Skip to main content
Glama
77,266 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

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

  • 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

  • open-mobile-mcp

    xzaleksey
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server for mobile automation that enables LLMs to interact with Android and iOS devices through screenshot, tap, swipe, log analysis, and app lifecycle management.
    24
    2
    MIT

  • open-code-review

    raye-deng
    F
    license
    A
    quality
    C
    maintenance
    AI-powered code review tool that detects AI-generated code defects invisible to traditional linters โ€” hallucinated packages, deprecated APIs, cross-file contradictions, hidden security anti-patterns, and over-engineering. Works as a standalone CLI, GitHub Action, or MCP server. Supports TypeScript, Python, Java, Go, and Kotlin. Free for individuals, no API key required.
    4
    33

  • Open Godot MCP

    masteryee-labs
    A
    license
    B
    quality
    A
    maintenance
    MCP server for Godot Engine enabling AI to autonomously develop, test, and debug games with deterministic playtesting, multiplayer testing, DAP debugging, LSP integration, and token efficiency.
    31
    10
    MIT

  • QA Copilot AI

    Sham-coder16
    F
    license
    B
    quality
    B
    maintenance
    MCP server for AI-powered QA analysis. It enables analyzing test failures, identifying root causes, suggesting fixes, classifying defects, detecting flaky tests, and generating test cases and bug reports.
    10

  • AI Optimizer MCP

    BarackNdenga
    A
    license
    Not graded
    quality
    D
    maintenance
    A multi-task MCP server for AI code optimization and testing that integrates with VSCode/Cursor, CLI tools, and autonomous agents. It provides tools for running tests, generating code improvements, and managing objectives across different environments.
    1
    Apache 2.0

  • AI Test Pilot

    Drzymek92
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that generates, runs, and triages tests by introspecting Python modules or web pages, using structured LLM outputs for scenario generation and failure analysis.
    1
    MIT

  • AI Security Crew

    Srajangpt1
    A
    license
    Not graded
    quality
    F
    maintenance
    A lightweight MCP server for security reviews that injects security requirements before code generation, scans dependencies for CVEs, and verifies generated code without disrupting workflow.
    68
    MIT

  • Validator Ai MCP

    CSOAI-ORG
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server for validating JSON against schemas, checking email deliverability, verifying URLs, assessing data quality, and validating API responses using RFC-compliant checks and heuristic analysis.
    11
    MIT

  • AI Quality Gate

    mustafacagri
    A
    license
    Not graded
    quality
    C
    maintenance
    ๐Ÿš€ Kill the Junior AI Era. ๐Ÿค– Level up your AI code to Principal standards. No more sloppy lines or junior mistakes. Automated ESLint โœจ TypeScript ๐Ÿ”ง Prettier ๐ŸŽจ SonarQube ๐Ÿ›ก๏ธ Security ๐Ÿ”’ Complexity ๐Ÿ“Š in seconds. High-stakes quality, forced to ship only the best. โšก๐Ÿ† Goodbye, bad code. Hello, Principal Engineer. ๐Ÿš€โœจ
    55
    32
    MIT