GraphCanon updated Sep 20, 2026 · GitHub synced Sep 20, 2026
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Decision brief
LangFair is a Python library designed for assessing bias and fairness in large language model (LLM) use cases using user-specific prompts.
Good fit when
- - You need to conduct bias and fairness assessments specific to the application domain of your LLM.
- - Your project requires evaluation through output-based metrics suitable for governance audits.
Avoid when
- - If you require access to internal model states for your evaluations, as LangFair focuses on output-based metrics instead.
- - You are looking for a static benchmark assessment that does not consider use-case-specific prompts, preferring generalized metrics over tailored evaluations.
Observed Jul 12, 2026 · Source: enrich:decision_facts
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Maintenance and security
Full trust report- Maintenance
- Active (12d since push)
- As of Sep 8, 2026
- Provenance
- Not a fork · Organization account
- As of Sep 8, 2026
- Security (OSV)
- No lockfile
- As of Jul 11, 2026
Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.
Install
pip install langfair PyPISimilar tools
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Evidence and technical details
Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.
Overview
A comprehensive Python library designed to conduct bias and fairness assessments of large language model (LLM) use cases.
Capability facts
- Languages
- python
Source: github.language+pyproject.toml · Sep 8, 2026
Categories
Compatibility
Sourced claims from the README excerpt - not unsourced marketing copy.
Source: README excerpt (regex_v1, Sep 8, 2026)
nses, we can use LangFair's `ResponseGenerator` class. First, we must create a `langchain` LLM object. Below we use `ChatVertexAI`, but **any of [LangChain’s LLM classesSource link
Source: README excerpt (regex_v1, Sep 8, 2026)
LangFair is a comprehensive Python library designed for conducting bias and fairness assessments of large languageSource link
Tags
README
<p align="center" <img src="https://raw.githubusercontent.com/cvs health/langfair/main/assets/images/langfair logo.png" / </p LangFair: Use Case Level LLM Bias and Fairness Assessments LangFair is a comprehensive Python library designed for conducting bias and fairness assessment...
For agents
This page has a .md twin and JSON over the API.