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tunedforai/x402-mcp (@tunedforai/x402-mcp)

tunedforai-x402-mcp · v1.0.0 · scanned

What changed in the harness

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

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

30.0 / 30

30.0 out of 30
02Legibility

25.8 / 30

25.8 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

19.6 / 20

19.6 out of 20

Highest-impact fix

Estimated gain +1 point

Rewrite 6 underspecified tool descriptions

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

Description evidence

Defects and rewrites.

6 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
marketLight
no_return_description
Returns any-token CoinGecko-backed market data via /data/light for the requested symbol, including price, momentum, rank, liquidity, exchange context, and risk flags. Defaults to brief=off for low latency; set brief=full for a Kimi brief. Supports listed CoinGecko symbols beyond the fixed Pillar token list, e.g. WCT.
marketAnalyze
no_return_description
Analyzes a token's market state and returns the macro regime, directional signal, and confidence for that token.
marketOrderflow
no_return_description
Returns cross-exchange orderflow data for a token, including CVD, whale activity, liquidations, and a per-exchange breakdown.
marketFull
name_restates_behavior no_return_description
Returns a comprehensive bundle of market data for a token, combining the market snapshot, orderflow data, and an LLM-generated verdict on the token's outlook.
addressRisk
name_restates_behavior no_return_description
Evaluates the provided Ethereum or Solana wallet address and returns a risk score indicating the assessed level of wallet risk.
apiInfo
no_return_description
Returns x402 API pricing, a quick start guide, and migration details for the pay-per-call REST endpoint.

Selection evidence

Confusable tool pairs.

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

Tool A Tool B Confidence Why they collide
marketAnalyze marketFull medium A task like 'give me a full analysis / verdict on BTC' matches both: marketAnalyze offers directional signal plus confidence, while marketFull bundles orderflow and an LLM-generated verdict, so an agent could select either.
marketLight marketAnalyze medium Requests phrased as 'quick/light analysis of a token' are ambiguous: marketLight returns momentum, rank, risk flags (and optionally a Kimi brief) while marketAnalyze returns macro regime and signal; both read as generic market analysis.
marketLight marketFull medium 'Get full market coverage' is ambiguous since marketLight emphasizes any-token CoinGecko coverage (incl. non-Pillar symbols like WCT) while marketFull is the complete bundle; the coverage-vs-bundle wording can misdirect.
marketLight marketSnapshot medium Both are fast current-state data fetchers returning price/state; a task like 'grab a quick snapshot / light market state for BTC' does not cleanly distinguish CoinGecko coverage from the 16-field MCP snapshot.
marketOrderflow marketFull medium 'Full orderflow' tasks are genuinely ambiguous because marketFull explicitly bundles orderflow (plus snapshot and verdict), so a request for complete orderflow info can land on either tool.
marketSnapshot marketFull high The literal phrase 'full snapshot' maps directly to both: marketSnapshot is the snapshot tool (though a 16-field subset) while marketFull's description is 'snapshot, orderflow, LLM verdict'; an agent asked for the full market snapshot is very likely to pick the wrong one.

Compare the field

One score is useful.
The evidence makes it actionable.

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