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"Best tools or methods for understanding a codebase" matching MCP servers:

  • MCP Files

    OrionPotter
    A
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    quality
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    maintenance
    Enables agents to quickly find and edit code in a codebase with surgical precision. Find symbols, edit them everywhere with tools for reading code blocks, searching/replacing text, and making precise line-based modifications.
    Last updated
    3
    11

  • japan-seasons-mcp

    haomingkoo
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    A
    quality
    A
    maintenance
    Live Japan seasonal travel data from Japan Meteorological Corporation. 12 tools covering cherry blossom (sakura) forecasts, autumn leaves (koyo), fruit picking, flowers, festivals, and 3-day weather. 1,700+ GPS-tagged spots updated daily at 9AM JST. Works via npx or hosted HTTP endpoint — no auth required.
    Last updated
    17
    123
    1
    MIT

  • PTY MCP Server

    almahdi
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    license
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    quality
    D
    maintenance
    A TypeScript-based server that enables programmatic management of pseudo-terminal sessions. It allows users to spawn, control, and interact with terminal processes in real-time through the Model Context Protocol.
    Last updated
    5
    5
    AGPL 3.0

  • md24de-mcp

    volsch
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    license
    A
    quality
    A
    maintenance
    Unofficial MCP server for the messdienst24.de utility portal, providing tools to retrieve heating and hot-water consumption data, download PDF reports, and compare usage trends.
    Last updated
    3
    MIT

  • litescope

    croc100
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    license
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    quality
    A
    maintenance
    Operations toolchain for SQLite, Cloudflare D1, and Turso. Every command is available as both a CLI and an MCP tool: inspect, diff, migrate, monitor, back up, and repair databases. 22 stdio tools, read-only by default.
    Last updated
    14
    1
    AGPL 3.0

  • Nanostores MCP

    Valyay
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    license
    A
    quality
    D
    maintenance
    The MCP server for Nanostores that scans your codebase with AST analysis to find stores, subscribers, and dependency chains, and can ingest live events to spot noisy, error-prone, or unused stores.
    Last updated
    12
    46
    1
    MIT

  • mcp-whatsapp

    Sealjay
    A
    license
    A
    quality
    B
    maintenance
    Single-binary Go MCP server that wraps whatsmeow to expose a personal WhatsApp account as 41 MCP tools (messaging, groups, polls, media, privacy).
    Last updated
    41
    4
    MIT

  • mistral-mcp

    Swih
    A
    license
    A
    quality
    B
    maintenance
    mistral-mcp is a TypeScript MCP server (spec 2025-11-25) that exposes the full Mistral AI API surface: 22 tools: chat, OCR, audio (Voxtral), vision, agents, embeddings, moderation, classification, files, batch, sampling, FIM (Codestral), streaming 2 resources: mistral://models, mistral://voices 6 curated prompts (French + English) with MCP argument completion Dual transport: stdio (default) + Str
    Last updated
    8
    102
    12
    MIT

  • mcp-server-peecai

    thein-art
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    license
    A
    quality
    B
    maintenance
    Track how your brand appears in AI-generated answers across ChatGPT, Perplexity, and other AI models. Analyze visibility, sentiment, citations, and domain rankings with 31 tools — including analytics reports, chat inspection, query analysis, and full CRUD for brands, prompts, tags, and topics.
    Last updated
    17
    82
    2
    MIT