anti-lie

Enrichment pending

lc198707/anti-lie

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 Website

GraphCanon updated today · GitHub synced today

89 stars7 forksLast push 2mo Python Other

anti-lie alternatives Trust report

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Maintenance and security

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Maintenance: Steady (65d since push); As of today
Provenance: Not a fork · Personal account; As of today
Security (OSV): No lockfile; As of today

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install anti-lie

PyPI

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Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

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.

Capability facts

Languages: python
Source: github.language · Jul 15, 2026

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Node.js runtimeNode.js

Source: README excerpt (regex_v1, Jul 15, 2026)

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) an

Source link

Python runtimePython

Source: README excerpt (regex_v1, Jul 15, 2026)

Anti-Lie is distributed as an OpenClaw outbound hook bundle that includes a Python verifier service, a Node.js shadow worker, and platform-specific service definit

Source link

README

Quick Start

Anti-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).

git clone https://github.com/lc198707/anti-lie.git
cd anti-lie/skill
bash install.sh        # Linux

---

## License

MIT License — see LICENSE.

MIT 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.

For agents

This page has a .md twin and JSON over the API.

/tools/lc198707-anti-lie.md GET /api/graphcanon/tools/lc198707-anti-lie GET /api/graphcanon/graph?tool=lc198707-anti-lie