Q
Quantus
Open Source Explainability and Fairness
Updated Feb 15, 2026
★ ·
Compared with 13 other Explainability and Fairness agents Open source Self-hostable Updated Feb 2026
💰 Open Source
🔄 Updated Feb 2026
🖥️ Self-hostable
💰 Pricing
Open SourcePricing not publicly listed.
🎯 Use Cases
Comparing different XAI methods for a neural network Validating the robustness of model explanations Benchmarking new explanation techniques against existing approaches Assessing fairness through explainability metrics Reproducible evaluation of interpretability in research papers
⚖️ Pros & Cons
✅ Pros
- Comprehensive set of quantitative evaluation metrics
- Open-source and customizable for research needs
- Supports multiple explanation methods and frameworks
❌ Cons
- Requires technical expertise to implement and interpret results
- Primarily focused on quantitative metrics rather than qualitative assessment
- May have a learning curve for those new to explainability evaluation
Overview
Quantus is an open-source toolkit designed to evaluate and benchmark explanation methods for neural networks, focusing on quantitative assessment of explainability techniques. It provides standardized metrics and tests to analyze the reliability and robustness of model explanations.
Problem It Solves
It solves the lack of standardized, quantitative evaluation for explainability methods in machine learning, helping researchers and practitioners compare and validate interpretation techniques.
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 Quantus, an AI assistant. Help the user accomplish their task efficiently.
Tools & Technologies
LLM APIs Python
Alternatives
- • AutoGPT
- • LangChain Agents
- • CrewAI
🔗Related AI Agents
FAQs
- Is this agent open-source?
- Yes
- Can this agent be self-hosted?
- Yes
- What skill level is required?
- Intermediate
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