{"repo":"fabio-rovai/brain-in-the-fish","free":true,"listed":false,"github":"https://github.com/fabio-rovai/brain-in-the-fish","clone":"git clone https://github.com/fabio-rovai/brain-in-the-fish.git","description":"Score any document. Prove every claim.","language":"Rust","stars":83,"topics":["ai","anti-hallucination","document-evaluation","knowledge-graph","mcp-server","multi-agent","ontology","owl","rdf","rust"],"license":"MIT","category":"mcp-servers","readme_excerpt":"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. Each node's quote is checked against the original document. Unverified quotes penalise the structural score — the system catches its own sloppy decomposition. --- Who It's For Domain What BITF catches ------ ----------------- Tender evaluation Claims without case studies, missing KPIs, unsupported methodology Essay grading Fluent writing with no argument, fabricated citations, circular reasoning Policy review Buzzword boilerplate vs evidence-backed proposals Clinical reports Missing guideline references, vague assessments without measurements If you need to prove a score is fair, BITF gives you the audit trail. --- One Example Input — an essay that sounds impressive but says nothing: \"In the grand tapestry of contemporary discourse, one finds oneself inexorably drawn to the contemplation of matters that, by their very nature, resist facile categorisation...\" Raw LLM scores it 6.9/12 — \"demonstrates sophisticated vocabulary.\" BITF decomposes it into an ontology, finds 4 bare claims and 0 evidence, and rejects: The LLM was fooled by fluency. The ontology proved there was nothing there. Run brain-in-the-fis","default_branch":null,"files":null,"tree":[],"storefront":"/r/fabio-rovai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/fabio-rovai/brain-in-the-fish/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}