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thoughtproof/thoughtproof-mcp (thoughtproof-mcp)

thoughtproof-mcp · v0.2.1 · scanned

What changed in the harness

Selection accuracy 100→100, token cost up 10%, 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

29.5 / 30

29.5 out of 30
03Economics

20.0 / 20

20.0 out of 20
04Discoverability

19.7 / 20

19.7 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
verify_claim
no_return_description
Submit a claim, statement, decision, or AI-generated reasoning for adversarial verification by multiple AI models. The stakeLevel risk level, domain context, and speed setting control verification depth and cost, with higher stakes and slower speeds using more models. Returns the verification result, including whether the claim held up under adversarial review.
check_agent_score
no_return_description
Look up the current score for the given agent, optionally restricted to a specific domain with the domain filter. Returns the agent's score value.

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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