Open-source Claude Code skills — 6 cognitive firewalls block AI hallucination, bias & sloppy reasoning. npx skills add

Stop hallucinations by verifying citations.

AI research-to-manuscript workflow for academic writing: literature search, source verification, research wiki, argument trees, outlines, drafts, reviews, citations, DOCX export, and thesis-destroyer workflow automation.

Verifiable Codex + Claude + Gemini collaboration framework with source checks, mutual cross-audit, merge gates, HTTP and MCP adapters.

Claim it. Prove it. Settle it on GenLayer with AI-powered 1v1 prediction challenges.

World Bank data assistant for investigative journalists — ask questions, get cited tables and methodological notes from real World Bank APIs, with built-in anti-hallucination guardrails

MCP server for source-grounded web research — search, fetch, extract, and verify that a claim is actually supported by its source.

Block AI-generated garbage sources from your research. Copy-paste fixes for Claude, ChatGPT, Perplexity. Community-maintained blocklist.

A research engine that contests its own findings: an independent verifier can refuse a claim the evidence doesn't support, and every source choice is logged. Open, reproducible, built as a Claude Code skill bundle.

AI-powered fake news detection system using advanced NLP, fact verification, and source reliability analysis. Built with Next.js 14, featuring real-time credibility assessment, comprehensive RESTful API, and professional dark/light mode interface for combating misinformation.

Clinician-built benchmark and live leaderboard for medical AI safety evaluation.

Public AI regulation tracker for laws, guidance, source verification, and evidence export readiness.

Domain-aware citation and grounding verification for AI agents. Scores whether cited sources (academic, news, government, educational, general) are real and credible. Zero-dependency TypeScript.

Target-agnostic OSINT investigation MCP server and plugin for evidence ledgers, archiving, verification, entity graphs, and source analysis.

Canonical source registry with Bradbury-backed review trails.

Corroborate.ai is a knowledge arbitration engine designed to solve the critical problem of LLM hallucinations and unauditable "black box" memory. Unlike traditional memory systems (like Mem0 or Zep) that rely on a single model call to decide what is "true," Corroborate.ai treats truth as a function of context.

Fact Verification MCP — verify claims with cross-referenced sources + MINT provenance. FoundryNet Data Network.

An Agent Skill that forces Claude to trace every factual claim back to a primary source before answering.

台灣在地化 Claude Code journalism skills：政資法、查核、OSINT、AI 味清理、編務、資料新聞與投稿 pitch。

Orchestrate multi-agent workflows using Codex, Claude, and Gemini with verified cross-audits, source tracking, and structured merge gates to ensure output integrity.