"Robot Framework" matching MCP servers:

• devpulse-mcp

  tao-izm

  A

  license

  A

  quality

  C

  maintenance

  Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, git state, and provides a health diagnosis in one call.

  Last updated 2026-05-07

  3

  13

  1

  MIT

• MCP Troubleshooter

  devlimelabs

  A

  license

  C

  quality

  D

  maintenance

  A specialized diagnostic framework that enables AI models to self-diagnose and fix MCP-related issues by analyzing logs, validating configurations, testing connections, and implementing solutions.

  Last updated 2025-05-18

  9

  MIT

• Hybrid RAG MCP Server

  jiarongli517021911144

  A

  license

  -

  quality

  D

  maintenance

  A modular Retrieval-Augmented Generation (RAG) framework that provides hybrid search and knowledge retrieval capabilities via the Model Context Protocol. It enables users to integrate document-based knowledge into LLM workflows with support for dense/sparse retrieval, reranking, and observability.

  Last updated 2026-03-16

  MIT

• Glass Box Framework

  TheBarmaEffect

  A

  license

  -

  quality

  C

  maintenance

  Runtime constitutional verification for AI answers — claim extraction with reasoning chains, Epistemic Confidence Score (ECS), 7-angle Glassbox Court red team, constitution compilation, Trust Card assembly, and deterministic SHA-256 audit logs.

  Last updated 2026-05-25

  11

  Apache 2.0