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"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

  • zkproofport-ai

    zkproofport
    A
    license
    A
    quality
    C
    maintenance
    Zero-knowledge proof generation MCP server. AI agents can prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal data. Runs in AWS Nitro Enclave TEE with x402 USDC payments.
    6
    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

  • 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

  • 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