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

  • 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

  • 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

  • Jaz AI

    teamtinvio
    A
    license
    -
    quality
    A
    maintenance
    The complete agent surface for Jaz accounting, providing 284 MCP tools and domain knowledge for AI agents to handle accounting tasks.
    1,643
    5
    MIT

  • JMComic AI

    hect0x7
    A
    license
    -
    quality
    A
    maintenance
    MCP server enabling AI agents to search, download, and manage JMComic manga via natural language, with dynamic configuration and skill injection.
    90
    MIT

  • HLORO-AI

    HBConline
    F
    license
    A
    quality
    B
    maintenance
    MCP server that translates natural language commands into SCARA robot arm control instructions, featuring simulation mode, safety validation, and multiple transport modes (STDIO/HTTP/OAuth).
    14

  • AI Readiness

    epistemedeus
    A
    license
    A
    quality
    B
    maintenance
    Check whether a website is visible to AI search engines (ChatGPT, Perplexity, Claude, Google AI Overviews). Returns a 0-100 readiness score, a grade, and a specific fix for each gap. Dependency-free, no API keys.
    2
    3
    MIT

  • ai-vision

    kaijia323
    A
    license
    A
    quality
    C
    maintenance
    Provides image recognition capabilities to MCP clients by integrating with OpenAI-compatible vision models, supporting local images, URLs, multi-image comparison, and model listing.
    4
    MIT

  • MCP AI Hub

    feiskyer
    A
    license
    B
    quality
    D
    maintenance
    Provides unified access to 100+ AI models from OpenAI, Anthropic, Google, AWS Bedrock and other providers through a single MCP interface. Enables seamless switching between different AI models using LiteLM's unified API without requiring separate integrations for each provider.
    3
    9
    MIT

  • Vectra AI MCP Server

    vectra-ai-research
    A
    license
    B
    quality
    C
    maintenance
    Connects AI assistants to the Vectra AI security platform to enable intelligent analysis of threat detection data and automated incident response workflows. It allows users to investigate threats, take response actions, and generate security reports using natural language.
    23
    5
    MIT
  • Confident AI by confident-ai

    Confident AIofficial

    confident-ai
    A
    license
    -
    quality
    B
    maintenance
    Connects AI-powered tools to the Confident AI platform for evaluating, observing, and iterating on AI quality, enabling cloud evaluations, dataset management, prompt versioning, production tracing, and human annotations directly from editors like Cursor and Claude Code.
    2
    MIT

  • widemem-ai

    remete618
    A
    license
    -
    quality
    A
    maintenance
    Open-source AI memory layer for LLM agents. Importance scoring, temporal decay, hierarchical memory (facts, summaries, themes), YMYL prioritization, and active retrieval with contradiction detection. Supports OpenAI, Anthropic, Ollama. Local-first with SQLite + FAISS.
    48
    Apache 2.0

  • ai-memory

    alphaonedev
    A
    license
    -
    quality
    A
    maintenance
    Persistent memory for any AI assistant. Zero token cost until recall. Stores memories in local SQLite, ranks by 6-factor scoring, returns results 79% smaller than JSON. Works with Claude, ChatGPT, Grok, Cursor, Windsurf, and any MCP client.
    41
    Apache 2.0