Skip to main content
Glama
77,223 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

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

  • AI Workstation Open Source

    zxhwolfe-dev
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables researching, verifying, comparing, and composing open-source AI projects with transparent evidence and uncertainty boundaries through read-only tools.
    2
    Apache 2.0

  • mcp-vector-search

    bobmatnyc
    F
    license
    Not graded
    quality
    D
    maintenance
    A CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.
    56
  • Open and Async MCP Server by open-and-async

    Open and Async MCP Serverofficial

    open-and-async
    A
    license
    A
    quality
    A
    maintenance
    Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage sync vs async tasks. It also offers reference tools for the Open and Async book's principles and coaching prompts.
    11
    122
    45
    Inno Setup

  • mesen-for-ai

    paulomanrique
    A
    license
    C
    quality
    B
    maintenance
    MCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs, step frames, inspect memory/registers, manage breakpoints/watches, trace execution, and export Code/Data Logger maps for SNES, NES, PC Engine, and Game Boy Advance.
    22
    GPL 3.0

  • browser-for-ai

    icueth
    A
    license
    Not graded
    quality
    B
    maintenance
    A CDP-native MCP server that lets AI agents drive a real Chrome browser with deep network/console inspection, robust page interaction, and the ability to reverse-engineer a site's API flow into runnable code with dependency chaining and replay verification.
    1
    MIT

  • bc-source-mcp

    glachana
    A
    license
    A
    quality
    A
    maintenance
    Exposes structured Microsoft Dynamics 365 Business Central source code (versions 23-29, 47 localizations) to AI agents via MCP, enabling fast lookups, searches, and code analysis.
    14
    14
    MIT

  • source-rag-mcp

    hanhy06
    F
    license
    B
    quality
    B
    maintenance
    MCP server for searching, browsing, and analyzing decompiled Minecraft source code locally. Supports symbol lookup, text search, reference lookup, and lightweight RAG.
    11

  • vector-mirror

    c64dos-png
    A
    license
    Not graded
    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

  • keycloak-source-mcp

    vujasinovic
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that enables AI assistants to navigate, search, and analyze local Keycloak source code to support developer customizations like SPIs and authenticators. It provides tools for searching classes, generating boilerplate code, detecting breaking changes between versions, and tracing dependencies.
    8
    MIT

  • Vector Memory MCP

    Xsaven
    A
    license
    Not graded
    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

  • unreal-source-mcp

    tumourlove
    A
    license
    Not graded
    quality
    F
    maintenance
    Indexes Unreal Engine source code into a local database, providing AI coding assistants with deep structural queries like class hierarchies, call graphs, and full-text search across all engine source files.
    MIT

  • code-vector-sync

    Abernaughty
    F
    license
    Not graded
    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.

  • mcp-data-source

    Crankhead
    F
    license
    Not graded
    quality
    C
    maintenance
    Multi-datasource MCP server that connects AI assistants to 6 database types (MySQL, PostgreSQL, ClickHouse, MongoDB, SQLite, Huawei DWS) with dynamic configuration, encrypted credential storage, and schema discovery.

  • Open Kioku

    shivyadavus
    F
    license
    A
    quality
    B
    maintenance
    Open Kioku is the local-first code intelligence and evidence layer for AI coding agents (Claude, Cursor, Codex, Zed, and other MCP clients). Instead of letting agents blindly crawl files, guess blast radius, or read the entire repository repeatedly, Open Kioku gives them a precise, pre-indexed code index to build evidence-backed plans before they edit, and verify boundary limits after they edit.
    42
    9