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"Qdrant vector database and search engine" matching MCP servers:

  • docs-search-engine

    wanyingng
    F
    license
    -
    quality
    D
    maintenance
    Enables searching documentation from GitHub repositories and web pages via MCP tools, with in-memory indexing and caching for fast retrieval.

  • qdrant-mcp

    msstnk
    A
    license
    -
    quality
    D
    maintenance
    MCP server for document ingestion and semantic search on Qdrant. Enables ingesting local documents, generating embeddings with OpenAI, and performing vector search with metadata filters.
    Apache 2.0

  • Qdrant MCP Server

    mhalder
    A
    license
    -
    quality
    B
    maintenance
    Enables semantic search and document management using a local Qdrant vector database with OpenAI embeddings. Supports natural language queries, metadata filtering, and collection management for AI-powered document retrieval.
    164
    36
    MIT

  • engine

    NieLubieRudej
    A
    license
    B
    quality
    C
    maintenance
    Exposes self-owned AI agent plugins as tools to Claude Code via a stdio MCP server, allowing Claude to call system info, calculator, or scribe transcriber directly.
    3
    MIT

  • vector-mirror

    c64dos-png
    A
    license
    -
    quality
    B
    maintenance
    A deterministic SVG perception tool for LLM agents that renders SVGs in a real browser to measure geometry, colors, and spatial constraints, reporting results in grid grammar and W3C color names without guessing.
    44
    MIT

  • Vector Memory MCP

    Xsaven
    A
    license
    -
    quality
    D
    maintenance
    A secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.
    MIT

  • code-vector-sync

    Abernaughty
    F
    license
    -
    quality
    D
    maintenance
    Enables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.

  • Visionaire Engine

    mi60dev
    A
    license
    A
    quality
    A
    maintenance
    Eyes for AI coding agents: deterministic MCP server that tells the LLM which CSS rule wins, in which file, on which line — and why. Cascade verdicts, blast radius, interaction timelines, pixel-perfect audits.
    22
    23
    4
    Apache 2.0

  • attendance-engine

    arifur9993
    A
    license
    A
    quality
    D
    maintenance
    attendance-engine-mcp is a Model Context Protocol server that gives AI agents deterministic, fixture-backed tools for workforce attendance and wage-and-hour compliance. Built on @attendance-engine/core — a pure-function, zero-deps, 100%-covered TypeScript engine — it lets Claude, Cursor, Windsurf, or any MCP host correctly answer the questions HR/payroll teams actually ask: did this person clock i
    8
    15
    1
    MIT
  • WebLoom Engine by webloomhq

    WebLoom Engineofficial

    webloomhq
    A
    license
    -
    quality
    A
    maintenance
    MCP server giving AI agents 86 tools for browser automation via Chrome DevTools Protocol, including navigation, click/fill ladders, network inspection, per-site cracks, and optional marketplace for site-specific knowledge packs.
    1
    MIT

  • Context Engine

    melonelish
    A
    license
    -
    quality
    A
    maintenance
    A task-aware context compression layer for Agent workflows, RAG pipelines, and AI Coding assistants, reducing noisy logs, retrieval chunks, and code context into high-signal LLM inputs via CLI, Python SDK, and MCP.
    363
    MIT

  • Reasoning Engine

    Raoof128
    A
    license
    -
    quality
    B
    maintenance
    An MCP server that brings difficulty-adaptive, multi-path reasoning to Claude Code. It implements the Actor-Critic-Planner-Reflexion (ACPR) pipeline for deep research synthesis.
    MIT

  • Vector Memory MCP Server

    aeriondyseti
    A
    license
    -
    quality
    C
    maintenance
    Provides local vector-based semantic memory storage for AI assistants to persist context and decisions across sessions using local embeddings and LanceDB. It enables private semantic search and session handoff capabilities to maintain long-term project context.
    252
    5
    MIT