brain-in-the-fish: Score any document. Prove every claim

by fabio-rovai · MCP Server · ★ 96

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

How to install brain-in-the-fish

git clone https://github.com/fabio-rovai/brain-in-the-fish.git

Taken from the project's README on GitHub.

Security audit verdict: SAFE · quality 60/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

aianti-hallucinationaudit-traildocument-evaluationevidence-verificationfact-checkinghallucination-detectionknowledge-graphllm-evaluationmcp-server

Quick Facts

Stars96
Forks16
LanguageRust
CategoryMCP Server
LicenseMIT
Quality Score60/100
Last Updated2026-08-11
Created2026-03-23
Platformsmcp, rust
Est. Tokens~25k

About brain-in-the-fish

Brain in the Fish Score any document. Prove every claim. What It Does Give it a document. Get back a score, a knowledge graph, and proof. Every claim the system makes about your document is backed by an exact quote from the text. If the quote doesn't exist in the document, the structural score drops and the gate flags it. Source quote verification built into the pipeline.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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