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"A server for automatically scanning and loading database table structures into AI agent context" matching MCP servers:

  • table-context-mcp

    windboyk0
    F
    license
    -
    quality
    C
    maintenance
    Converts Excel table definitions to structured JSON and exposes them to LLMs via MCP tools like list_tables and get_table_schema, enabling accurate SQL generation and data modeling assistance.
    Last updated

  • MCP Database Server

    manpreet2000
    A
    license
    D
    quality
    D
    maintenance
    A Model Context Protocol server that enables LLMs to interact with databases (currently MongoDB) through natural language, supporting operations like querying, inserting, deleting documents, and running aggregation pipelines.
    Last updated
    5
    11
    MIT

  • Database MCP Server

    ZeaoZhang
    A
    license
    -
    quality
    D
    maintenance
    Provides universal database operations for AI assistants through MCP, supporting 40+ databases including PostgreSQL, MySQL, MongoDB, Redis, and SQLite with built-in introspection tools for schema exploration.
    Last updated
    40
    MIT

  • AI Agent History RAG MCP

    no13productions
    A
    license
    A
    quality
    A
    maintenance
    Provides persistent, searchable memory across AI coding agent and chat history (Claude Code, Codex, Gemini CLI, ChatGPT, and more) via retrieval-augmented generation, enabling semantic and hybrid search to retain context across sessions.
    Last updated
    5
    5
    MIT

  • Jinni: Bring Your Project Into

    smat-dev
    A
    license
    A
    quality
    D
    maintenance
    Jinni is a tool to efficiently provide Large Language Models the context of your projects. It gives a consolidated view of relevant project files complete with metadata, overcoming the limitations and inefficiencies of reading files one by one. The philosophy behind this tool is that LLM context wi
    Last updated
    2
    270
    Apache 2.0

  • Logica Context

    Rovemark
    A
    license
    -
    quality
    C
    maintenance
    An MCP server that provides persistent, cross-session memory and team knowledge sharing for AI development workflows. It enables project DNA scanning, semantic search, context budgeting, and git-aware indexing to prevent AI context loss between sessions.
    Last updated
    18
    MIT

  • MCP Database Server

    an8888allen-maker
    A
    license
    -
    quality
    D
    maintenance
    Enables Claude to connect to and interact with SQLite, SQL Server, PostgreSQL, and MySQL databases through natural language. Supports executing queries, managing tables, exporting data, and storing business insights with authentication options including AWS IAM.
    Last updated
    664
    MIT

  • Context Lens

    cornelcroi
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that enables semantic search over local files or GitHub repositories by indexing content into a serverless vector database, allowing AI assistants to understand meaning rather than just keywords.
    Last updated
    24
    MIT

  • MCP Context Server

    dotteduniverse
    F
    license
    -
    quality
    D
    maintenance
    A secure multi-tenant server that provides real-time context to LLMs via REST API, using JWT authentication and PostgreSQL row-level security for tenant isolation.
    Last updated

  • mem-context

    turbyho
    A
    license
    A
    quality
    A
    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.
    Last updated
    10
    MIT

  • code-context

    nachogeinfor-ops
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that provides dynamic codebase context to Claude Code through tools like hybrid search, recent changes, and symbol definitions, enhancing AI-assisted coding with local RAG.
    Last updated
    8
    MIT

  • 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.
    Last updated
    10
    MIT

  • context-awesome

    bh-rat
    A
    license
    A
    quality
    B
    maintenance
    Give your AI agents access to 8,500+ community curated awesome lists with over 1 million curated resources.
    Last updated
    2
    107
    57
    MIT

  • SRC (Structured Repo Context)

    kvnpetit
    A
    license
    A
    quality
    C
    maintenance
    An MCP server and CLI tool that transforms codebases into AI-ready context through semantic search, call graph analysis, and incremental indexing. It enables AI assistants to perform hybrid vector and keyword searches to understand complex repository structures and cross-file relationships.
    Last updated
    5
    14
    1
    MIT