A tool for inspecting and debugging Model Context Protocol (MCP) servers MCP servers

"A tool for inspecting and debugging Model Context Protocol (MCP) servers" matching MCP servers:

• Model Context Protocol Server

  arkeodev

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  security

  A

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  quality

  Provides a standardized protocol for tool invocation, enabling an AI system to search the web, retrieve information, and provide relevant answers through integration with LangChain, RAG, and Ollama.

  Last updated 9 months ago

  2

  MIT

• Model Context Protocol Demo

  digital-duck

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  security

  A

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  quality

  A demonstration server for the Model Context Protocol (MCP) that exposes calculator and Yahoo Finance tools, allowing LLMs to interpret natural language requests and make tool calls via the MCP standard.

  Last updated 8 months ago

  1

  Apache 2.0

• JSON Mapping & Context MCP

  Bablu-singh

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  security

  F

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  Enables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.

  Last updated 2 months ago

• MCP - Model Context Protocol

  eversonpereira

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  security

  F

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  quality

  A conversational application server that integrates LLM capabilities via Ollama with vector memory context, supporting multiple users, sessions, automatic history summarization, and a plugin system for executing real actions.

  Last updated 9 months ago

• Error Debugging MCP Server

  firozanam

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  security

  A

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  Provides intelligent error detection and debugging capabilities across multiple programming languages with real-time monitoring of build, lint, runtime, console, and test errors. Offers AI-enhanced error analysis with automated resolution suggestions and context-aware debugging.

  Last updated 7 months ago

  MIT

• Model Context Protocol Server

  Shekharmaheswari85

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  security

  F

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  quality

  A middleware server that intelligently routes AI model queries to appropriate data sources, providing contextual information to enhance AI responses.

  Last updated 8 months ago