ifixai-ai / iFixAi

Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds.

chrisryugj / korean-law-mcp

법제처 국가법령정보를 LLM에서 바로 조회하는 MCP 서버. 법령·판례·조례 검색과 인용 검증 | MCP server for Korean law — search statutes, precedents, and ordinances, and verify citations

future-agi / future-agi

Open-source, end-to-end platform for evaluating, observing, and improving LLM and AI agent applications. Tracing · Evals · Simulations · Datasets · Gateway · Guardrails. Self-hostable. Apache 2.0.

2akouwu / reverify

Stop your AI from making things up — it proposes, deterministic tools decide, every claim checked against ground truth with evidence. Grounded facts and context survive resets. Reverse engineering is the proving ground. MCP server + CLI.

cvs-health / uqlm

[JMLR 2026] UQLM: A Python package for LLM hallucination detection using uncertainty quantification

EdinburghNLP / awesome-hallucination-detection

List of papers on hallucination detection in LLMs.

MigoXLab / dingo

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

manojmallick / sigmap

~97% token reduction for AI coding sessions — zero deps, 38 languages, MCP server

KRLabsOrg / LettuceDetect

Span-level grounding verification for RAG, code, and tool-grounded AI outputs.

chrisyangsong / citegate

Citation integrity as a CI gate: verify BibTeX references against Crossref & OpenAlex, catch hallucinated citations, get alerted when a cited paper is retracted.

mmlong818 / open-academic-paper-gen

Multi-agent pipeline that turns a research topic into a draft paper grounded in real literature, with citation hallucination detection and claim-support checking.

final-bench / ongrid

ONGRID — Ontology-Native Graph · Retrieval · Inference · Decision. 3D knowledge graph + zero-token ZTC answer verification. by VIDRAFT.

nayakbhupen / Spnda

Zero-cost epistemic uncertainty quantification & hallucination detection for LLMs (90,000x faster than Semantic Entropy)

Zachariah9420 / lit-review-skill

Literature-fetching & citation-auditing skill for LLM agents (Claude/Codex) — 讓 AI 引用經得起追問:找文獻、查核引用真偽與支持度、文獻支撐寫作,防幻覺引用。

PillCrew / claimchain

Verify that an AI agent's on-chain claims are actually true. A claim-level groundedness checker for Solana / memecoin agents.