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Public assessment

junipr-labs/mcp-server (junipr-mcp)

junipr-mcp · v1.1.0 · scanned

What changed in the harness

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

Category breakdown

Where the score comes from.

Earned points across the four signals Gradable measures. Safety and Legibility are scored out of 30; Economics and Discoverability are scored out of 20.

01Safety

0.0 / 30

0.0 out of 30
02Legibility

29.0 / 30

29.0 out of 30
03Economics

19.9 / 20

19.9 out of 20
04Discoverability

18.8 / 20

18.8 out of 20

Highest-impact fix

Estimated gain +30 points

Add explicit identity and permission preflight tools

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

Description evidence

Defects and rewrites.

2 defects found across the exposed tool descriptions. Suggested rewrites make purpose, inputs, boundaries, and returns easier for an agent to understand.

Tool Defect types Suggested rewrite
metadata
no_return_description
Extract metadata from any webpage and return it as a JSON object containing the page's title, description, Open Graph tags, Twitter Cards, JSON-LD structured data, favicon, canonical URL, and more.
run_tool
no_return_description
Run any Junipr API tool by its slug and return that tool's result, typically a JSON object (or base64-encoded data for document/image tools). Pass any parameters the tool accepts as a JSON object in the "input" field. 75+ tools are available across validation, conversion, analysis, scraping, and data extraction categories; full docs: https://junipr.io

Selection evidence

Confusable tool pairs.

0 pairs where similar names or overlapping descriptions may send an agent toward the wrong tool.

Tool A Tool B Confidence Why they collide
No confusable tool pairs were flagged in this assessment.

Compare the field

One score is useful.
The evidence makes it actionable.

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