hallucination-detection 开源项目推荐（1,256 个）

ifixai-ai /iFixAi

AI 智能体的独立审计。可由人类或智能体自身运行，以回答 AI 智能体经济中最关键的问题：智能体是否在做它应该做的事？使用 iFixAi，你可以在不到 120 秒内得到答案。

chrisryugj /korean-law-mcp

直接从 LLM 查询法制处国家法令信息的 MCP 服务器。法令、判例、条例检索和引用验证|韩国法律的 MCP 服务器 - 搜索法规、先例和法令 ， 并验证引文

uptrain-ai /uptrain

UpTrain是一个开源统一平台，用于评估和改进生成性人工智能应用程序。我们为20多个预配置检查（涵盖语言、代码、嵌入用例）提供评分，对失败案例执行根本原因分析并提供有关如何解决它们的见解。

future-agi /future-agi

用于评估、观察和改进LLM和AI代理应用程序的开源端到端平台。追踪· Evals ·模拟·数据集·门户·护栏。可自托管。阿帕奇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

UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection

MigoXLab /dingo

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

manojmallick /sigmap

AI编码会话令牌减少97%——零deps，31种语言，MCP服务器

KRLabsOrg /LettuceDetect

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

juyterman1000 /entroly

在AI编码上，将你的Claude / OpenAI / Gemini账单砍70%到95%。本地代理，压缩上下文，保持提供者缓存热，并验证LLM输出（免费幻觉保护）。Cursor、Claude Code、Codex、Aider + 34 个额外和自定义服务商的直接访问 — 30 秒，代码不变

NishilBalar /Awesome-LVLM-Hallucination

up-to-date curated list of state-of-the-art Large vision language models hallucinations research work, papers & resources

IAAR-Shanghai /UHGEval

[ACL 2024]用户友好的评估框架：Eval套件及基准测试：UHGEval、HaluEval、HalluQA等。

voidism /Lookback-Lens

Code for the EMNLP 2024 paper "Detecting and Mitigating Contextual Hallucinations in Large Language Models Using Only Attention Maps"

sinewaveai /agent-security-scanner-mcp

Security scanner MCP server for AI coding agents. Prompt injection firewall, package hallucination detection (4.3M+ packages), 1000+ vulnerability rules with AST & taint analysis, auto-fix.

georgeguimaraes /tribunal

LLM evaluation framework for Elixir: evaluate and test LLM outputs, detect hallucinations, measure response quality

nicklashansen /mmbench2

Official code repository for the paper "Hallucination in World Models is Predictable and Preventable".

Alsace08 /Chain-of-Embedding

[ICLR 2025] Code and Data Repo for Paper "Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation"

doofzoff /SIMURG

Zero-leak online detection of LLM decoding corruption and Free Web Search for your AI agents! Catch repetition loops, language drift and garbage mid-stream, before the user sees a bad token. Works with any OpenAI-compatible API.

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.

fabio-rovai /brain-in-the-fish

Score any document. Prove every claim.