131 underspecified tool descriptions

Selection accuracy 98→98, token cost up 8%, unconfirmed writes 100%→100%.

Highest-impact fix

State each tool's behavior, explain every parameter, and declare return semantics, prioritizing tools exercised by failed selection tasks.

View full report
146 erajasekar/ai-diagram-maker-mcp (ai-diagram-maker-mcp) ai-diagram-maker-mcp · v1.0.0 68.5/100 D 0.0/30 28.7/30 19.8/20 20.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
147 g0t4/mcp-server-commands (mcp-server-commands) mcp-server-commands · v0.8.2 68.1/100 D 0.0/30 29.5/30 20.0/20 18.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 14%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
148 ymw0407/auth-fetch-mcp (auth-fetch-mcp) auth-fetch-mcp · v3.0.3 68.0/100 D 0.0/30 29.3/30 20.0/20 18.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
149 junipr-labs/mcp-server (junipr-mcp) junipr-mcp · v1.1.0 67.7/100 D 0.0/30 29.0/30 19.9/20 18.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97→92, token cost down 21%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
150 Sequential Thinking (official MCP reference server) mcp-sequential-thinking · v0.2.0 67.4/100 D 0.0/30 30.0/30 17.4/20 20.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
151 evalstate/mcp-hfspace (@llmindset/mcp-hfspace) llmindset-mcp-hfspace · v0.5.4 67.4/100 D 0.0/30 29.3/30 20.0/20 18.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 10%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
152 sshahzaiib/agy-bridge (agy-bridge) agy-bridge · v0.4.0 67.0/100 D 0.0/30 28.5/30 19.9/20 18.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
153 trustscoreagent/trustscoreagent (@trustscoreagent/mcp-server) trustscoreagent-mcp-server · v0.1.1 67.0/100 D 0.0/30 29.5/30 20.0/20 17.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
154 qianniuspace/mcp-security-audit (mcp-security-audit) mcp-security-audit · v0.1.0 66.0/100 D 0.0/30 28.0/30 20.0/20 18.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 90→80, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
155 tponscr-debug/oracle-h-mcp (oracle-h-mcp) oracle-h-mcp · v1.0.0 66.0/100 D 0.0/30 28.1/30 20.0/20 17.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 89%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
156 iamredmh/volta-mcp-server (@voltanotes/mcp) voltanotes-mcp · v1.3.0 65.7/100 D 0.0/30 27.2/30 19.9/20 18.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 93→90, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
157 ashlrai/webfetch (getwebfetch-mcp) getwebfetch-mcp · v0.1.5 65.2/100 D 0.0/30 26.4/30 19.6/20 19.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→95, token cost up 15%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
158 memebo-at/memeboat-mcp (memeboat-mcp) memeboat-mcp · v0.3.0 65.2/100 D 0.0/30 29.4/30 20.0/20 15.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
159 Vovala14/vynly-mcp (@vynly/mcp) vynly-mcp · v0.3.3 65.0/100 D 0.0/30 29.3/30 19.3/20 16.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
160 OksigeniaSL/checker-mcp (@oksigenia/checker-mcp) oksigenia-checker-mcp · v0.1.0 64.5/100 D 0.0/30 29.0/30 20.0/20 15.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
161 8randonpickart5/alderpost-mcp (alderpost-mcp) alderpost-mcp · v1.2.2 64.3/100 D 0.0/30 26.8/30 20.0/20 17.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→95, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
162 keiver/image-tiler-mcp-server (image-tiler-mcp-server) image-tiler-mcp-server · v3.1.2 64.3/100 D 0.0/30 30.0/30 19.7/20 14.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
163 arikusi/nakkas (nakkas) nakkas · v0.5.0 64.2/100 D 0.0/30 29.8/30 18.9/20 15.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
164 AIM-Intelligence/AIM-Guard-MCP (aim-guard-mcp) aim-guard-mcp · v1.3.1 64.1/100 D 0.0/30 27.6/30 20.0/20 16.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
165 jimfilippou/things-mcp (things-mcp) things-mcp · v1.0.0 64.1/100 D 0.0/30 28.5/30 20.0/20 15.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 14%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
166 beeswaxpat/chronoverify-mcp (chronoverify-mcp) chronoverify-mcp · v0.1.8 64.1/100 D 0.0/30 29.5/30 18.8/20 15.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
167 jayasukuv11-beep/agenthelm (agenthelm-mcp) agenthelm-mcp · v1.0.0 64.0/100 D 0.0/30 29.8/30 20.0/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
168 pucilpet/crawlgraph-mcp (crawlgraph-mcp) crawlgraph-mcp · v0.1.0 64.0/100 D 0.0/30 29.0/30 20.0/20 15.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→95, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
169 maxaeo/maxaeo-ai-visibility-mcp (maxaeo-ai-visibility-mcp) maxaeo-ai-visibility-mcp · v0.3.2 64.0/100 D 0.0/30 28.9/30 20.0/20 15.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→95, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
170 aashari/mcp-server-atlassian-confluence (@aashari/mcp-server-atlassian-confluence) aashari-mcp-server-atlassian-confluence · v3.3.0 63.9/100 D 0.0/30 29.6/30 18.8/20 15.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
171 forcedreamai/forcedream-mcp (@forcedream/mcp-server) forcedream-mcp-server · v0.12.1 63.7/100 D 0.0/30 27.7/30 19.2/20 16.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
172 node-man/dechonet-mcp (dechonet-mcp) dechonet-mcp · v1.0.3 63.6/100 D 0.0/30 27.6/30 18.8/20 17.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→98, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
173 QuantToGo/quanttogo-mcp (quanttogo-mcp) quanttogo-mcp · v0.3.0 63.6/100 D 0.0/30 27.8/30 20.0/20 15.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
174 rendobar/mcp (@rendobar/mcp) rendobar-mcp · v1.8.3 63.6/100 D 0.0/30 29.7/30 17.8/20 16.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
175 x51xxx/copilot-mcp-server (@trishchuk/copilot-mcp-server) trishchuk-copilot-mcp-server · v1.3.0 63.5/100 D 0.0/30 26.9/30 19.0/20 17.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
176 cg3-llc/prior_mcp (@cg3/prior-mcp) cg3-prior-mcp · v0.7.1 63.5/100 D 0.0/30 29.1/30 18.5/20 15.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
177 jae-jae/fetcher-mcp (fetcher-mcp) fetcher-mcp · v0.1.0 63.3/100 D 0.0/30 28.2/30 20.0/20 15.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→98, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
178 farukkolip/tiktapdown-mcp (tiktapdown-mcp) tiktapdown-mcp · v1.0.0 63.3/100 D 0.0/30 28.8/30 19.6/20 14.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
179 HasanJahidul/localhost-mcp (localhost-mcp) localhost-mcp · v0.1.1 63.2/100 D 0.0/30 28.3/30 19.6/20 15.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
180 tjclaude88/mcp-bling (bling-bag) bling-bag · v0.1.0 63.2/100 D 0.0/30 29.2/30 20.0/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→95, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
181 aashari/mcp-server-atlassian-bitbucket (@aashari/mcp-server-atlassian-bitbucket) aashari-mcp-server-atlassian-bitbucket · v3.1.0 63.2/100 D 0.0/30 29.1/30 18.3/20 15.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
182 threadctx-dev/threadctx-mcp (threadctx-mcp) threadctx-mcp · v0.5.0 63.1/100 D 0.0/30 29.1/30 20.0/20 14.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
183 mnemoverse/mcp-memory-server (@mnemoverse/mcp-memory-server) mnemoverse-mcp-memory-server · v0.5.0 63.0/100 D 0.0/30 28.3/30 19.6/20 15.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
184 austenstone/myinstants-mcp (myinstants-mcp) myinstants-mcp · v1.8.2 63.0/100 D 0.0/30 28.4/30 20.0/20 14.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
185 skillselion/skillselion-mcp (skillselion-mcp) skillselion-mcp · v0.9.6 63.0/100 D 0.0/30 29.1/30 20.0/20 13.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
186 djerok/glm-mcp (glm-mcp) glm-mcp · v1.0.0 62.8/100 D 0.0/30 29.5/30 20.0/20 13.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
187 spokenmd/spoken (spoken-mcp) spoken-mcp · v0.2.1 62.8/100 D 0.0/30 29.6/30 20.0/20 13.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
188 emiliaprotocol/emilia-protocol (@emilia-protocol/mcp-server) emilia-protocol-mcp-server · v1.0.0 62.7/100 D 1.9/30 27.2/30 18.7/20 14.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 6%→6%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
189 cfpramod/open-museum-mcp (open-museum-mcp) open-museum-mcp · v0.16.0 62.6/100 D 0.0/30 28.7/30 19.8/20 14.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
190 VoxellInc/forge-mcp (@voxell/forge-mcp) voxell-forge-mcp · v0.1.5 62.4/100 D 0.0/30 29.8/30 20.0/20 12.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
191 zekebuilds-lab/captcha-mcp (@powforge/captcha-mcp) powforge-captcha-mcp · v0.2.0 62.4/100 D 0.0/30 30.0/30 20.0/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
192 Perufitlife/postwire-mcp (postwire-mcp) postwire-mcp · v0.3.0 62.4/100 D 0.0/30 29.0/30 20.0/20 13.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
193 Regenerating-World/pix-mcp (pix-mcp) pix-mcp · v1.0.0 62.4/100 D 0.0/30 29.0/30 20.0/20 13.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
194 keepgoing-dev/mcp-server (@keepgoingdev/mcp-server) keepgoingdev-mcp-server · v0.1.0 62.3/100 D 0.0/30 25.4/30 19.7/20 17.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→95, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
195 hampsterx/claude-mcp-bridge (claude-mcp-bridge) claude-mcp-bridge · v0.7.1 62.3/100 D 0.0/30 29.8/30 19.8/20 12.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost down 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
196 XavierFabregat/spotify-mcp (@xavifabregat/spotify-mcp) xavifabregat-spotify-mcp · v0.1.0 62.3/100 D 0.0/30 28.1/30 19.8/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
197 sekera-radim/impri (@impri/mcp) impri-mcp · v0.1.0 62.2/100 D 0.0/30 28.8/30 19.3/20 14.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→94, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
198 Continuum-AI-Corp/orcarouter-mcp-server (@orcarouter/mcp) orcarouter-mcp · v1.1.2 62.2/100 D 0.0/30 29.1/30 20.0/20 13.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
199 atlasprzetargow/mcp-server (@atlasprzetargow/mcp) atlasprzetargow-mcp · v0.1.0 62.2/100 D 0.0/30 28.8/30 19.6/20 13.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
200 endiagram/mcp (@endiagram/mcp) endiagram-mcp · v0.3.16 62.2/100 D 0.0/30 29.0/30 19.4/20 13.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
201 chasesaurabh/mcp-page-capture (mcp-page-capture) mcp-page-capture · v1.5.1 62.2/100 D 0.0/30 29.8/30 19.7/20 12.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
202 tverney/mcp-agent-memory (mcp-agent-memory) mcp-agent-memory · v0.1.0 62.0/100 D 0.0/30 28.1/30 20.0/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
203 uxloom-dev/uxloom (uxloom) uxloom · v0.5.0 62.0/100 D 0.0/30 27.2/30 18.8/20 16.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
204 hernaninverso/eleion-scanner-mcp (eleion-scanner-mcp) eleion-scanner-mcp · v0.1.0 61.9/100 D 0.0/30 26.9/30 20.0/20 14.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→95, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
205 5dive-ai/5dive-mcp (@5dive/mcp) 5dive-mcp · v0.1.0 61.9/100 D 0.0/30 27.9/30 20.0/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
206 mikechao/metmuseum-mcp (metmuseum-mcp) metmuseum-mcp · v1.0.0 61.8/100 D 0.0/30 29.5/30 18.4/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
207 spranab/brainstorm-mcp (brainstorm-mcp) brainstorm-mcp · v1.5.4 61.8/100 D 0.0/30 26.8/30 19.5/20 15.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 94→94, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
208 forgemeshlabs/aso-audit-mcp (@forgemeshlabs/aso-audit-mcp) forgemeshlabs-aso-audit-mcp · v0.1.4 61.8/100 D 0.0/30 29.1/30 20.0/20 12.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→94, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
209 4everland/4everland-hosting-mcp (@4everland/hosting-mcp) 4everland-hosting-mcp · v0.1.4 61.7/100 D 0.0/30 29.0/30 20.0/20 12.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→97, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
210 opusforge/gorilla-mcp (@usegorilla/mcp) usegorilla-mcp · v3.0.0 61.7/100 D 0.0/30 29.2/30 20.0/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
211 mambalabsdev/mcp-gtm-suite (@mambalabsdev/mcp-gtm-suite) mambalabsdev-mcp-gtm-suite · v1.1.0 61.7/100 D 0.0/30 29.4/30 19.1/20 13.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
212 vaulted-fyi/vaulted-mcp-server (@vaulted/mcp-server) vaulted-mcp-server · v0.1.6 61.6/100 D 0.0/30 26.3/30 20.0/20 15.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 85→89, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
213 Thezenmonster/agentscore-mcp-server (@agentscore-xyz/mcp-server) agentscore-xyz-mcp-server · v2.2.0 61.6/100 D 0.0/30 28.2/30 20.0/20 13.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
214 Savirinc/unfragile-mcp-server (@unfragile/mcp-server) unfragile-mcp-server · v0.8.0 61.5/100 D 0.0/30 27.3/30 20.0/20 14.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→98, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
215 newageflyfish-max/volthq (volthq-mcp-server) volthq-mcp-server · v0.1.0 61.5/100 D 0.0/30 27.4/30 20.0/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
216 hanshs474/kavel-mcp (kavel-mcp) kavel-mcp · v0.1.1 61.4/100 D 0.0/30 28.3/30 20.0/20 13.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
217 Prisma MCP Server (prisma mcp, Glama popular) prisma-mcp · v7.9.1 61.3/100 D 0.0/30 28.7/30 20.0/20 12.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97→97, token cost down 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
218 shdomi8599/vibie-mcp (vibie-mcp) vibie-mcp · v0.2.2 61.3/100 D 0.0/30 28.8/30 20.0/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
219 vicseeai/vicsee-mcp-server (@vicsee/mcp-server) vicsee-mcp-server · v0.4.0 61.3/100 D 0.0/30 29.0/30 19.7/20 12.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
220 Everything (official MCP protocol-feature demo server) mcp-everything · v2.0.0 61.2/100 D 0.0/30 27.7/30 19.9/20 13.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
221 andreas-roennestad/openhive-mcp (openhive-mcp) openhive-mcp · v1.0.9 61.2/100 D 0.0/30 29.2/30 20.0/20 12.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→97, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
222 mikusnuz/pexbot-mcp (@pexbot/mcp) pexbot-mcp · v2.0.0 61.0/100 D 0.0/30 25.0/30 19.9/20 16.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 11%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
223 AkashGoenka/coldstart (@cstart/coldstart) cstart-coldstart · v2.2.14 61.0/100 D 0.0/30 28.2/30 18.3/20 14.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
224 drjerryrelth/ghl-command-feedback (@elitedcs/ghl-mcp) elitedcs-ghl-mcp · v3.57.0 61.0/100 D 0.0/30 28.5/30 20.0/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 93→98, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
225 BeBraveBeKind/mcpskills-server (@mcpskillsio/server) mcpskillsio-server · v2.5.3 60.9/100 D 0.0/30 27.8/30 20.0/20 13.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→98, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
226 123Ergo/unphurl-mcp (@unphurl/mcp-server) unphurl-mcp-server · v0.2.0 60.9/100 D 0.0/30 28.1/30 18.1/20 14.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost down 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
227 optimaquantum/claude-critical-rules-mcp (@optima-quantum/claude-critical-rules-mcp-new) optima-quantum-claude-critical-rules-mcp-new · v1.2.0 60.7/100 D 0.0/30 28.2/30 20.0/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 18%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
228 TracePass MCP Server (tracepass-mcp-server, Smithery popular) tracepass-mcp-server · v1.7.1 60.7/100 D 0.0/30 28.7/30 17.3/20 14.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
229 gregario/godot-forge (godot-forge) godot-forge · v0.1.4 60.5/100 D 0.0/30 28.5/30 20.0/20 12.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
230 KOVY/agentforge-trust-mcp (agentforge-trust-mcp) agentforge-trust-mcp · v0.3.0 60.5/100 D 0.0/30 28.4/30 19.7/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
231 ahmetakyurt/zipmem-mcp (zipmem-mcp) zipmem-mcp · v1.0.0 60.4/100 D 0.0/30 28.1/30 19.9/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
232 olostep/olostep-mcp-server (olostep-mcp) olostep-mcp · v1.0.0 60.4/100 D 0.0/30 26.8/30 18.7/20 14.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 89→84, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
233 mcpware/pagecast (@mcpware/pagecast) mcpware-pagecast · v0.2.0 60.4/100 D 0.0/30 26.2/30 19.9/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→98, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
234 paulhkang94/markview (mcp-server-markview) mcp-server-markview · v1.7.1 60.4/100 D 0.0/30 27.3/30 20.0/20 13.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→93, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
235 deslay1/amendor-mcp (amendor-mcp) amendor-mcp · v1.0.0 60.4/100 D 0.0/30 29.0/30 19.4/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
236 MkTurner74/botverse-mcp (botverse-mcp) botverse-mcp · v1.0.4 60.3/100 D 0.0/30 28.3/30 16.7/20 15.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
237 MKirovBG/scribefy-mcp (scribefy-mcp) scribefy-mcp · v0.3.5 60.3/100 D 0.0/30 28.5/30 20.0/20 11.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→95, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
238 campertunity/mcp-server (campertunity-ai-tools) campertunity-ai-tools · v0.1.0 60.2/100 D 0.0/30 28.0/30 20.0/20 12.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97→100, token cost up 11%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
239 shipstatic/mcp (@shipstatic/mcp) shipstatic-mcp · v0.6.0 60.2/100 D 0.0/30 25.3/30 19.7/20 15.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
240 mohamed-ashraf-elsaed/loupe (@loupekit/mcp) loupekit-mcp · v0.7.0 60.2/100 D 0.0/30 29.3/30 20.0/20 10.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→95, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
241 huseyinstif/klaket (klaket-mcp) klaket-mcp · v0.7.1 60.1/100 D 0.0/30 25.7/30 20.0/20 14.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 83→80, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
242 freema/mcp-design-system-extractor (mcp-design-system-extractor) mcp-design-system-extractor · v1.2.0 60.0/100 D 0.0/30 27.1/30 19.8/20 13.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
243 fradser/mcp-server-apple-reminders (mcp-server-apple-events) mcp-server-apple-events · v1.4.0 60.0/100 D 0.0/30 28.0/30 17.7/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
244 jawdat6/fixgraph-mcp (fixgraph-mcp) fixgraph-mcp · v1.0.3 60.0/100 F 0.0/30 29.0/30 20.0/20 11.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
245 W3Ship/w3ledger-mcp-server (w3ledger-mcp-server) w3ledger-mcp-server · v1.0.0 60.0/100 F 0.0/30 27.2/30 19.8/20 12.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
246 aadilr/changethisfile-mcp (changethisfile-mcp) changethisfile-mcp · v1.2.0 60.0/100 F 0.0/30 25.7/30 19.9/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 86→88, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
247 jacksun911/megalaunch-mcp (megalaunch-mcp) megalaunch-mcp · v1.0.0 59.8/100 F 0.0/30 27.4/30 20.0/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 13%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
248 freema/openclaw-mcp (openclaw-mcp) openclaw-mcp · v1.7.0 59.7/100 F 0.0/30 27.6/30 20.0/20 12.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97→97, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
249 conorbronsdon/substack-mcp (@conorbronsdon/substack-mcp) conorbronsdon-substack-mcp · v0.6.1 59.7/100 F 0.0/30 26.6/30 19.5/20 13.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
250 SAIHM-Admin/saihm-mcp (@saihm/mcp-server) saihm-mcp-server · v0.3.10 59.6/100 F 0.0/30 28.0/30 19.7/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
251 ejentum/ejentum-mcp (ejentum-mcp) ejentum-mcp · v0.2.0 59.6/100 F 0.0/30 25.0/30 18.8/20 15.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 80%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
252 KuvopLLC/purroxy2 (purroxy) purroxy · v0.1.0 59.6/100 F 0.0/30 29.6/30 20.0/20 10.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
253 recursechat/mcp-server-apple-shortcuts (mcp-server-apple-shortcuts) mcp-server-apple-shortcuts · v1.0.1 59.6/100 F 0.0/30 28.9/30 20.0/20 10.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 14%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
254 davegomez/fizzy-mcp (@silky/fizzy-mcp) silky-fizzy-mcp · v1.0.0 59.6/100 F 0.0/30 29.0/30 18.1/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
255 aashari/mcp-server-atlassian-jira (@aashari/mcp-server-atlassian-jira) aashari-mcp-server-atlassian-jira · v3.3.0 59.5/100 F 0.0/30 27.0/30 18.5/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 89%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
256 isabellaliebgott/mcp-esim (@worldcitisim/mcp-esim) worldcitisim-mcp-esim · v0.2.0 59.4/100 F 0.0/30 26.4/30 20.0/20 13.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 88→90, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
257 Whatsonyourmind/oraclaw (@oraclaw/mcp-server) oraclaw-mcp-server · v1.4.2 59.3/100 F 0.0/30 27.2/30 12.9/20 19.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
258 MariusAure/needhuman-mcp (@needhuman/mcp-server) needhuman-mcp-server · v0.3.2 59.3/100 F 0.0/30 26.9/30 20.0/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 84→89, token cost down 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
259 conversation-handoff-mcp (conversation-handoff-mcp) conversation-handoff-mcp · v0.13.1 59.3/100 F 0.0/30 26.9/30 19.1/20 13.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
260 site-shot/site-shot-mcp (site-shot-mcp) site-shot-mcp · v1.0.1 59.3/100 F 0.0/30 24.8/30 20.0/20 14.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 73%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
261 aethynio/aethyn-browser-mcp (aethyn-browser-mcp) aethyn-browser-mcp · v0.1.0 59.3/100 F 0.0/30 26.0/30 19.9/20 13.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→95, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
262 flowzap-xyz/flowzap-mcp (flowzap-mcp) flowzap-mcp · v1.4.3 59.2/100 F 0.0/30 27.4/30 19.8/20 12.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 93→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
263 Memory (official MCP reference server) mcp-memory · v0.6.3 59.1/100 F 0.0/30 25.5/30 19.1/20 14.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
264 fouradata/mcp (@fouradata/mcp) fouradata-mcp · v0.5.0 59.1/100 F 0.0/30 28.4/30 14.2/20 16.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
265 hushvert/mcp (@hushvert/mcp) hushvert-mcp · v0.1.3 59.1/100 F 0.0/30 28.7/30 20.0/20 10.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→98, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
266 tianqitang1/enrichr-mcp-server (enrichr-mcp-server) enrichr-mcp-server · v0.4.1 59.1/100 F 0.0/30 29.6/30 19.6/20 9.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
267 roamzy-io/mcp-server (@roamzy/mcp-server) roamzy-mcp-server · v1.6.0 59.0/100 F 0.0/30 26.7/30 19.0/20 13.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97→95, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
268 lionkiii/rss-feeds-mcp (rss-feeds-mcp) rss-feeds-mcp · v2.0.0 59.0/100 F 0.0/30 24.3/30 20.0/20 14.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 16%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
269 awkoy/notion-mcp-server (notion-mcp-server) notion-mcp-server · v2.13.0 58.9/100 F 0.0/30 30.0/30 20.0/20 8.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
270 x51xxx/codex-mcp-tool (@trishchuk/codex-mcp-tool) trishchuk-codex-mcp-tool · v2.4.0 58.8/100 F 0.0/30 25.9/30 17.4/20 15.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→97, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
271 mcpindex-ai/mcp-server-mcpindex (mcp-server-mcpindex) mcp-server-mcpindex · v0.3.13 58.8/100 F 0.0/30 28.5/30 20.0/20 10.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
272 gogabrielordonez/mcp-ragchat (mcp-ragchat) mcp-ragchat · v1.0.0 58.7/100 F 0.0/30 27.2/30 20.0/20 11.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
273 n24q02m/better-godot-mcp (@n24q02m/better-godot-mcp) n24q02m-better-godot-mcp · v1.21.0 58.7/100 F 0.0/30 29.0/30 17.3/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
274 @agentfund/mcp (@agentfund/mcp) agentfund-mcp · v0.1.0 58.6/100 F 0.0/30 28.7/30 18.9/20 11.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
275 forgemeshlabs/disruption-intelligence-mcp (@forgemeshlabs/disruption-intelligence-mcp) forgemeshlabs-disruption-intelligence-mcp · v0.1.4 58.6/100 F 0.0/30 27.9/30 19.9/20 10.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
276 isaac-levine/forage (forage-mcp) forage-mcp · v0.1.0 58.4/100 F 0.0/30 28.2/30 20.0/20 10.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
277 rabdulsal/appstore-release-mcp (appstore-release-mcp) appstore-release-mcp · v0.1.1 58.4/100 F 0.0/30 26.8/30 20.0/20 11.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
278 Alog/alog-mcp (@alog-world/mcp) alog-world-mcp · v2.0.0 58.4/100 F 0.0/30 24.6/30 19.5/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 14%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
279 jau123/MeiGen-AI-Design-MCP (meigen) meigen · v1.3.3 58.4/100 F 0.0/30 28.6/30 18.4/20 11.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
280 Autonomad1/autonomad-travel (autonomad-travel) autonomad-travel · v1.4.0 58.3/100 F 0.0/30 28.4/30 18.5/20 11.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
281 cameronrye/activitypub-mcp (activitypub-mcp) activitypub-mcp · v3.2.1 58.3/100 F 0.0/30 25.6/30 15.2/20 17.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
282 urbanmorph/mdshare (mdshare-mcp) mdshare-mcp · v1.4.0 58.2/100 F 0.0/30 24.9/30 19.0/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
283 hijaz/postmancer (postmancer) postmancer · v0.1.0 58.2/100 F 0.0/30 24.6/30 19.7/20 13.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 17%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
284 alexanderclapp/clirank-mcp-server (clirank-mcp-server) clirank-mcp-server · v0.7.5 58.2/100 F 0.0/30 28.6/30 19.2/20 10.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
285 namixai/signer-mcp (@usenami/signer-mcp) usenami-signer-mcp · v0.3.0 58.2/100 F 0.0/30 29.7/30 19.6/20 8.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
286 browsermcp/mcp (@browsermcp/mcp) browsermcp-mcp · v0.1.3 58.1/100 F 0.0/30 25.9/30 20.0/20 12.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 16%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
287 quantakrypto/pqc-tools (@quantakrypto/mcp) quantakrypto-mcp · v0.8.0 58.1/100 F 0.0/30 27.5/30 18.2/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→98, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
288 growthbook/growthbook-mcp (@growthbook/mcp) growthbook-mcp · v2.0.0 58.1/100 F 0.0/30 29.5/30 20.0/20 8.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
289 Rendeverance/toolfunnel (toolfunnel) toolfunnel · v0.7.0 58.1/100 F 0.0/30 27.3/30 20.0/20 10.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→85, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
290 eyaushev/swagger-testcase-mcp (swagger-testcase-mcp) swagger-testcase-mcp · v1.0.0 58.0/100 F 0.0/30 27.7/30 18.6/20 11.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
291 pgalyen1987/gate402-mcp (gate402-mcp) gate402-mcp · v0.8.0 58.0/100 F 0.0/30 25.4/30 18.9/20 13.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
292 humanforai/humanforai-mcp (humanforai) humanforai · v0.1.4 58.0/100 F 0.0/30 27.6/30 20.0/20 10.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→90, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
293 localstack/localstack-mcp-server (@localstack/localstack-mcp-server) localstack-localstack-mcp-server · v0.6.0 58.0/100 F 0.0/30 26.1/30 17.6/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
294 Fund-z/fundzwatch-mcp (@fundzwatch/mcp-server) fundzwatch-mcp-server · v1.2.1 57.9/100 F 0.0/30 24.2/30 19.7/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
295 geowire/geowire (@geowirehq/mcp) geowirehq-mcp · v0.6.2 57.9/100 F 0.0/30 27.0/30 18.1/20 12.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 11%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
296 hanzili/comet-mcp (comet-mcp) comet-mcp · v2.2.0 57.8/100 F 0.0/30 27.8/30 20.0/20 10.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
297 Coding-Solo/godot-mcp (godot-mcp) godot-mcp · v0.1.0 57.8/100 F 0.0/30 23.6/30 19.9/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 18%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
298 smythmyke/govtoolspro-mcp-server (govtoolspro-mcp-server) govtoolspro-mcp-server · v0.1.4 57.7/100 F 0.0/30 28.8/30 17.2/20 11.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→95, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
299 vasylenko/claude-desktop-extension-bear-notes (bear-notes-mcp) bear-notes-mcp · v2.12.0 57.6/100 F 0.0/30 25.4/30 19.3/20 12.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→98, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
300 runapi-ai/mcp (@runapi.ai/mcp) runapi-ai-mcp · v0.7.2 57.6/100 F 0.0/30 26.5/30 19.9/20 11.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
301 imnoo-team/drawing-converter-mcp (drawing-converter-mcp) drawing-converter-mcp · v0.1.1 57.4/100 F 0.0/30 25.3/30 19.8/20 12.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 83→76, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
302 juehang/vscode-mcp-server (vscode-mcp-server) vscode-mcp-server · v1.0.0 57.4/100 F 0.0/30 27.1/30 19.9/20 10.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
303 Kadenzo/kadenzo-mcp (kadenzo-mcp) kadenzo-mcp · v1.0.0 57.4/100 F 0.0/30 25.8/30 19.5/20 12.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 10%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
304 manovagyanik1/clipy-mcp (@clipy/mcp) clipy-mcp · v0.12.0 57.3/100 F 0.0/30 26.2/30 15.4/20 15.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
305 FileToPDF/filetopdf-mcp (filetopdf-mcp) filetopdf-mcp · v0.1.1 57.3/100 F 0.0/30 29.0/30 19.8/20 8.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
306 quietnotion/barevalue-mcp (barevalue-mcp) barevalue-mcp · v1.0.0 57.3/100 F 0.0/30 26.1/30 19.5/20 11.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
307 sint-ai/sint-protocol (sint-mcp) sint-mcp · v0.1.0 57.2/100 F 0.0/30 24.9/30 19.5/20 12.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
308 ofershap/mcp-server-github-actions (mcp-server-github-actions) mcp-server-github-actions · v1.0.0 57.0/100 F 0.0/30 25.7/30 19.9/20 11.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 10%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
309 AutomateLab-tech/n8n-mcp (@automatelab/n8n-mcp) automatelab-n8n-mcp · v0.5.5 57.0/100 F 0.0/30 27.9/30 17.5/20 11.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
310 qr-maker-io/mcp-server (@qr-maker/mcp-server) qr-maker-mcp-server · v0.1.0 57.0/100 F 0.0/30 27.3/30 18.8/20 11.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
311 kenneives/design-token-bridge-mcp (design-token-bridge-mcp) design-token-bridge-mcp · v1.0.2 57.0/100 F 0.0/30 25.5/30 20.0/20 11.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→95, token cost up 19%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
312 ankurmans/pepys-mcp (pepys-mcp) pepys-mcp · v0.1.0 57.0/100 F 0.0/30 24.9/30 19.7/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→93, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
313 AIOProductOS/studio-mcp (@aioproductoscom/mcp-studio) aioproductoscom-mcp-studio · v0.2.1 57.0/100 F 0.0/30 26.2/30 17.9/20 12.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
314 carlosalvite/foundersignal-mcp (foundersignal-mcp) foundersignal-mcp · v0.4.0 56.9/100 F 0.0/30 26.2/30 20.0/20 10.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 83→92, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
315 Wopee-io/wopee-mcp (wopee-mcp) wopee-mcp · v1.0.0 56.9/100 F 0.0/30 27.2/30 17.6/20 12.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→95, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
316 alex-gon/thegamecrafter-mcp-server (@alex-gon/tgc-mcp-server) alex-gon-tgc-mcp-server · v0.2.1 56.9/100 F 0.0/30 25.4/30 19.6/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
317 torrentclaw/torrentclaw-mcp (@torrentclaw/mcp) torrentclaw-mcp · v0.1.0 56.8/100 F 0.0/30 27.7/30 19.0/20 10.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→84, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
318 securecoders/opengraph-io-mcp (opengraph-io-mcp) opengraph-io-mcp · v1.5.0 56.6/100 F 0.0/30 26.2/30 16.0/20 14.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
319 payclaw/mcp-server (@kyalabs/mcp-server) kyalabs-mcp-server · v2.6.1 56.6/100 F 0.0/30 27.0/30 19.3/20 10.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
320 re-port-flow/reportflow-mcp (reportflow-mcp) reportflow-mcp · v1.3.5 56.3/100 F 0.0/30 26.8/30 18.1/20 11.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→83, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
321 ofershap/mcp-server-github-gist (mcp-server-github-gist) mcp-server-github-gist · v0.1.0 56.2/100 F 0.0/30 23.8/30 20.0/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 93→95, token cost up 30%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
322 pineforge-4pass/pineforge-codegen-mcp (@pineforge/backtest-mcp) pineforge-backtest-mcp · v0.9.26 56.2/100 F 0.0/30 27.6/30 16.1/20 12.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→95, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
323 Jungle-Grid/mcp-server (@jungle-grid/mcp) jungle-grid-mcp · v0.1.8 56.2/100 F 0.0/30 25.7/30 17.9/20 12.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
324 doctorm333/promptpilot-mcp-server (promptpilot-mcp) promptpilot-mcp · v1.0.0 56.0/100 F 0.0/30 26.3/30 19.8/20 9.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 10%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
325 ravi-labs/mindmap-mcp-server (@ravi-labs/mindmap-mcp-server) ravi-labs-mindmap-mcp-server · v0.5.0 56.0/100 F 0.0/30 27.0/30 16.6/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
326 f4ww4z/mcp-mysql-server (@f4ww4z/mcp-mysql-server) f4ww4z-mcp-mysql-server · v1.0.0 56.0/100 F 0.0/30 27.3/30 20.0/20 8.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 16%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
327 albertnahas/icogenie-mcp (@icogenie/mcp) icogenie-mcp · v0.1.0 56.0/100 F 0.0/30 26.5/30 19.4/20 10.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
328 arifur9993/attendance-engine-mcp (@attendance-engine/mcp) attendance-engine-mcp · v0.1.0 55.9/100 F 0.0/30 27.2/30 16.3/20 12.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
329 ofershap/mcp-server-cloudflare (mcp-server-cloudflare-dns) mcp-server-cloudflare-dns · v0.1.0 55.9/100 F 0.0/30 23.1/30 19.8/20 13.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 25%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
330 davidmosiah/wellness-cgm-mcp (wellness-cgm-mcp) wellness-cgm-mcp · v0.6.1 55.8/100 F 0.0/30 26.7/30 18.0/20 11.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
331 eviscerations/whisper-windows-mcp (whisper-windows-mcp) whisper-windows-mcp · v2.5.0 55.8/100 F 0.0/30 25.7/30 18.2/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 89→80, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
332 hifriendbot/cogmemai-mcp (cogmemai-mcp) cogmemai-mcp · v3.21.0 55.7/100 F 11.0/30 17.2/30 14.8/20 12.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→96, token cost up 4%, unconfirmed writes 37%→43%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
333 forgemeshlabs/travel-agent-mcp (@forgemeshlabs/travel-agent-mcp) forgemeshlabs-travel-agent-mcp · v0.1.0 55.6/100 F 0.0/30 25.4/30 18.6/20 11.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
334 juanisidoro/securecode-mcp (@securecode/mcp-server) securecode-mcp-server · v0.15.4 55.6/100 F 0.0/30 25.0/30 19.1/20 11.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
335 hubinoretros/deep-thinker (deep-thinker) deep-thinker · v1.0.0 55.6/100 F 0.0/30 24.8/30 17.1/20 13.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→96, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
336 teampolarity/cosmos-mcp (@polarity-lab/cosmos-mcp) polarity-lab-cosmos-mcp · v0.9.36 55.6/100 F 0.0/30 24.2/30 19.6/20 11.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→97, token cost up 16%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
337 huangdun/tempmd-mcp (tempmd-mcp) tempmd-mcp · v0.2.0 55.6/100 F 0.0/30 25.1/30 19.9/20 10.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 17%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
338 Bichev/agentradar-mcp (@agentradar/mcp) agentradar-mcp · v0.1.1 55.5/100 F 0.0/30 23.0/30 19.5/20 13.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 10%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
339 antics-gg/antics-mcp (antics-mcp) antics-mcp · v0.1.0 55.5/100 F 0.0/30 26.3/30 17.8/20 11.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
340 ShinyDapps/l402-kit (l402-kit) l402-kit · v1.9.0 55.4/100 F 0.0/30 27.4/30 19.2/20 8.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
341 clanker-records/crompton-network (@clanker-records/crompton-network) clanker-records-crompton-network · v1.7.0 55.3/100 F 0.0/30 23.1/30 17.4/20 14.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
342 tamasPetki/HeadlessTracker (headless-tracker) headless-tracker · v1.0.17 55.3/100 F 0.0/30 25.7/30 15.0/20 14.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 88→88, token cost down 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
343 jasonwilbur/cloud-cost-mcp (cloud-cost-mcp) cloud-cost-mcp · v1.2.2 55.1/100 F 0.0/30 20.6/30 18.4/20 16.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 24%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
344 AutomateLab-tech/ai-seo-mcp (@automatelab/ai-seo-mcp) automatelab-ai-seo-mcp · v0.4.1 55.1/100 F 0.0/30 27.8/30 8.1/20 19.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
345 ofershap/mcp-server-docker (mcp-docker-server) mcp-docker-server · v1.0.0 55.1/100 F 0.0/30 23.5/30 20.0/20 11.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
346 mikusnuz/gsc-mcp (@mikusnuz/gsc-mcp) mikusnuz-gsc-mcp · v1.3.0 55.0/100 F 0.0/30 25.3/30 19.4/20 10.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 18%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
347 ofershap/mcp-server-s3 (mcp-server-s3) mcp-server-s3 · v1.0.0 54.9/100 F 0.0/30 24.5/30 20.0/20 10.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→95, token cost up 18%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
348 bulatko/vk-mcp-server (vk-mcp-server) vk-mcp-server · v0.6.1 54.7/100 F 0.0/30 27.2/30 15.5/20 12.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
349 RoscoNL/intodns-mcp-server (intodns-mcp) intodns-mcp · v1.9.0 54.6/100 F 0.0/30 27.6/30 13.3/20 13.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
350 Alisammour/storyflo-mcp (storyflo-mcp) storyflo-mcp · v1.3.0 54.6/100 F 0.0/30 24.6/30 17.7/20 12.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
351 SagaPeak/artifacta-mcp (@artifacta-mcp/mcp) artifacta-mcp-mcp · v1.0.4 54.4/100 F 0.0/30 26.8/30 19.3/20 8.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
352 VibeKit-Bot/vibekit-mcp (vibekit-mcp) vibekit-mcp · v0.8.0 54.4/100 F 0.0/30 28.4/30 14.6/20 11.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
353 Nolas-Shadow/agent1st-ads-mcp (meta-tiktok-ads-from-agent1st) meta-tiktok-ads-from-agent1st · v1.0.1 54.2/100 F 0.0/30 25.9/30 19.5/20 8.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
354 Easton-OU/rootpilot-mcp (@rootpilot/mcp-ssh-diagnose) rootpilot-mcp-ssh-diagnose · v0.1.2 54.1/100 F 0.0/30 25.6/30 20.0/20 8.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 80→72, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
355 delmas41/gradusnotation (@gradusmusic/notation-mcp) gradusmusic-notation-mcp · v0.2.6 54.1/100 F 0.0/30 25.8/30 16.7/20 11.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 93→93, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
356 lyrenth/lyrenth-mcp (lyrenth-mcp) lyrenth-mcp · v0.1.4 54.0/100 F 0.0/30 22.9/30 20.0/20 11.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 64→69, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
357 FarEastAI/feode-mcp (feode-mcp) feode-mcp · v1.0.0 54.0/100 F 0.0/30 22.9/30 19.8/20 11.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
358 seameet-ai/seameet-mcp (@seameet/mcp) seameet-mcp · v0.2.1 54.0/100 F 0.0/30 25.3/30 20.0/20 8.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 91→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
359 Playwright MCP (Microsoft, browser automation) playwright-mcp · v1.62.0-alpha-1783623505000 54.0/100 F 0.0/30 22.9/30 18.0/20 13.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→94, token cost up 15%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
360 microservices-sh/mcp (@microservices-sh/mcp) microservices-sh-mcp · v0.1.3 53.9/100 F 0.0/30 24.3/30 19.0/20 10.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
361 MendleM/Pipepost (pipepost-mcp) pipepost-mcp · v0.9.1 53.6/100 F 0.0/30 26.0/30 15.9/20 11.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
362 agentcivics/agentcivics (@agentcivics/mcp-server) agentcivics-mcp-server · v2.9.0 53.6/100 F 0.0/30 28.6/30 12.0/20 13.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
363 FoodXDevelopment/foodblock-mcp (foodblock-mcp) foodblock-mcp · v0.5.0 53.5/100 F 0.0/30 22.4/30 19.0/20 12.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 83→88, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
364 Sowiedu/Edict (edict-lang) edict-lang · v1.23.2 53.4/100 F 0.0/30 24.8/30 17.6/20 11.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→89, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
365 jasonwilbur/oci-pricing-mcp (oci-pricing-mcp) oci-pricing-mcp · v1.0.0 53.4/100 F 0.0/30 20.5/30 17.4/20 15.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost up 15%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
366 Agent Relay (this workspace's own MCP fleet server) agent-relay · v11.4.0 53.4/100 F 0.0/30 21.4/30 18.1/20 13.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
367 Erodenn/godot-mcp-runtime (godot-mcp-runtime) godot-mcp-runtime · v3.2.1 53.3/100 F 0.0/30 27.9/30 12.8/20 12.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
368 dmang-dev/mcp-mgba (mcp-mgba) mcp-mgba · v0.3.0 53.3/100 F 0.0/30 28.4/30 15.6/20 9.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
369 cuttalo/depscope (depscope-mcp) depscope-mcp · v0.9.0 53.1/100 F 0.0/30 23.8/30 16.8/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→96, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
370 ios-simulator-mcp (ios-simulator-mcp) ios-simulator-mcp · v1.6.0 53.0/100 F 0.0/30 23.9/30 19.1/20 10.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→98, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
371 devag7/linkedin-mcp (linkedin-mcp-tools) linkedin-mcp-tools · v2.0.3 53.0/100 F 0.0/30 24.6/30 18.8/20 9.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
372 vornicx/Midas (midas-memory-mcp) midas-memory-mcp · v1.0.0 52.9/100 F 0.0/30 20.3/30 19.2/20 13.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
373 KuvopLLC/better-bear (better-bear) better-bear · v0.4.26 52.8/100 F 0.0/30 22.5/30 17.5/20 12.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→96, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
374 kindrat86/mcp-deal-flow-signal (@gitdealflow/mcp-signal) gitdealflow-mcp-signal · v2.2.0 52.8/100 F 0.0/30 26.8/30 9.0/20 17.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 91%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
375 Filesystem (official MCP reference server) mcp-filesystem · v0.2.0 52.8/100 F 0.0/30 24.0/30 18.9/20 9.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→96, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
376 Synvoya/codeinspectus (codeinspectus) codeinspectus · v2.1.0 52.7/100 F 0.0/30 29.0/30 12.4/20 11.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
377 proplineapi/propline-mcp (propline-mcp) propline-mcp · v0.17.1 52.5/100 F 0.0/30 24.5/30 17.4/20 10.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
378 ofershap/real-browser-mcp (real-browser-mcp) real-browser-mcp · v1.2.0 52.5/100 F 0.0/30 22.0/30 19.2/20 11.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 90→86, token cost up 15%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
379 r-huijts/xcode-mcp-server (xcode-mcp-server) xcode-mcp-server · v1.0.0 52.5/100 F 0.0/30 21.7/30 19.7/20 11.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 17%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
380 layervai/qurl-mcp (@layervai/qurl-mcp) layervai-qurl-mcp · v0.4.1 52.5/100 F 0.0/30 28.5/30 10.1/20 13.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
381 Frontier-Compute/zcash-mcp (@frontiercompute/zcash-mcp) frontiercompute-zcash-mcp · v1.4.0 52.4/100 F 0.0/30 22.3/30 17.6/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
382 mikusnuz/npm-mcp (@mikusnuz/npm-mcp) mikusnuz-npm-mcp · v1.2.0 52.3/100 F 0.0/30 21.1/30 17.3/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 18%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
383 asif-nvc/e2b-sandbox-mcp (e2b-sandbox-mcp) e2b-sandbox-mcp · v1.0.0 52.3/100 F 0.0/30 26.3/30 14.8/20 11.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
384 Cesium MCP Runtime (cesium-mcp-runtime, Smithery popular) cesium-mcp-runtime · v1.143.4 52.3/100 F 0.0/30 25.0/30 14.2/20 13.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 94→98, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
385 tempguru-co/tempguru-mcp (tempguru-mcp) tempguru-mcp · v1.6.0 52.2/100 F 0.0/30 28.3/30 9.7/20 14.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
386 markpdxt/dronelytics-mcp (@dronelytics/mcp) dronelytics-mcp · v0.3.3 52.1/100 F 1.3/30 23.6/30 16.3/20 10.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97→95, token cost up 4%, unconfirmed writes 4%→4%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
387 Lukaris/framedeck-mcp (framedeck-mcp) framedeck-mcp · v2.1.1 52.0/100 F 0.0/30 20.2/30 17.9/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 17%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
388 Off-Nadir-Lab/offnadir-delta-mcp (offnadir-delta-mcp) offnadir-delta-mcp · v1.8.2 52.0/100 F 0.0/30 28.5/30 12.6/20 10.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
389 Custodia-Admin/pagebolt-mcp (pagebolt-mcp) pagebolt-mcp · v1.11.0 52.0/100 F 0.0/30 27.4/30 10.9/20 13.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→93, token cost down 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
390 ellmos-ai/n8n-manager-mcp (n8n-manager-mcp) n8n-manager-mcp · v0.1.13 52.0/100 F 0.0/30 22.4/30 19.1/20 10.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 6%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
391 dmang-dev/mcp-retroarch (mcp-retroarch) mcp-retroarch · v0.1.1 51.8/100 F 0.0/30 27.9/30 14.9/20 8.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
392 VeriTeknik/pluggedin-mcp-proxy (@pluggedin/pluggedin-mcp-proxy) pluggedin-pluggedin-mcp-proxy · v2.3.0 51.5/100 F 0.0/30 23.0/30 16.2/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
393 dmang-dev/mcp-pine (mcp-pine) mcp-pine · v0.3.0 51.5/100 F 0.0/30 27.6/30 15.8/20 8.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 97%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
394 freema/firefox-devtools-mcp (@mozilla/firefox-devtools-mcp) mozilla-firefox-devtools-mcp · v0.9.15 51.3/100 F 0.0/30 20.4/30 18.4/20 12.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 94→100, token cost up 18%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
395 ClaudeCodeNavi/claudecodenavi-mcp (@claudecodenavi/mcp) claudecodenavi-mcp · v1.0.0 51.2/100 F 0.0/30 22.1/30 17.2/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→95, token cost up 14%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
396 sh6drack/zen-mcp (zen-mcp) zen-mcp · v1.2.2 51.2/100 F 0.0/30 20.2/30 19.8/20 11.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 91→98, token cost up 17%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
397 MyMedi-AI/mymedi-ai-mcp-server (@mymedi-ai/mcp-server) mymedi-ai-mcp-server · v1.5.0 51.1/100 F 0.0/30 21.3/30 16.7/20 13.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 91→87, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
398 goklab/guardvibe (guardvibe) guardvibe · v3.31.0 51.0/100 F 0.0/30 22.3/30 13.7/20 15.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 88→90, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
399 r-huijts/strava-mcp (@r-huijts/strava-mcp-server) r-huijts-strava-mcp-server · v1.2.1 50.9/100 F 0.0/30 21.3/30 17.7/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
400 jmpdsevilla/BovedIA (bovedia) bovedia · v2.7.0 50.8/100 F 0.0/30 20.3/30 16.5/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
401 spranab/saga-mcp (saga-mcp) saga-mcp · v1.0.0 50.8/100 F 0.0/30 21.5/30 17.3/20 12.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 18%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
402 auspy/supasidebar-mcp (supasidebar-mcp) supasidebar-mcp · v0.2.0 50.7/100 F 0.0/30 20.7/30 17.0/20 13.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 13%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
403 Relaycast (headless Slack for AI agents) relaycast · v0.1.2 50.7/100 F 0.0/30 23.5/30 13.7/20 13.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
404 mvtandas/wp-cli-mcp (wp-cli-mcp) wp-cli-mcp · v1.0.0 50.6/100 F 0.0/30 19.6/30 16.2/20 14.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→94, token cost up 10%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
405 timergy-app/timergy (@timergy/mcp) timergy-mcp · v0.6.3 50.5/100 F 0.0/30 23.8/30 17.0/20 9.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→92, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
406 RipperMercs/tensorfeed (@tensorfeed/mcp-server) tensorfeed-mcp-server · v2.0.3 50.4/100 F 0.0/30 22.8/30 16.8/20 10.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→94, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
407 rdanieli/tentra-mcp (tentra-mcp) tentra-mcp · v1.0.0 50.4/100 F 0.0/30 27.4/30 7.9/20 15.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
408 oso95/domain-suite-mcp (domain-suite-mcp) domain-suite-mcp · v0.1.0 50.1/100 F 0.0/30 20.9/30 17.7/20 11.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 16%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
409 dmang-dev/mcp-bizhawk (mcp-bizhawk) mcp-bizhawk · v0.1.0 50.0/100 F 0.0/30 28.3/30 13.8/20 7.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
410 Dumpling-AI/mcp-server-dumplingai (mcp-server-dumplingai) mcp-server-dumplingai · v1.0.0 49.9/100 F 0.0/30 19.3/30 17.1/20 13.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→100, token cost up 16%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
411 rps321321/obsidian-mcp-pro (obsidian-mcp-pro) obsidian-mcp-pro · v4.0.1 49.9/100 F 0.0/30 23.8/30 12.8/20 13.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→92, token cost down 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
412 Chrome DevTools MCP (chrome-devtools-mcp, Glama popular) chrome-devtools-mcp · v1.6.0 49.9/100 F 0.0/30 20.9/30 17.0/20 12.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 13%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
413 hoklims/stacksfinder-mcp (@stacksfinder/mcp-server) stacksfinder-mcp-server · v1.0.0 49.7/100 F 0.0/30 21.4/30 15.9/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
414 abhineet34/linkedin-mcp-server (linkedin-mcp-server) linkedin-mcp-server · v1.0.2 49.6/100 F 0.0/30 20.4/30 19.4/20 9.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 19%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
415 quokkapix/quokkapix-mcp (quokkapix-mcp) quokkapix-mcp · v0.4.1 49.6/100 F 0.0/30 24.6/30 15.2/20 9.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 89→84, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
416 GitHub MCP (community server, listTools works unauthenticated) github-mcp · v0.6.2 49.5/100 F 0.0/30 18.5/30 17.5/20 13.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→98, token cost up 11%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
417 chrbailey/promptspeak-mcp-server (@chrbailey/promptspeak-mcp-server) chrbailey-promptspeak-mcp-server · v0.4.1 49.3/100 F 0.0/30 20.5/30 15.5/20 13.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 11%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
418 lithtrix/lithtrix-mcp (lithtrix-mcp) lithtrix-mcp · v0.20.1 49.3/100 F 0.0/30 18.5/30 14.7/20 16.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
419 conorbronsdon/gws-mcp-server (gws-mcp-server) gws-mcp-server · v0.4.0 49.1/100 F 0.0/30 19.7/30 16.3/20 13.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 13%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
420 lightningfaucet/lightning-wallet-mcp (lightning-wallet-mcp) lightning-wallet-mcp · v1.0.0 48.9/100 F 0.0/30 18.4/30 17.5/20 13.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 13%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
421 attalla1/photopea-mcp-server (photopea-mcp-server) photopea-mcp-server · v0.1.0 48.7/100 F 0.0/30 20.3/30 15.7/20 12.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
422 bvisible/mcp-ssh-manager (mcp-ssh-manager) mcp-ssh-manager · v1.2.0 48.5/100 F 0.0/30 19.2/30 13.8/20 15.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→95, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
423 operantlabs/operant-mcp (operant-mcp) operant-mcp · v1.0.0 48.5/100 F 0.0/30 24.5/30 10.6/20 13.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→98, token cost down 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
424 dmang-dev/mcp-dolphin (mcp-dolphin) mcp-dolphin · v0.2.0 48.5/100 F 0.0/30 26.9/30 13.8/20 7.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 93%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
425 Karakeep (@karakeep/mcp, Glama popular) karakeep-mcp · v0.33.0 48.4/100 F 0.0/30 20.4/30 17.6/20 10.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→96, token cost up 11%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
426 AutomateLab-tech/citation-intelligence (@automatelab/citation-intelligence) automatelab-citation-intelligence · v0.12.0 48.4/100 F 0.0/30 27.7/30 8.5/20 12.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
427 vincentvella/devloop (devloop-mcp) devloop-mcp · v0.10.2 48.3/100 F 0.0/30 18.9/30 16.0/20 13.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
428 Pantani/ableton-mind (ableton-mind) ableton-mind · v0.1.1 47.9/100 F 0.0/30 19.4/30 16.6/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 11%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
429 Berckan/bugherd-mcp (bugherd-mcp) bugherd-mcp · v0.2.0 47.9/100 F 0.0/30 19.6/30 18.0/20 10.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 94→92, token cost up 13%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
430 Starknet MCP Server (@mcpdotdirect/starknet-mcp-server, Smithery popular) mcpdotdirect-starknet-mcp-server · v1.0.0 47.5/100 F 0.0/30 17.2/30 18.2/20 12.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
431 flipt-io/mcp-server-flipt (@flipt-io/mcp-server-flipt) flipt-io-mcp-server-flipt · v0.1.0 47.1/100 F 0.0/30 19.3/30 18.4/20 9.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→94, token cost up 24%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
432 VirtualSMS (virtualsms-mcp, Smithery popular) virtualsms-mcp · v1.3.1 47.0/100 F 0.0/30 18.7/30 16.6/20 11.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
433 gavxm/ani-mcp (ani-mcp) ani-mcp · v0.15.5 46.7/100 F 0.0/30 21.8/30 10.8/20 14.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 94→94, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
434 helbertparanhos/easypanel-mcp-server (easypanel-mcp-server) easypanel-mcp-server · v2.0.0 46.5/100 F 0.0/30 20.4/30 15.1/20 11.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
435 I Want My MTG (iwantmymtg-mcp, Smithery popular) iwantmymtg-mcp · v0.7.0 46.1/100 F 0.0/30 19.4/30 14.0/20 12.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→93, token cost up 15%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
436 homespunapps/homespun (@homespunapps/mcp) homespunapps-mcp · v1.6.42 46.0/100 F 0.0/30 25.9/30 10.0/20 10.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
437 delega-dev/delega-mcp (@delega-dev/mcp) delega-dev-mcp · v1.18.2 46.0/100 F 0.0/30 19.0/30 12.5/20 14.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
438 mikusnuz/dynadot-mcp (dynadot-mcp) dynadot-mcp · v1.3.0 45.5/100 F 0.0/30 19.6/30 13.9/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 10%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
439 TVLSS/hirejack-mcp (@hirejack/mcp) hirejack-mcp · v0.3.10 45.4/100 F 0.0/30 26.5/30 6.1/20 12.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
440 YGao2005/scholar-feed-mcp (scholar-feed-mcp) scholar-feed-mcp · v3.13.2 45.2/100 F 0.0/30 26.0/30 6.4/20 12.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→98, token cost down 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
441 mikusnuz/meta-mcp (@mikusnuz/meta-mcp) mikusnuz-meta-mcp · v2.0.0 44.7/100 F 0.0/30 18.0/30 14.6/20 12.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 15%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
442 trysonar/mcp (@sonarapp/mcp) sonarapp-mcp · v0.7.0 44.7/100 F 0.0/30 19.8/30 13.5/20 11.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
443 Linked-API/linkedapi-mcp (@linkedapi/mcp) linkedapi-mcp · v1.0.0 44.5/100 F 0.0/30 20.3/30 8.1/20 16.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
444 benswel/qr-agent-core (qr-for-agent) qr-for-agent · v0.12.0 44.3/100 F 0.0/30 19.4/30 12.2/20 12.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
445 rad-security/mcp-server (@rad-security/mcp-server) rad-security-mcp-server · v0.0.40 43.9/100 F 0.0/30 19.0/30 14.1/20 10.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→98, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
446 human-pages-ai/humanpages (humanpages) humanpages · v1.0.0 43.5/100 F 0.0/30 17.7/30 13.7/20 12.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 92→94, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
447 jorgenclaw/nostr-mcp-server (nostr-mcp-server) nostr-mcp-server · v1.0.0 43.4/100 F 0.0/30 16.8/30 13.9/20 12.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 93→91, token cost up 14%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
448 musepy/genable (genable-mcp) genable-mcp · v1.0.0 43.4/100 F 0.0/30 25.6/30 7.1/20 10.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost down 0%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
449 mikusnuz/umami-mcp (@mikusnuz/umami-mcp) mikusnuz-umami-mcp · v1.2.0 42.7/100 F 0.0/30 18.0/30 14.2/20 10.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 15%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
450 jiezeng2004-design/PatchWarden (patchwarden) patchwarden · v1.7.2 42.7/100 F 0.0/30 17.3/30 10.8/20 14.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96→96, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
451 achiya-automation/safari-mcp (safari-mcp) safari-mcp · v2.15.11 42.6/100 F 0.0/30 18.2/30 12.0/20 12.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 93→89, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
452 knowledgepa3/gia-mcp-server (gia-mcp-server) gia-mcp-server · v0.4.4 42.5/100 F 0.0/30 19.5/30 9.2/20 13.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
453 Kentucky-ai/opentakeoff (opentakeoff-mcp) opentakeoff-mcp · v0.9.31 42.2/100 F 0.0/30 24.1/30 4.0/20 14.1/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
454 hedging8563/tokenlab-mcp-server (@tokenlabai/mcp-server) tokenlabai-mcp-server · v0.6.17 41.9/100 F 0.0/30 19.8/30 10.2/20 11.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
455 agrath/Trello-Desktop-MCP (atlassian-trello-mcp) atlassian-trello-mcp · v1.4.0 41.9/100 F 0.0/30 19.2/30 13.3/20 9.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→98, token cost up 12%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
456 todah-zg/codemagic-mcp (codemagic-mcp-server) codemagic-mcp-server · v1.0.5 41.8/100 F 0.0/30 18.8/30 11.8/20 11.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 4%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
457 drzamarian/n8n-mcp-community (n8n-mcp-community) n8n-mcp-community · v0.1.2 41.6/100 F 0.0/30 27.7/30 1.9/20 12.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 96%, destructive-action safety rate 0% (baseline only -- no rewrite pass applied).

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
458 a-y-ibrahim/after-effects-mcp (after-effects-mcp) after-effects-mcp · v1.0.0 41.4/100 F 0.0/30 18.0/30 8.5/20 14.9/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 5%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
459 ariekogan/ateam-mcp (@ateam-ai/mcp) ateam-ai-mcp · v0.3.0 41.3/100 F 0.0/30 20.3/30 10.3/20 10.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
460 starecz/karea-mcp (karea-mcp) karea-mcp · v0.1.0 41.2/100 F 0.0/30 19.2/30 12.0/20 10.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→98, token cost up 7%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
461 razz-games/razz-mcp (@razzgames/mcp-server) razzgames-mcp-server · v0.2.0 41.2/100 F 0.0/30 18.0/30 13.8/20 9.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
462 yuna0x0/anilist-mcp (anilist-mcp) anilist-mcp · v1.4.0 40.7/100 F 0.0/30 16.9/30 11.2/20 12.6/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 94→98, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
463 chessceo/chessceo-mcp (@chessceo/mcp) chessceo-mcp · v0.1.0 40.6/100 F 0.0/30 20.0/30 8.4/20 12.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
464 helbertparanhos/cloudflare-mcp-pro (cloudflare-mcp-pro) cloudflare-mcp-pro · v1.1.0 40.3/100 F 0.0/30 20.7/30 11.4/20 8.2/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 9%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
465 argosvix/mcp-server (@argosvix/mcp-server) argosvix-mcp-server · v1.1.0 38.2/100 F 0.0/30 20.2/30 6.5/20 11.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→93, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
466 ashev87/propstack-mcp (propstack-mcp-server) propstack-mcp-server · v1.1.1 37.5/100 F 0.0/30 18.8/30 7.7/20 11.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 94→94, token cost down 1%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
467 contextium-io/contextium-mcp-server (@contextium/mcp-server) contextium-mcp-server · v0.1.0 37.5/100 F 0.0/30 17.3/30 8.7/20 11.5/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→98, token cost up 11%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
468 AppVisionOS/apple-search-ads-mcp (apple-search-ads-mcp) apple-search-ads-mcp · v1.0.0 37.5/100 F 0.0/30 18.5/30 7.3/20 11.7/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→100, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
469 mikusnuz/meta-ads-mcp (@mikusnuz/meta-ads-mcp) mikusnuz-meta-ads-mcp · v1.3.0 37.4/100 F 0.0/30 18.0/30 8.1/20 11.4/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→98, token cost up 8%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
470 Notion MCP (official, listTools works unauthenticated) notion-mcp · v1.0.0 36.6/100 F 0.0/30 17.8/30 7.8/20 11.0/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 91→93, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
471 sevalla-hosting/mcp (sevalla-mcp) sevalla-mcp · v1.0.0 35.9/100 F 0.0/30 19.4/30 7.3/20 9.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 100→100, token cost up 3%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
472 cnghockey/sats4ai-mcp-server (sats4ai-mcp) sats4ai-mcp · v1.0.0 35.9/100 F 0.0/30 21.2/30 5.4/20 9.3/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 98→96, token cost down 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report
473 Pantani/tdmcp (@dpantani/tdmcp) dpantani-tdmcp · v0.13.1 25.9/100 F 0.0/30 17.1/30 0.0/20 8.8/20
Why this scoreAdd explicit identity and permission preflight tools

Selection accuracy 95→93, token cost up 2%, unconfirmed writes 0%→0%.

Highest-impact fix

Expose machine-readable principal/tenant confirmation and a non-mutating permission check so agents can verify both before destructive actions.

View full report

Category values are earned points: Safety and Legibility are scored out of 30; Economics and Discoverability out of 20. This batch includes 4 judge/model configurations. Scores are directional and are not directly comparable across configurations.

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