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  • Memstate AI - Agent Memory System by memstate-ai

    Memstate AI - Agent Memoryofficial

    memstate-ai
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    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

  • Sub-Agents MCP

    prefrontal-systems
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    quality
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    Enables the creation and execution of task-specific AI sub-agents defined in markdown across any MCP-compatible tool like Cursor or Claude Desktop. It integrates with execution engines such as Claude Code, Cursor CLI, and Gemini CLI to provide portable and reusable specialized agent workflows.
    Last updated
    1
    548
    MIT

  • ateam-mcp

    ariekogan
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    quality
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    maintenance
    Connects AI assistants to the ADAS platform, enabling them to build, validate, and deploy multi-agent systems through natural language commands without manual configuration.
    Last updated
    41
    381
    1
    MIT
  • flox-mcp by FLOX-Foundation

    flox-mcpofficial

    FLOX-Foundation
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    quality
    B
    maintenance
    MCP server for the FLOX trading framework. About 30 tools to run backtests, scaffold strategies, validate for lookahead bias, compute indicators, place orders, and query PnL from Claude/Cursor.
    Last updated
    37
    219
    MIT

  • agent-lsp

    blackwell-systems
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    maintenance
    MCP server that keeps language server sessions warm and routes multiple languages through one process. Agents get persistent cross-file awareness, speculative execution (simulate edits before writing to disk), and 20 skills that encode correct multi-step operations like safe rename, blast-radius analysis, and end-to-end refactoring. Single Go binary, no runtime dependencies.
    Last updated
    50
    90
    MIT

  • GLM-4.6 MCP Server

    bobvasic
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    quality
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    maintenance
    Enables Claude to consult GLM-4.6's architectural intelligence for system design, code analysis, scalability patterns, and technical decision-making. Provides specialized tools for enterprise architecture consultation, distributed systems design, and code review through the Model Context Protocol.
    Last updated
    5
    15
    MIT

  • MCP Gemini Server

    bsmi021
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    license
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    quality
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    maintenance
    A dedicated server that wraps Google's Gemini AI models in a Model Context Protocol (MCP) interface, allowing other LLMs and MCP-compatible systems to access Gemini's capabilities like content generation, function calling, chat, and file handling through standardized tools.
    Last updated
    16
    28
    35
    MIT

  • forgespec-mcp

    lleontor705
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    quality
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    maintenance
    Forgespec MCP facilitates Spec-Driven Development (SDD) by providing tools for contract validation, task board management, and advisory file locking. It enables multi-agent AI systems to coordinate complex workflows through a structured nine-phase development pipeline with built-in dependency tracking.
    Last updated
    15
    10
    MIT

  • Mnemex

    prefrontal-systems
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    quality
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    maintenance
    Provides human-like memory dynamics for AI assistants where memories naturally fade over time unless reinforced through use, mimicking the Ebbinghaus forgetting curve. Enables automatic saving, searching, and management of contextual information with temporal decay algorithms.
    Last updated
    11
    36
    AGPL 3.0

  • Human-In-the-Loop MCP Server

    GongRzhe
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    license
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    quality
    F
    maintenance
    Enables AI assistants like Claude to interact with humans through intuitive GUI dialogs, supporting text input, choices, confirmations, and information displays.
    Last updated
    6
    162
    MIT

  • Shrimp Task Manager

    cjo4m06
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    license
    A
    quality
    F
    maintenance
    MCP Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking and iterative refinement, enabling agent-like developer behavior in reasoning AI systems.
    Last updated
    15
    547
    2,131
    TypeScript
    MIT

  • Nervous System

    levelsofself
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    license
    A
    quality
    A
    maintenance
    Governance framework for LLM agents. Exposes seven mechanically-enforced rules plus tools for preflight file protection, audit-chain verification, session handoff and worklog templates, MCP config auditing, and an emergency kill switch.
    Last updated
    12
    344
    3
    MIT