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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • 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.
    Last updated
    24
    AGPL 3.0

  • DocGraph

    Detective-XH
    A
    license
    A
    quality
    A
    maintenance
    MCP server that indexes Markdown, Word, HTML, and PDF documents into a SQLite knowledge graph with CJK+Latin full-text search and cross-document reference tracking. Runs drift audits to surface stale policies, conflicting research claims, superseded ADRs, and undocumented code exports.
    Last updated
    10
    5
    MIT

  • Sense

    luuuc
    A
    license
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    quality
    B
    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.
    Last updated
    24
    MIT

  • Storyden

    Southclaws
    A
    license
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    quality
    A
    maintenance
    A modern community hub with forum and knowledge base. Native MCP built-in, ready for the next era of internet culture.
    Last updated
    324
    Mozilla Public 2.0

  • M.I.M.I.R - Multi-agent

    orneryd
    A
    license
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    quality
    D
    maintenance
    Provides AI assistants with persistent graph database memory using Neo4j, enabling task management, relationship understanding, semantic search with embeddings, file indexing, and multi-agent coordination through the Model Context Protocol.
    Last updated
    27
    276
    MIT

  • gopls-mcp

    xieyuschen
    A
    license
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    quality
    B
    maintenance
    https://gopls-mcp.org/ MCP server for golang projects development: Expand AI Code Agent ability boundary to have a semantic understanding and determinisic information for golang projects.
    Last updated
    57
    BSD 3-Clause

  • MCP Language Server

    isaacphi
    A
    license
    -
    quality
    F
    maintenance
    Runs a language server and provides tools for communicating with it. Language servers excel at tasks that LLMs often struggle with, such as precisely understanding types, understanding relationships, and providing accurate symbol references.
    Last updated
    1,572
    BSD 3-Clause

  • Anvil MCP Server

    sable-inc
    F
    license
    -
    quality
    F
    maintenance
    Enables AI assistants to manage Sable AI voice agents, journeys, knowledge bases, deployments, and analytics through natural language, plus observability via HyperDX.
    Last updated

  • CKB

    SimplyLiz
    F
    license
    -
    quality
    B
    maintenance
    Transforms a codebase into a queryable knowledge base for code understanding, impact analysis, ownership lookup, and more via CLI, HTTP API, or MCP.
    Last updated
    109

  • gograph

    ozgurcd
    A
    license
    A
    quality
    A
    maintenance
    A local AST and type-aware Go repository context indexer that uses CHA to map symbols, call graphs, dependencies, and architecture patterns. Built for AI coding agents that need to navigate and reason about large Go codebases without reading raw files.
    Last updated
    65
    203
    MIT

  • Deadzone

    laradji
    A
    license
    A
    quality
    C
    maintenance
    Local-first MCP server providing semantic search over library docs, fully offline. Single Go binary speaks MCP over stdio against a vector index pinned to the binary version. Like Context7 with the internet turned off. Apache 2.0. Linux + macOS, also available as a container image.
    Last updated
    2
    3
    Apache 2.0

  • go-docs-mcp

    drolosoft
    A
    license
    A
    quality
    A
    maintenance
    Go MCP server for multi-format document access — PDF, TXT, MD, DOCX, CSV, images. 12 tools including OCR, search, table extraction, and URL fetch. Single binary, no runtime.
    Last updated
    13
    9
    MIT

  • gemini-media-mcp

    mordor-forge
    A
    license
    A
    quality
    C
    maintenance
    Unified MCP server for Gemini media generation --Nano Banana (images), Veo 3.1 (video), TTS, and Lyria 3 (music). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
    Last updated
    12
    8
    Apache 2.0

  • Scrapfly MCP

    scrapfly
    A
    license
    A
    quality
    B
    maintenance
    Gives AI assistants real-time access to web data with the ability to scrape any website, bypass anti-bot systems, extract structured data, and capture screenshots through enterprise-grade infrastructure.
    Last updated
    6
    96
    12
    ISC
  • passninja by flomio

    passninjaofficial

    flomio
    A
    license
    -
    quality
    A
    maintenance
    MCP server for managing Apple Wallet and Google Wallet passes via the PassNinja API. Provides tools to create, list, update, and delete pass templates, passes, and webhooks.
    Last updated
    MIT
  • knowing by blackwell-systems

    knowingofficial

    blackwell-systems
    A
    license
    -
    quality
    A
    maintenance
    Content-addressed code graph that produces ranked context for AI agents in one call. 22 MCP tools across indexing, blast radius, test scope, semantic diff, runtime traffic, and feedback-aware context packing. Incremental updates via Merkle DAG (no re-indexing). GCF wire format saves 84% tokens vs JSON
    Last updated
    17
    MIT