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

  • AI-Collab-Memory

    sodam-ai
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    security
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    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.
    Last updated
    7
    3
    MIT

  • Hi-AI

    ssdeanx
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    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.
    Last updated
    36
    3
    MIT

  • ai-compass

    kalraakshit042
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    security
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    D
    quality
    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.
    Last updated
    1
    1
    MIT

  • zkproofport-ai

    zkproofport
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    license
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    quality
    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.
    Last updated
    6
    MIT

  • Network AI

    Jovancoding
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    quality
    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)
    Last updated
    22
    1,147
    39
    MIT
    • Apple

  • blend-ai

    HoldMyBeer-gg
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    security
    A
    license
    B
    quality
    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.
    Last updated
    100
    11
    AGPL 3.0
    • Apple
    • Linux

  • widemem-ai

    remete618
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    security
    A
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    quality
    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.
    Last updated
    39
    Apache 2.0

  • Hi-AI

    su-record
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    security
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    quality
    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.
    Last updated
    35
    35
    3
    MIT

  • AI Charts

    tjameswilliams
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    An MCP server that enables AI assistants to programmatically create and manage flowcharts, ERDs, and swimlane diagrams. It provides tools for manipulating diagram structures, performing auto-layouts, and exporting to Mermaid or Markdown formats.
    Last updated
    16
    MIT

  • Coach AI

    94aharris
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    security
    F
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    quality
    A productivity coaching assistant designed for ADHD support that provides intelligent task management, goal tracking, and personalized recommendations. It utilizes a persistent memory system to learn user patterns and preferences, helping to reduce decision paralysis through actionable suggestions.
    Last updated
    28
    1
    • Apple
    • Linux

  • Mimic AI

    miapre
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    security
    A
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    quality
    Transforms HTML into Figma designs using only the user’s design system, ensuring correct component usage or safe fallback to primitives, while continuously learning from each build to improve mapping accuracy and consistency.
    Last updated
    99
    1
    MIT
    • Apple

  • Rakit UI AI

    madebyaris
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    security
    A
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    Enables AI assistants to present multiple UI component designs in a browser for visual selection, with AI-powered design generation using MiniMax-M2.1 from natural language prompts or manual HTML input.
    Last updated
    1
    5
    4
    MIT
    • Apple
    • Linux

  • ai-memory

    alphaonedev
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    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.
    Last updated
    10
    Apache 2.0

  • YouTube Skills for AI Agents

    ZeroPointRepo
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    security
    A
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    quality
    YouTube Skills (TranscriptAPI) is the production API for extracting, searching, and analyzing YouTube content at scale. While other tools break when YouTube changes or cap you at 100 requests/day, TranscriptAPI serves 15 million transcripts monthly at 49ms median response time.
    Last updated
    101
    MIT

  • Vectra AI MCP Server

    vectra-ai-research
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    security
    A
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    quality
    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.
    Last updated
    23
    4
    MIT
    • Apple
    • Linux

  • robotstxt-ai-mcp

    sharozdawa
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    security
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    A
    quality
    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.
    Last updated
    5
    MIT

  • Metabase AI Assistant

    enessari
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    Enables AI-powered interaction with Metabase instances and PostgreSQL databases through natural language. Creates models, SQL queries, metrics, and dashboards using both Metabase API and direct database connections.
    Last updated
    65
    35
    Apache 2.0
    • Apple

  • DevOps AI Toolkit

    vfarcic
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    Enables intelligent Kubernetes deployments, automated documentation testing, organizational pattern management, and shared prompt libraries. Provides AI-powered recommendations based on cluster capabilities and automates DevOps workflows through conversational interfaces.
    Last updated
    1,039
    311
    MIT

  • MCP AI Hub

    feiskyer
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    A
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    quality
    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.
    Last updated
    3
    7
    MIT
    • Apple

  • MCP AI Gateway

    kinhunt
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    security
    F
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    Enables AI assistants to intelligently select and switch between different AI models (OpenAI, Anthropic, etc.) within the same conversation based on task requirements. Provides a unified interface for accessing multiple AI providers through a single MCP tool.
    Last updated
    1
    1

  • AI Debugger

    ai-debugger-inc
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    security
    A
    license
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    Bringing the debugging we know and love as human programmers to our AI agents – debug any supported language with breakpoints, variable/state inspection, and stepping, to supercharge agents' capabilities to reason about runtime code.
    Last updated
    15
    Apache 2.0
    • Apple
    • Linux

  • MCP AI Router

    userlite
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    Intelligent routing service that selects optimal AI models based on capability requirements and normalizes input/output formats across multiple providers like OpenAI, Anthropic, Google, and others.
    Last updated

  • AI Surge MCP

    ErlichLiu
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    security
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    An open-source MCP server that tracks premier global AI information from sources like X and podcasts, enabling users to access relevant AI updates in their daily LLM conversations without searching multiple channels.
    Last updated
    6

  • MCP AI Bridge

    fakoli
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    A secure Model Context Protocol server that enables Claude Code to connect with OpenAI and Google Gemini models, allowing users to query multiple AI providers through a standardized interface.
    Last updated
    3
    3
    MIT

  • NewsMCP — World news for AI

    pranciskus
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    security
    A
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    Real-time news events, clustered by AI from hundreds of sources, classified by topic and geography, ranked by importance.
    Last updated
    4
    MIT

  • simple-ai-provenance

    beedev
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    security
    F
    license
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    quality
    An MCP server that tracks AI prompts in Claude Code and automatically annotates git commits with the history of what was asked. It provides tools to query session summaries, retrieve uncommitted work, and manage AI provenance directly within Claude.
    Last updated

  • AI-Persona

    xiaobenyang-com
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    An MCP protocol server that supports multi-AI personality summoning and collaboration, which can be used for intelligent collaboration in multiple scenarios such as code analysis and product design.
    Last updated
    4
    1
    Apache 2.0

  • AI Notify MCP

    zhiyingzzhou
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    Sends system notifications when AI completes responses in MCP-compatible code editors, with cross-platform support for macOS, Windows, and Linux including customizable titles, messages, icons, and sound effects.
    Last updated
    2
    • Apple
    • Linux

  • browse-ai

    BrowseAI-HQ
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    security
    A
    license
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    quality
    Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode showing raw LLM hallucination vs evidence-backed answers.
    Last updated
    5
    11
    Apache 2.0

  • MCP AI POC

    drewtech
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    security
    A
    license
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    quality
    Provides AI-powered development tools including code generation, refactoring, debugging, performance optimization, and test generation, along with smart prompts for code analysis and documentation, and a built-in knowledge base of coding best practices.
    Last updated
    MIT

  • MCP AI Memory

    scanadi
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    security
    A
    license
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    quality
    Enables AI agents to store, retrieve, and manage contextual knowledge across sessions using semantic search with PostgreSQL and vector embeddings. Supports memory relationships, clustering, multi-agent isolation, and intelligent caching for persistent conversational context.
    Last updated
    20
    47
    MIT