ifixai-ai / iFixAi

Python CLI and agent plugin that audits whether an AI agent does the job it is supposed to do, using adversarial and operational tests.

FANzR-arch / Numerologist_skills

🔮 An engineering framework to stop LLM hallucinations in Chinese astrology. / 给“赛博半仙”戴上紧箍咒：减少幻觉、固定排盘步骤的奇门遁甲与紫微斗数 AI skills。

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.

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

meizhong986 / WhisperJAV

ASR/STT subtitle generator. Uses Qwen3-ASR, local LLM, Whisper, TEN-VAD. Noise-robust for JAV

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.

LukasNiessen / terrashark

Terraform Skill for Claude Code and Codex. LLMs hallucinate a lot with Terraform - TerraShark fixes this. It eliminates hallucinations, is designed for modular and secure code and grounds your IaC in the official Hashicorp Terraform best practices.

APUS-AI-Lab / fast-browser-use

A fast browser-use skill powered by local LLMs via single-token reflexes. Fast, local-first, zero hallucinations.

onestardao / WFGY

WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Problem Map, Global Debug Card, WFGY 4.0, and the CFV Easter Egg.

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.

jxzhangjhu / Awesome-LLM-Uncertainty-Reliability-Robustness

Awesome-LLM-Robustness: a curated list of Uncertainty, Reliability and Robustness in Large Language Models

MigoXLab / dingo

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

ggozad / haiku.rag

Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server

HowieHwong / TrustLLM

[ICML 2024] TrustLLM: LLM trustworthiness evaluation across truthfulness, safety, fairness, robustness, privacy and ethics. Python/CLI toolkit for local models, compatible APIs and AI agent orchestration.

KRLabsOrg / LettuceDetect

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

matrixorigin / memoria

Secure memory management for AI Agents • Ensures data integrity • Reduces hallucinations • Maintains consistent long-term context

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.

Sega757 / Chronos-V3-the-Architecture-of-Conjunctive-Transparency-C-T-

Bicameral deterministic AI runtime: Zero-hallucination System 1/2 reasoning engine with cryptographic audit trails (RFC 8785, Ed25519) and PoSP consensus arbitration.

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.

vectara / hallucination-leaderboard

Leaderboard Comparing LLM Performance at Producing Hallucinations when Summarizing Short Documents

manojmallick / sigmap

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