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MCP server · RAG

Ponder

· github.com/alexandremourin/ponder

Agentic RAG that grades its own retrieval, rewrites weak queries, cites sources, and self-critiques its answer — with a live reasoning timeline. LangGraph + local BGE embeddings + Chroma + Claude.

Unclaimed agentic-ragchromadbclaudelanggraphllm-agentsmcpragretrieval-augmented-generationself-ragstreamlit
InstallView source
34Low

Scored a month ago · breakdown

About Ponder

Ponder is an MCP server in the RAG category: agentic RAG that grades its own retrieval, rewrites weak queries, cites sources, and self-critiques its answer — with a live reasoning timeline. LangGraph + local BGE embeddings + Chroma + Claude.

Install

From source
git clone https://github.com/alexandremourin/ponder

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Questions

About Ponder

How do I install Ponder?

No package has been published for this server, so install it from source: clone the repository and follow its README.

Is Ponder safe to use with an AI agent?

Its trust score is 34 out of 100 (low). Conduid hasn't run static security checks on this repository yet, so review the source yourself before granting it credentials. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Ponder still maintained?

Conduid hasn't recorded a commit date for this repository yet. Check the repository directly for recent activity.