Don't make LLMs honest. Make every factual claim auditable. — An LLM Claim Auditing Layer with T1-T7 truth gradients. 98.1% business effectiveness on LiarBench v0.2.
lc198707/
anti-lie
lc198707/anti-lieHooks
89
jjmartres/
ai-coding-agents
jjmartres/ai-coding-agentsHarnesses
Single source of truth for AI coding agent configuration — skills, commands and rules shared across OpenCode and Pi.
45
2akouwu/
reverify
2akouwu/reverifyConnectors
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.
1.1k
sparklabx/
drawio-ai-kit
sparklabx/drawio-ai-kitSkills
Teach your AI to draw correct, beautiful draw.io diagrams — declarative layout engine, ground-truth stencils, structural validator, vision self-check. AWS · Azure · GCP · Databricks · BPMN. Zero dependencies.
640
Asklear/
Klear-Team-Brain
Asklear/Klear-Team-BrainConnectors
Turn your team's AI coding sessions, GitHub code, and docs into one shared, searchable memory — a self-hosted git truth store you query right from your editor over MCP.
84