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

  • 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

  • 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

  • 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

  • Open MCP

    metacode0602
    A
    license
    Not graded
    quality
    C
    maintenance
    An open-source Model Context Protocol application management platform that allows users to create applications from GitHub repositories with automatic information extraction and database integration.
    32
    2
    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

  • 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.

  • mcp-database

    AimanFadillah
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL/MariaDB MCP server for running SELECT queries safely, with automatic read-only enforcement and query limits.
    3
    16
    MIT

  • 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

  • Android Source Explorer MCP

    mrmike
    A
    license
    B
    quality
    C
    maintenance
    Provides on-demand access to AOSP and Jetpack source code to help AI understand Android framework internals. It features a hybrid architecture using Tree-sitter and LSP for precise code extraction, cross-file navigation, and local source indexing.
    11
    100
    Apache 2.0

  • @cocaxcode/database-mcp

    cocaxcode
    A
    license
    B
    quality
    D
    maintenance
    A database MCP server providing 33 tools across PostgreSQL, MySQL, and SQLite, with connection groups, rollback, dump/restore, and schema auto-discovery via natural language.
    34
    82
    1
    MIT

  • MCP Source Relation Server

    owayo
    A
    license
    C
    quality
    D
    maintenance
    Analyzes source code dependencies across multiple programming languages in the specified directory to identify file relationships, assisting in dependency management and project structure understanding.
    1
    1
    MIT

  • Open Stocks MCP

    Open-Agent-Tools
    A
    license
    C
    quality
    C
    maintenance
    An MCP server providing stock market data and trading capabilities through multiple broker APIs including Robinhood and Schwab.
    100
    9
    Apache 2.0

  • mcp-database

    jovian-zhibai
    A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for querying and managing multiple databases (SQLite, PostgreSQL, MySQL) with read-only mode and schema inspection.
    MIT

  • database-mcp-server

    cenmiao
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server for unified database access and management, supporting multiple databases with CRUD operations, transactions, metadata queries, and built-in security features.
    11
    1
    MIT