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fabio-rovaifabio-rovaiCommunity·1 Agent Skills Included

brain-in-the-fish

Evidence-verified document scoring with claim-level audit trails

Evaluates essays, tenders, policies, and clinical reports against any criteria and proves every score with source quotes. Decomposes documents into knowledge graphs, mines facts with SPARQL rules, and flags scores that lack supporting evidence. Catches fabricated citations, empty claims, and inflated grades that raw scoring misses, with a full audit trail for every verdict.
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npx skills add fabio-rovai/brain-in-the-fish --all -g -y
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Explains the evaluation pipeline, module roles, and MCP tools so the agent knows how to ingest documents, score them, and issue evidence-based verdicts.

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fabio-rovaifabio-rovai

brain-in-the-fish

Decomposes documents into evidence-based verdicts using ontology-scored cognitive AI agents.

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Frequently Asked Questions

FAQPage Schema
How to install Brain in the Fish?▼

Run `npx skills add fabio-rovai/brain-in-the-fish --all -g -y` in your terminal to install the skill globally.

How to verify a document score is fair?▼

Brain in the Fish decomposes the document into a knowledge graph where every claim links to an exact source quote, then confirms, flags, or rejects the score based on the evidence.

Can it detect fabricated evidence in tenders?▼

Yes. It checks each claim for verifiability and can run web verification, catching fake references, invented citations, and fictional staff that raw scoring would reward.

What document types does it support?▼

It handles essays, policy documents, tenders, contracts, clinical reports, and surveys, automatically selecting a matching evaluation framework for each type.

Does Brain in the Fish work with Claude Code?▼

Yes. It runs as an MCP server exposing eval_* tools, so Claude Code and other MCP-compatible agents can drive the full evaluation workflow.

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