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.

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

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

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.

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

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.

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.

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

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

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.

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

Structural framing analysis as an MCP server with deterministic detection. The caller's agent runs the judge, so Frame Check bears zero LLM cost per query.

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。