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"A tool or assistant to explore and debug my codebase" matching MCP servers:

  • my-mcp-server

    kcbabo
    F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server built with FastMCP that enables dynamic tool loading and configuration from individual Python files. It provides a flexible framework for automatically discovering, testing, and running tools via Stdio or HTTP transport modes.
    1

  • Skill-to-MCP

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0

  • my-mcp

    kcbabo
    F
    license
    B
    quality
    D
    maintenance
    An MCP server framework featuring dynamic tool loading and a modular one-tool-per-file architecture for rapid development. It supports both Stdio and HTTP transport modes, offering automated test generation and centralized configuration management.
    11

  • NitroStack Calculator MCP

    Rookie-1207
    F
    license
    B
    quality
    C
    maintenance
    A minimal MCP server template for learning NitroStack, featuring a calculator module with tools, resources, and prompts for arithmetic operations.
    4
    46

  • 33GOD Pipeline MCP Hub

    delorenj
    A
    license
    A
    quality
    C
    maintenance
    A multi-domain MCP server that exposes a small, stable surface of three tools (list_domains, list_domain_tools, call_domain_tool) to gate access to various tool domains like Plane and BloodBank, preventing agent schema overload.
    3
    MIT

  • Scholar Relay

    adhithyan05
    A
    license
    A
    quality
    C
    maintenance
    An AI-powered research assistant that enables students to discover papers, generate summaries, and build bibliographies with cross-device session continuation using MCP and LangGraph.
    11
    MIT

  • EMS MCP Server

    mattsq
    A
    license
    A
    quality
    C
    maintenance
    Provides LLM access to the Event Monitoring System (EMS) API for comprehensive flight data analytics and monitoring. It enables users to query flight records, retrieve time-series analytics, and explore aircraft assets or database hierarchies.
    10
    MIT

  • SAP HANA MCP Server

    josecarlos3390
    A
    license
    A
    quality
    B
    maintenance
    MCP server enabling AI agents to explore SAP HANA schemas, execute SQL with guardrails, and access database metadata, monitoring, and business domain semantics.
    44
    378
    MIT

  • Sentinel Gateway

    jaisimha18
    A
    license
    B
    quality
    C
    maintenance
    MCP zero-trust gateway that sits in front of every internal MCP server, detects tool-poisoning/metadata drift in real time, and maintains a cryptographic provenance ledger of every agent tool call.
    20
    2
    ISC

  • mymcpservercli

    Charlesthebird
    F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server framework featuring dynamic tool loading and automatic tool discovery from a dedicated directory. It leverages FastMCP to provide a robust environment for building, configuring, and testing individual Python-based tools.
    1

  • Confluence MCP Server

    OkYongChoi
    F
    license
    B
    quality
    D
    maintenance
    Bridges Confluence Wiki with Large Language Models, allowing them to search, read, and explore content through automated HTML-to-Markdown conversion. It supports both local stdio and containerized HTTP/SSE transport modes for flexible deployment.
    3

  • MCP Action Firewall

    starskrime
    A
    license
    C
    quality
    C
    maintenance
    A transparent proxy that intercepts high-risk tool calls and requires OTP-based human approval before they can be executed. It acts as a configurable circuit breaker between AI agents and target MCP servers to prevent unauthorized or dangerous actions.
    14
    MIT

  • Pan Card Verification At

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Enables access to the Pan Card Verification API for validating Indian PAN card details. It provides a dedicated tool for performing PAN verification through a standardized MCP interface.
    1
    MIT

  • mcp-python-exec-sandbox

    lu-zhengda
    A
    license
    A
    quality
    D
    maintenance
    Sandboxed Python execution with automatic dependency management. Executes Python scripts in isolated environments (bubblewrap or Docker) with PEP 723 inline dependencies, preventing host pollution.
    3
    1
    MIT