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OpenAgent Eval

On the record

Data handling
The project says it runs on the user's machine without dashboards or accounts and that data never leaves the laptop.openagenthq.github.io · read 8 Oct 2026
Embedders
Sentence Transformers is the listed built-in embedder, and custom embedders can be added through provider base classes.openagenthq.github.io · read 7 Oct 2026
Extensibility
A plugin architecture supports custom metrics, providers, and report generators.openagenthq.github.io · read 7 Oct 2026
Framework support
The framework describes itself as compatible with LangChain, LlamaIndex, and custom RAG pipelines.openagenthq.github.io · read 8 Oct 2026
Integrations
Documented LLM providers include OpenAI, Anthropic, Gemini, Groq, OpenRouter, Ollama, and a mock provider.openagenthq.github.io · read 8 Oct 2026
License
The project is licensed under Apache License 2.0.github.com · read 7 Oct 2026
LLM integrations
Documented LLM providers include OpenAI, Anthropic, Gemini, Groq, OpenRouter, Ollama, and a mock provider.openagenthq.github.io · read 7 Oct 2026
Local operation
The project says it runs on the user's machine without telemetry or required network calls.openagenthq.github.io · read 7 Oct 2026
Metrics
Built-in metrics cover retrieval, generation, latency, and token cost.openagenthq.github.io · read 8 Oct 2026
Notable dependency limit
Some retrievers and embedders require extra dependencies, with an `[all]` package extra offered for the full set.openagenthq.github.io · read 8 Oct 2026
Notable limitation
Some retrievers and embedders require extra dependencies, such as chromadb, sentence-transformers, faiss-cpu, or qdrant-client.openagenthq.github.io · read 7 Oct 2026
Offline use
Built-in mock providers can run a complete evaluation locally without network calls or credentials.github.com · read 8 Oct 2026
Purpose
OpenAgent Eval is an open-source, local-first framework for evaluating RAG systems and AI agents.openagenthq.github.io · read 8 Oct 2026
Reports
Reports can be output in terminal, Markdown, HTML, or JSON formats, with built-in failure analysis.openagenthq.github.io · read 8 Oct 2026
Requirements
The installation guide lists Python 3.11 or later as a requirement.openagenthq.github.io · read 8 Oct 2026
Retriever integrations
Documented retrievers include Chroma, Qdrant, Pinecone, Weaviate, FAISS, PGVector, Elasticsearch, BM25, Memory, HTTP, and Mock.openagenthq.github.io · read 7 Oct 2026
Retrievers
Documented retriever providers include Chroma, Qdrant, Pinecone, Weaviate, FAISS, PGVector, Elasticsearch, BM25, Memory, HTTP, and Mock.openagenthq.github.io · read 8 Oct 2026
Support
The project directs users to GitHub Issues for bugs and GitHub Discussions for questions and ideas.github.com · read 8 Oct 2026

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