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"An open-source vector database for similarity search and AI applications" matching MCP servers:

  • MCP Server for Vertex AI

    ubie-oss
    A
    license
    Not graded
    quality
    B
    maintenance
    A server that enables document searching using Vertex AI with Gemini grounding, improving search results by grounding responses in private data stored in Vertex AI Datastore.
    38
    Apache 2.0

  • MCP Vector Proxy

    alexiokay
    F
    license
    Not graded
    quality
    C
    maintenance
    A semantic proxy that reduces AI agent token usage by exposing only three core tools and using local vector embeddings to search for and execute hundreds of underlying MCP tools. It streamlines communication between agents and MCP Routers by identifying relevant tools through natural language queries.
    2

  • Network AI

    Jovancoding
    A
    license
    A
    quality
    B
    maintenance
    Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)
    24
    505
    70
    MIT

  • ai-bridge

    SoulChildTc
    A
    license
    A
    quality
    C
    maintenance
    Enables terminal AI coding assistants to interact with web AI chat services through browser automation, supporting multiple platforms like Doubao and ChatGPT.
    3
    10
    MIT

  • o3-search MCP

    yoshiko-pg
    A
    license
    A
    quality
    C
    maintenance
    An MCP server that enables web search capabilities using OpenAI's o3 model, allowing AI assistants to perform text-based web searches and return AI-powered results.
    1
    198
    288
    MIT

  • Gemini Search MCP

    kidapu
    A
    license
    B
    quality
    D
    maintenance
    Enables AI-powered web searches using Google's Gemini 2.5 models with Google Search Grounding. Supports multiple Gemini models (Flash, Flash-Lite, Pro) with configurable thinking budget and web search capabilities.
    1
    9
    2
    MIT
  • Runbook AI MCP Server by runbook-ai

    Runbook AI MCP Serverofficial

    runbook-ai
    A
    license
    B
    quality
    C
    maintenance
    MCP server that provides browser automation capabilities through a Chrome extension, enabling terminal-based agents to interact with any website via a live browser session with optimized context.
    1
    554
    3
    Apache 2.0

  • TRON infrastructure for AI

    Hovsteder
    A
    license
    B
    quality
    D
    maintenance
    Merx - TRON Resource Exchange Merx is the first TRON resource exchange that aggregates energy and bandwidth providers into a single MCP server. GitHub: https://github.com/Hovsteder/merx-mcp Hosted SSE: https://merx.exchange/mcp/sse npm: merx-mcp Website: https://merx.exchange Stats * 52 tools, 30 prompts, 21 resources * 7+ energy providers (CatFee, ITRX, PowerSun, Fe
    53
    137
    3
    MIT

  • Agno MCP Search

    kishansri
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that exposes an Agno agent with Google Gemini reasoning and Serper web search, enabling MCP-compatible clients like Claude Desktop to perform agent-driven web searches and receive synthesized answers.
    1
    MIT