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

  • agent-tool

    knewstimek
    A
    license
    A
    quality
    A
    maintenance
    Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities.
    53
    24
    MIT

  • whatsapp-mcp-assistant

    HamzaFayaz
    F
    license
    -
    quality
    B
    maintenance
    MCP server that exposes a real WhatsApp account to Cursor through safe, approval-gated tools and a local Go bridge, enabling chat management, contact search, and message send with explicit confirmation.

  • cnnfag

    wildsurfer
    A
    license
    -
    quality
    A
    maintenance
    CNN's Fear & Greed index for the US stock market: current score and rating, the seven component indicators, and about a year of daily history. Go standard library only, no API key required.
    2
    MIT

  • prismAId

    open-and-sustainable
    A
    license
    -
    quality
    A
    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    27
    AGPL 3.0

  • swag2mcp

    mmadfox
    A
    license
    A
    quality
    A
    maintenance
    Turn any OpenAPI/Swagger/Postman spec into an MCP server — give your LLM live access to any API.
    6
    19
    Apache 2.0

  • LogMCP

    kascada
    A
    license
    A
    quality
    A
    maintenance
    MCP server — read-only log access for AI assistants. Debug your Linux server with AI, without giving the AI shell access.
    7
    4
    MIT

  • mcp-audit

    P4ST4S
    A
    license
    A
    quality
    A
    maintenance
    Transparent Go proxy that intercepts, signs, rate-limits, redacts, and audits all MCP JSON-RPC tool calls without modifying client or server. Stores to JSONL or SQLite with HMAC-SHA256 signatures.
    14
    7
    Apache 2.0
  • Rebrandly MCP by rebrandly

    Rebrandly MCPofficial

    rebrandly
    A
    license
    -
    quality
    F
    maintenance
    This project implements a simple MCP server in Go that exposes a single tool (create_short_link) to generate short URLs using the Rebrandly API.
    MIT

  • mcp-trino

    txn2
    A
    license
    -
    quality
    A
    maintenance
    A Model Context Protocol server enabling AI assistants to query and explore data warehouses via Trino, with optional semantic context from metadata catalogs.
    2
    Apache 2.0

  • pindoc

    var-gg
    A
    license
    -
    quality
    B
    maintenance
    Code-pinned team memory for AI coding agents — typed artifacts (Decision/Analysis/Debug/Task), MCP-native workflow, self-host with Docker Compose.
    12
    Apache 2.0

  • Sense

    luuuc
    A
    license
    -
    quality
    A
    maintenance
    An MCP server for codebase context that gives AI coding agents structural understanding through symbol graph, semantic search, blast radius, and convention detection tools.
    30
    MIT

  • spotdb

    aliengiraffe
    A
    license
    -
    quality
    C
    maintenance
    Enables AI agents and workflows to safely explore and query data in ephemeral sandboxed databases via MCP, with guardrails and snapshot capabilities.
    21
    MIT
  • Altinity MCP by Altinity

    Altinity MCPofficial

    Altinity
    F
    license
    -
    quality
    A
    maintenance
    Production-ready MCP server designed to empower AI agents and LLMs to interact seamlessly with ClickHouse. It exposes your ClickHouse database as a set of standardized tools and resources that adhere to the MCP protocol, making it easy for agents built on OpenAI, Claude, or other platforms to query, explore, and analyse your data.
    37
  • io.github.neo4j-labs/neo4j-mcp-canary by neo4j-labs

    io.github.neo4j-labs/neo4j-mcpofficial

    neo4j-labs
    F
    license
    -
    quality
    C
    maintenance
    Neo4j MCP Canary is a fast-moving, experimental release of the Neo4j MCP server for customers who want to explore emerging capabilities before they are considered for the official server.
    2

  • swagger-mcp

    danishjsheikh
    A
    license
    -
    quality
    C
    maintenance
    swagger-mcp is a tool designed to scrape Swagger UI by extracting the swagger.json file and dynamically generating well-defined mcp tools at runtime. These tools can be utilized by the MCP client for further tool selection.
    82
    MIT