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"A tool or method for searching a codebase and providing relevant context" matching MCP servers:

  • just-a-mysql-mcp

    xingyuli
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    quality
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    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    MIT

  • codebase-bridge-mcp

    EDMMY
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server that lets a Claude chat explore your local repository and answer questions about it, returning synthesized answers with file:line references.
    3
    1
    MIT

  • codebase-memory-mcp

    DeusData
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    quality
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    maintenance
    High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 159 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
    15
    40,154
    MIT

  • MCP Server with Tool,

    Pkaran26
    F
    license
    B
    quality
    C
    maintenance
    Enables LLMs to read and write local user data, generate fake users via sampling, and interact with structured prompts and resources.
    2

  • Context Mode

    mksglu
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    quality
    A
    maintenance
    An MCP server that preserves LLM context by intercepting large data outputs and returning only concise summaries or relevant sections. It enables efficient sandboxed code execution, file processing, and documentation indexing across multiple programming languages and authenticated CLIs.
    11
    19,534
    20,092
    Elastic 2.0

  • youtube-context-mcp

    realiti4
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    A
    quality
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    maintenance
    A small MCP server that gives agents rich context about a YouTube video — its transcript, jump-to-the-moment deep links, metadata, and most-replayed moments — so they can answer questions, summarize, pull quotes, or surface highlights.
    7
    2
    MIT

  • mem-context

    turbyho
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    quality
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    maintenance
    Multi-modal RAG engine for AI assistants. Stores conversation history, conclusions, diffs, error traces, and other development artifacts in LanceDB with vector search, multi-factor scoring, and an LLM-driven consolidation pipeline.
    10
    MIT

  • mcp-tool-server

    Kartik281204
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    license
    A
    quality
    B
    maintenance
    An MCP server that provides utility tools for text analysis, URL metadata fetching, and temperature conversion.
    3
    MIT

  • Context Mode

    Everflow-Utilities
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    license
    A
    quality
    B
    maintenance
    Context Mode is an MCP server that reduces context window waste by sandboxing data-heavy tools, tracking session state in SQLite, and promoting code-based analysis over raw data reads, achieving up to 98% context savings.
    11
    19,534
    Elastic 2.0

  • eph-context

    matias-denatale
    F
    license
    A
    quality
    C
    maintenance
    Provides official INDEC register designs and methodological rules to AI models, enabling accurate EPH data analysis code (R/Python) without hallucinations.
    6
    1
  • Open and Async MCP Server by open-and-async

    Open and Async MCP Serverofficial

    open-and-async
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    license
    A
    quality
    A
    maintenance
    Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage sync vs async tasks. It also offers reference tools for the Open and Async book's principles and coaching prompts.
    11
    122
    45
    Inno Setup

  • pdf-context

    mematcha
    A
    license
    A
    quality
    B
    maintenance
    A local-first MCP server that ingests PDFs, extracts structure, and provides semantic search and sequential navigation tools for AI clients to query and learn from documents.
    10
    MIT

  • graph-tool-call

    SonAIengine
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    license
    A
    quality
    A
    maintenance
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    6
    16
    MIT

  • MCP for Flarum

    linkrobins
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    license
    A
    quality
    A
    maintenance
    Provides MCP-compatible AI clients with full access to a Flarum forum's API, enabling reading, searching, creating discussions, replying, moderation, and management of users, tags, and groups.
    15
    2
    MIT

  • mcp-intelligence-context

    LeoChimal09
    F
    license
    A
    quality
    C
    maintenance
    Provides codebase indexing and retrieval tools that give AI agents token-efficient, query-relevant context packages (symbols, imports, and dependencies) instead of scanning entire repositories.
    6