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  • Task Context MCP Server

    l0kifs
    A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to autonomously manage and improve execution processes for repetitive task types by storing reusable task contexts with associated artifacts (practices, rules, prompts, learnings) and providing full-text search across historical best practices.
    8
    1
    MIT

  • tokenlife-mcp

    CyberSealNull
    F
    license
    A
    quality
    C
    maintenance
    Enables AI to autonomously play the TokenLife text-based life simulation game, from birth to death, experiencing events like censorship and era changes, and sending letters to the user. Users just ask the AI to start and it plays itself.
    7
    13

  • Mini Agent MCP

    Microbiosis
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that integrates a ReAct agent with built-in tools (calculator, text, unit conversion, etc.) and the AnySearch search service, enabling autonomous multi-step task execution.
    11
    51
    1
    Apache 2.0

  • DeepMiro

    kakarot-dev
    A
    license
    A
    quality
    C
    maintenance
    Simulate hundreds of AI agents to predict how communities react to events and policies. Upload any document (PDF, Markdown, text) and DeepMiro spawns a diverse swarm of AI agents that debate, share, and form opinions — then delivers a calibrated prediction report. Free and open-source.
    9
    7
    AGPL 3.0

  • lemonade-bench

    mxmarchal
    A
    license
    A
    quality
    C
    maintenance
    Enables tool-using language models to play Lemonade Tycoon Deluxe as a text-only business benchmark, exposing game UI state and actions as semantic MCP tools without vision or shell access.
    23
    MIT

  • Gemini MCP Server

    georgejeffers
    A
    license
    A
    quality
    D
    maintenance
    A TypeScript server that integrates Google's Gemini Pro model with Claude Desktop through the Model Context Protocol, allowing Claude users to access Gemini's text generation capabilities.
    7
    205
    12
    MIT

  • MCP Vision Server

    LZMW
    A
    license
    A
    quality
    D
    maintenance
    Provides advanced image analysis capabilities including object recognition, OCR text extraction, and multi-turn visual dialogues using OpenAI-compatible APIs. It supports both local files and Base64 inputs with additional features for session persistence and web-based configuration management.
    3
    MIT

  • darkd-skills

    DarkD
    F
    license
    A
    quality
    D
    maintenance
    Four specialized AI agent skills: Integral Hermeneutics (8-lens text interpretation through any text type), Rune Wisdom (Elder Futhark divination), What-If Scenario Builder (15 foresight frameworksg), and Strategical Alignment (6-phase protocol for detecting where short-term optimization builds long-term fragility, with 9-dimension gap assessment)
    4

  • Semantix-verify

    labrat-akhona
    A
    license
    A
    quality
    A
    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
    1
    5
    MIT

  • Human-In-the-Loop MCP Server

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

  • agent-toolbelt

    marras0914
    A
    license
    A
    quality
    C
    maintenance
    Agent Toolbelt is an MCP server exposing 11 focused API tools for LLM agents — schema generation, text extraction, token counting, CSV conversion, Markdown conversion, URL metadata, regex builder, cron expressions, address normalization, color palettes, and brand kits. Each tool is a focused microservice with structured input/output, WCAG-scored color data, USPS address parsing, and multi-model to
    25
    25
    1
    MIT

  • Unsloth MCP Server

    OtotaO
    F
    license
    A
    quality
    B
    maintenance
    Provides tools for optimizing, fine-tuning, and deploying large language models with Unsloth, enabling 2x faster training with 80% less memory through model loading, fine-tuning, text generation, and model export capabilities.
    6
    7

  • Jules MCP Server

    chrisgreenx-ctrl
    F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to interact with Google's Jules coding agent API for autonomous coding tasks, allowing users to delegate bug fixes, refactoring, testing, and feature development with scheduling capabilities and human-in-the-loop approval workflows.
    6
    1
  • Lore by agentkitai

    Loreofficial

    agentkitai
    A
    license
    B
    quality
    A
    maintenance
    Cross-agent memory server: hybrid (vector + full-text + knowledge-graph) recall, per-user private/shared visibility, write-side secret/PII redaction, and as-of-date bi-temporal fact queries. Auto-injection hooks for Claude Code / Cursor / Codex; self-hostable on PostgreSQL or SQLite.
    46
    7
    MIT