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  • Exasol MCP Server with Governed SQL option by exasol-labs

    Exasol MCP Server withofficial

    exasol-labs
    A
    license
    -
    quality
    F
    maintenance
    Provides LLM access to Exasol database via MCP tools, including metadata reading and data queries, with an optional on-premise text-to-SQL (Governed SQL) translation.
    4
    MIT

  • mnemostack

    udjin-labs
    A
    license
    A
    quality
    A
    maintenance
    Durable hybrid memory for AI agents. Combines vector search, BM25, temporal retrieval, and optional Memgraph knowledge graph via reciprocal rank fusion. 6 MCP tools: health, search, answer, feedback, graph_query, graph_add_triple. Self-hosted with Qdrant backend.
    6
    6
    Apache 2.0

  • quarry

    punt-labs
    A
    license
    A
    quality
    A
    maintenance
    Enables local semantic search over documents and code for Claude Code and Claude Desktop, running entirely offline with local embeddings and vector storage.
    11
    3
    MIT

  • ARBuilder

    Quantum3-Labs
    A
    license
    A
    quality
    D
    maintenance
    AI-powered code generator for the Arbitrum ecosystem with 19 MCP tools. Generates Stylus smart contracts (Rust/WASM), SDK bridging code, full-stack dApps, and Orbit chain deployments using RAG-based retrieval over Arbitrum documentation.
    19
    24
    MIT

  • Exa MCP Server

    exa-labs
    A
    license
    A
    quality
    B
    maintenance
    A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
    8
    18,221
    4,851
    MIT

  • RAGFlow MCP Server

    AITech-Team
    F
    license
    B
    quality
    D
    maintenance
    Enables interaction with the RAGFlow API to manage knowledge base datasets and conduct AI-driven chat sessions. Users can list datasets, create chat assistants, and retrieve or query information from specialized knowledge bases.
    4

  • GPT-5 MCP Server

    nbrain-team
    F
    license
    C
    quality
    D
    maintenance
    Enables GPT-5 inference via OpenAI API with configurable reasoning effort, verbosity levels, and optional web search integration. Supports per-call parameter overrides for flexible AI model interactions through MCP.
    1
  • Exa Websets MCP Server by exa-labs

    Exa Websets MCP Serverofficial

    exa-labs
    A
    license
    -
    quality
    D
    maintenance
    Enables creation and management of AI-powered web entity collections (companies, people, research papers) with automated search, data enrichment, monitoring, and verification through Exa's Websets API.
    10
    6
    MIT
  • Coveo MCP Server by coveo-labs

    Coveo MCP Serverofficial

    coveo-labs
    A
    license
    -
    quality
    F
    maintenance
    Enables AI agents to query Coveo's unified index for search, passage retrieval, and generative question answering, supporting multiple transport modes for client compatibility.
    2
    MIT
  • Snowflake Cortex AI MCP Server by Snowflake-Labs

    Snowflake Cortex AI MCP Serverofficial

    Snowflake-Labs
    A
    license
    -
    quality
    D
    maintenance
    Enables interaction with Snowflake through Cortex AI services including search, analyst, and agents for querying structured and unstructured data, plus SQL execution and object management capabilities.
    296
    Apache 2.0

  • SAGA

    mlauf-labs
    A
    license
    -
    quality
    A
    maintenance
    Enables AI agents to perform fused hybrid search and reorganize documents, folders, and metadata in the SAGA document archive via MCP tools.
    1
    Apache 2.0

  • Open Research KB

    vecbase-labs
    A
    license
    -
    quality
    B
    maintenance
    A local-first MCP server for building and querying PDF knowledge bases. It indexes PDFs into DuckDB and exposes evidence-grounded retrieval tools to separate corpus-backed answers from independent reasoning.
    25
    2
    MIT

  • Beelzebub MCP Honeypot

    beelzebub-labs
    A
    license
    -
    quality
    A
    maintenance
    Description: Introduce Beelzebub, an MCP‑based honeypot framework that enables creating decoy tools to detect prompt injection and malicious agent behavior. Motivation: Strengthen the security of LLM workflows by adding a non‑intrusive detection mechanism.
    2,141
    GPL 3.0

  • Supabase MCP Server

    deploya-labs
    A
    license
    -
    quality
    D
    maintenance
    Enables Cursor and Windsurf to safely interact with Supabase databases by providing tools for database management, SQL query execution, and Supabase Management API access with built-in safety controls.
    10
    Apache 2.0