Skip to main content
Glama
72,476 servers. Updated

Matching MCP tools:

Matching MCP Connectors:

"Startups in AI, Large Language Models, and AI Agents" matching MCP servers:

  • qa-ai-agents

    abchahal
    F
    license
    -
    quality
    B
    maintenance
    Enables automated QA testing by running a pipeline of AI agents that generate test scenarios, architect test layers, write Playwright tests, and review code, all grounded in feature requirements and API contracts.

  • ai-cortex

    ai-creed
    A
    license
    -
    quality
    B
    maintenance
    Provides durable project context for coding agents, including project maps, session history, and explicit memories, all stored locally.
    74
    6
    MIT

  • 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
    377
    69
    MIT

  • oracle-models

    vanppsa
    A
    license
    A
    quality
    C
    maintenance
    Classifies development task complexity (LIGHT/MEDIUM/HEAVY) and recommends the most cost-efficient AI model per provider, enabling optimized model selection for coding tasks.
    3
    19
    MIT

  • AI-Collab-Memory

    sodam-ai
    A
    license
    A
    quality
    -
    maintenance
    An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.
    7
    3

  • blend-ai

    HoldMyBeer-gg
    A
    license
    B
    quality
    B
    maintenance
    An MCP server that enables AI assistants to control Blender through 108 specialized tools for 3D modeling, animation, and rendering. It provides a secure, thread-safe interface to execute validated operations in Blender using natural language commands.
    100
    126
    AGPL 3.0

  • Hi-AI

    su-record
    A
    license
    C
    quality
    C
    maintenance
    A simple AI development tool that helps users interact with AI through natural language commands, offering 29 tools across thinking, memory, browser, code quality, planning, and time management capabilities.
    35
    103
    3
    MIT

  • Hi-AI

    ssdeanx
    A
    license
    C
    quality
    D
    maintenance
    AI development assistant with 36 specialized tools for memory management, code analysis, project planning, and problem-solving through natural language interactions in Korean and English.
    36
    3
    MIT

  • ai-compass

    kalraakshit042
    A
    license
    D
    quality
    F
    maintenance
    Describe your AI use case in plain English, get ranked model recommendations with cost estimates and tradeoff reasoning. Covers 62 models across 29 providers. Available as a web app (BYOK + guest tier) and as an MCP server for Claude Desktop and Cursor — same recommendation engine, two interfaces.
    1
    1
    MIT

  • TaskFlow AI

    Agions
    A
    license
    -
    quality
    A
    maintenance
    TaskFlow AI is a premium MCP Server designed for AI editors, offering 40+ built-in tools covering file system, HTTP requests, databases, Git operations, and more.
    41
    15
    MIT

  • ai-git

    khanhld2109
    F
    license
    A
    quality
    B
    maintenance
    A deterministic MCP server that reimplements ai-git-fish workflows (aicommit, aibranch, aipr) with Leantime integration, enabling Claude Code and Codex to perform git operations and manage tickets without an internal LLM.
    9

  • Godot AI

    hi-godot
    A
    license
    A
    quality
    A
    maintenance
    Connects MCP clients directly to a live Godot editor, enabling AI assistants to build scenes, edit nodes, and control the editor through over 120 operations.
    45
    1,663
    MIT

  • robotstxt-ai-mcp

    sharozdawa
    A
    license
    A
    quality
    C
    maintenance
    Analyze and generate robots.txt files with AI crawler awareness. Fetch any site's robots.txt, detect which AI bots (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) are blocked or allowed, and generate optimized robots.txt with toggle controls for 20+ AI crawlers.
    5
    MIT

  • ai-mcp-server

    brianMacao
    A
    license
    A
    quality
    B
    maintenance
    A local MCP bridge that registers multiple AI API endpoints, enabling agents to automatically discover and route to models based on capabilities like chat, vision, reasoning, embedding, image generation, TTS, STT, and rerank.
    6
    9
    MIT