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  • Memstate AI - Agent Memory System by memstate-ai

    Memstate AI - Agent Memoryofficial

    memstate-ai
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    license
    A
    quality
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    maintenance
    Provides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.
    Last updated
    7
    20
    5
    Apache 2.0

  • claude-skills-mcp

    K-Dense-AI
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    license
    A
    quality
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    maintenance
    A Model Context Protocol (MCP) server that provides intelligent search capabilities for discovering relevant Claude Agent Skills using vector embeddings and semantic similarity. This server implements the same progressive disclosure architecture that Anthropic describes in their Agent Skills enginee
    Last updated
    3
    393
    MIT

  • Semantix-verify

    labrat-akhona
    A
    license
    A
    quality
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    maintenance
    Semantix-Verify is an MCP server for semantic validation of AI/LLM outputs. It exposes a single tool, verify_text_intent(text, intent_description, threshold), which uses a local quantized NLI cross-encoder (INT8 ONNX) to return a 0.0–1.0 probability that the text satisfies the given intent — and, when it doesn't, a structured correction prompt for agent retry loops. Useful for building com
    Last updated
    1
    4
    MIT

  • MCP-Ambari-API

    call518
    A
    license
    A
    quality
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    maintenance
    Manage and monitor Hadoop clusters via Apache Ambari API, enabling service operations, configuration changes, status checks, and request tracking through a unified MCP interface for simplified administration. * Guide: https://call518.medium.com/llm-based-ambari-control-via-mcp-8668a2b5ffb9
    Last updated
    30
    1
    MIT

  • Unconventional-thinking MCP

    stagsz
    A
    license
    B
    quality
    C
    maintenance
    This is a MCP server that implements an unreasonable thinking system. It helps generate unconventional solutions: Generating unreasonable thoughts that challenge conventional wisdom. Creating branches of thinking in different directions
    Last updated
    3
    27
    MIT

  • Stochastic Thinking MCP Server

    chirag127
    A
    license
    B
    quality
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    maintenance
    Provides advanced probabilistic decision-making algorithms including MDPs, MCTS, Multi-Armed Bandits, Bayesian Optimization, and Hidden Markov Models to help AI assistants explore alternative solutions and optimize long-term decisions.
    Last updated
    1
    4
    MIT

  • Claude Desktop API MCP

    mlobo2012
    F
    license
    B
    quality
    F
    maintenance
    A server that enables Claude Desktop users to access the Claude API directly, allowing them to bypass Professional Plan limitations and use advanced features like custom system prompts and conversation management.
    Last updated
    1
    33
  • memro MCP Server by memrohq

    memro MCP Serverofficial

    memrohq
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    license
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    quality
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    maintenance
    Provides persistent memory for AI models by enabling the storage and retrieval of episodic, semantic, and procedural information through the memro protocol. It allows assistants to maintain long-term context via semantic search and chronological memory management.
    Last updated
    1
    MIT
  • 638Labs MCP Server by 638Labs

    638Labs MCP Serverofficial

    638Labs
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    quality
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    maintenance
    Connects MCP clients to the 638Labs registry to discover, route, and auction tasks across diverse AI agents. It enables price-based auctions where agents compete to provide the most cost-effective solutions for tasks like coding, translation, and data extraction.
    Last updated
    25
    1
    MIT
  • FusionAuth API MCP Server by FusionAuth

    FusionAuth API MCP Serverofficial

    FusionAuth
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    license
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    quality
    C
    maintenance
    This server provides a Model Context Protocol interface for the FusionAuth API, enabling users to manage users, applications, and authentication configurations through natural language. It supports over 300 tools for various operations, including creating, searching, and retrieving data from a FusionAuth instance.
    Last updated
    1
    1
    Apache 2.0