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Aequitas
Open Source Explainability and Fairness
Updated Feb 15, 2026
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Compared with 13 other Explainability and Fairness agents Open source Self-hostable Updated Feb 2026
💰 Open Source
🔄 Updated Feb 2026
🖥️ Self-hostable
💰 Pricing
Open SourceCompletely free and open-source under the MIT license.
🎯 Use Cases
Auditing hiring algorithms for gender or racial bias Evaluating fairness in criminal justice risk-assessment tools Testing loan approval models for demographic disparities Validating healthcare prediction systems for equitable outcomes
⚖️ Pros & Cons
✅ Pros
- Comprehensive statistical analysis of multiple fairness metrics
- Clear visualizations for interpreting bias patterns
- Integration with common machine learning workflows
❌ Cons
- Requires technical expertise to implement and interpret results
- Primarily focuses on statistical fairness (may not capture all ethical dimensions)
- Limited to predefined demographic groups in the input data
Overview
Aequitas is an open-source bias audit toolkit designed to evaluate machine learning models for discrimination and fairness. It provides statistical metrics and visualizations to assess disparities in model outcomes across demographic groups. The tool helps users identify and mitigate bias in predictive risk-assessment systems.
Problem It Solves
It detects and quantifies bias in machine learning models, enabling developers and policymakers to address unfair disparities in algorithmic decision-making.
Target Audience: Developers and teams working with explainability and fairness automation.
Inputs
- • User configuration
- • API credentials (if required)
- • Task parameters
Outputs
- • Automated task results
- • Status reports
- • Generated content or actions
Example Workflow
- 1 User configures the agent with required parameters
- 2 Agent receives input data or trigger
- 3 Agent processes the request using its core logic
- 4 Agent interacts with external services if needed
- 5 Results are returned to the user
Sample System Prompt
You are Aequitas, an AI assistant. Help the user accomplish their task efficiently.
Tools & Technologies
LLM APIs Python
Alternatives
- • AutoGPT
- • LangChain Agents
- • CrewAI
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FAQs
- Is this agent open-source?
- Yes
- Can this agent be self-hosted?
- Yes
- What skill level is required?
- Intermediate
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Aequitas