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reverify

MCP

MCP server and CLI that grounds AI claims against deterministic tools, targeting reverse engineering and binary analysis workflows.

by 2akouwu·2akouwu/reverify·Python·v0.11.0
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git clone https://github.com/2akouwu/reverify
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About

Stop your AI from making things up. It proposes; deterministic tools check every claim against ground truth, and only what's verified counts.

AI is confident and often wrong: it invents an API, a struct field, an offset, or what a function does, and says it like fact. Reverify makes a deterministic tool the judge — the model proposes a claim, the tool checks it against the actual artifact, and it comes back VERIFIED / REFUTED with evidence. The model never gets to assert a fact on its own.

Keeps your AI honest — every structural or behavioral claim is checked against ground truth, not trusted, and only what survives becomes a fact (`reverify verify`, or the MCP server your agent already talks to). Keeps your AI's context from rotting — instead of a lossy auto-summary, `reverify rollover` hands the session off to a file and starts a fresh one, so long tasks don't drift or need `/clear`. Works in Claude Code, Codex, Gemini CLI and OpenCode.

The hardest place to prove the first point is binary reverse engineering, where hallucination is worst — so that's where the numbers come from. On 71 real Windows system files the AI's textbook answer was wrong 97% of the time; reverify caught every one and never accepted a wrong claim (0 of 71; the same gate runs in CI on Linux and macOS every push, and an independent aarch64 run found the same) (EXAMPLE.md, BENCHMARK.md; `python benchmarks/prologue_prior.py`).

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securitysafety#anti-hallucination#verification#reverse-engineering#binary-analysis#grounding#ctf#malware-analysis#mcp#ai#ai-agents#ai-coding#context-engineering#developer-tools#disassembler#hallucination#hallucination-detection#llm#python#security-tools