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  • Scholar Sidekick

    mlava
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    maintenance
    Resolves scholarly identifiers — DOI, PubMed ID, PMCID, ISBN, ISSN, arXiv, ADS bibcode — into clean, formatted citations in any of 10,000+ CSL styles. Returns plain text, HTML, Markdown, RIS, BibTeX, CSL-JSON, or EndNote XML for direct paste or reference manager import.
    7
    280
    7
    MIT

  • pg-semantic-mcp

    chncaesar
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    license
    A
    quality
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    maintenance
    A read-only PostgreSQL MCP server for AI coding agents that exposes database schema and sample data as tools, with LLM-powered semantic search enriched by a user-authored semantic layer.
    4
    MIT

  • dbt Semantic Layer MCP Server

    TommyBez
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    license
    -
    quality
    D
    maintenance
    A server that enables querying the dbt Semantic Layer through natural language conversations with Claude Desktop and other AI assistants, allowing users to discover metrics, create queries, analyze data, and visualize results.
    11
    MIT

  • searchpin

    telly6
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    quality
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    maintenance
    Free self-hosted web search for AI agents with multi-engine parallel search, semantic re-ranking, and native China network support. Zero API keys.
    2
    27
    MIT

  • flompt

    Nyrok
    A
    license
    A
    quality
    B
    maintenance
    Visual AI prompt builder that decomposes any raw prompt into 12 semantic blocks and recompiles them into Claude-optimized XML. Exposes decompose_prompt and compile_prompt tools via MCP.
    3
    144
    MIT

  • minirag-mcp

    sfrangulov
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    license
    A
    quality
    A
    maintenance
    Local-first RAG MCP server that indexes local documents and provides hybrid search (semantic + keyword) with file ingestion, URL fetching, and a CLI, keeping data on-device.
    11
    2
    MIT

  • telemem

    TeleAI-UAGI
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    license
    A
    quality
    A
    maintenance
    Long-term and multimodal memory for AI agents. Store facts and conversations with add_memory, recall them with search_memories — 8 tools over stdio/SSE/HTTP. Per-character memory isolation, LLM-based semantic deduplication, FAISS + JSON storage, and a fully local option (Ollama, no API key). Drop-in compatible with Mem0.
    8
    478
    Apache 2.0

  • Marrow

    desikai-lab
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    license
    A
    quality
    A
    maintenance
    Marrow is a persistent multi-project memory backend that provides AI agents with MCP tools for semantic code navigation, task backlog management, and versioned artifact storage. It enables seamless, token-optimized context sharing and asynchronous handoffs between different AI models working on the same codebase.
    24
    5
    MIT

  • XMemo

    yonro
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    license
    A
    quality
    A
    maintenance
    XMemo is a secure, user-owned memory substrate and context engine for AI agents, CLIs, IDEs, and LLM workspaces. Exposed over Streamable HTTP MCP, it empowers agents with cross-session memory, task continuity, and personalized context. Key Features: * Personalized Context: Stores and recalls developer preferences, project guidelines, and coding patterns via semantic vector search. * Agent Daily Me
    4
    28
    134
    12
    MIT

  • RMS Memory MCP

    max-ramas
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    license
    A
    quality
    A
    maintenance
    Persistent, local, cross-IDE memory for AI agents — markdown source of truth, LanceDB-powered semantic search, zero cloud dependency
    12
    38
    MIT

  • Recall

    blueman82
    F
    license
    A
    quality
    -
    maintenance
    Provides long-term memory storage for AI assistants with semantic search, enabling persistent storage of preferences, decisions, and context with relationship tracking between memories.
    19

  • Sherlock's second brain

    alshyra
    A
    license
    A
    quality
    A
    maintenance
    This MCP server implements a second brain system, managing unvalidated investigation cases as JSON and validated knowledge as markdown files and skills. It provides tools for creating, updating, promoting cases, managing knowledge files, and performing semantic search.
    14
    MIT