{"data":{"slug":"lc198707-anti-lie","name":"anti-lie","tagline":"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.","github_url":"https://github.com/lc198707/anti-lie","owner":"lc198707","repo":"anti-lie","owner_avatar_url":"https://avatars.githubusercontent.com/u/282125071?v=4","primary_language":"Python","stars":89,"forks":7,"topics":["agent-skills","ai-safety","anti-lie","audit","factuality","guardrails","hallucination","liarbench","llm","llm-evaluation","openclaw","truthfulness"],"archived":false,"github_pushed_at":"2026-05-10T14:23:28+00:00","maintenance_label":"Steady","url":"https://www.graphcanon.com/tools/lc198707-anti-lie","markdown_url":"https://www.graphcanon.com/tools/lc198707-anti-lie.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/lc198707-anti-lie","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=lc198707-anti-lie","description":"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.","homepage_url":"https://github.com/lc198707/anti-lie","license":"Other","open_issues":0,"watchers":4,"ai_summary":null,"readme_excerpt":"## Quick Start\n\nAnti-Lie is distributed as an OpenClaw outbound hook bundle that includes a Python verifier service, a Node.js shadow worker, and platform-specific service definitions for Linux (systemd) and macOS (launchd).\n\n```bash\ngit clone https://github.com/lc198707/anti-lie.git\ncd anti-lie/skill\nbash install.sh        # Linux\n\n---\n\n## License\n\nMIT License — see LICENSE.\n\nMIT is the project license. Anti-Lie is meant to be easy to inspect, fork, embed, and improve in agent runtimes, internal audit systems, and open-source toolchains. If your organization needs additional compliance documents, open an issue rather than hiding legal assumptions in README prose.","github_created_at":"2026-05-10T13:51:44+00:00","created_at":"2026-07-15T10:39:22.939181+00:00","updated_at":"2026-07-15T10:39:25.689943+00:00","categories":[{"slug":"ai-agents","name":"AI Agents","url":"https://www.graphcanon.com/categories/ai-agents","markdown_url":"https://www.graphcanon.com/categories/ai-agents.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/ai-agents"},{"slug":"inference-serving","name":"Inference & Serving","url":"https://www.graphcanon.com/categories/inference-serving","markdown_url":"https://www.graphcanon.com/categories/inference-serving.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/inference-serving"},{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"}],"tags":[{"slug":"agent-skills","name":"agent-skills"},{"slug":"ai-safety","name":"ai-safety"},{"slug":"anti-lie","name":"anti-lie"},{"slug":"audit","name":"audit"},{"slug":"factuality","name":"factuality"},{"slug":"guardrails","name":"guardrails"},{"slug":"hallucination","name":"hallucination"},{"slug":"liarbench","name":"liarbench"}],"trust":{"provenance":{"is_fork":false,"github_id":1234674650,"owner_type":"User","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-15T10:39:23.864Z","maintenance":{"label":"Steady","score":60,"methodology":"github_public_v1","releases_90d":1,"days_since_push":65,"last_release_at":"2026-05-10T14:23:28Z"},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-15T10:39:24.308Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-15T10:39:23.640Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-07-15T10:39:23.640Z"},"license_spdx":{"value":"Other","source":"github.license","observed_at":"2026-07-15T10:39:23.640Z"}}}}