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    Enables LLMs to communicate with Agent-to-Agent (A2A) protocol compliant agents, providing tools for sending messages, managing tasks, and retrieving agent information.
    4
    17 npm
    MIT
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    Provides AI assistants with long-term semantic memory capabilities through local vector-based storage. Enables storing, recalling, and managing information across sessions with complete privacy using ChromaDB, with no data ever leaving your machine.
    3
    9
    MIT
  • F
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    Enables language models to interact with a deterministic limit order book exchange through MCP tools, including submitting, canceling, and modifying orders, reading books and trades, and managing scenarios and snapshots for experimentation.
    11
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    maintenance
    Durable MCP server for managing long-running jobs locally, over SSH, or on Slurm clusters. Jobs survive client disconnects and return exit codes, bounded logs, and JSON artifacts.
    11
    24 PyPI
    1
    MIT
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    A server that wraps a self-hosted mem0 REST API as MCP tools for Claude Desktop and Claude Code, enabling memory operations such as adding, searching, and managing memories via natural language.
    6
    1
    MIT
  • A
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    quality
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    maintenance
    Enables assistants to monitor and control AI coding agents via the herdr CLI, listing agents and reading their output, then optionally starting agents, sending prompts or keystrokes, and managing panes and tabs. Read-only tools are always available while write tools require explicit opt-in, and remote machines can be targeted.
    8
    MIT
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    An MCP server that enables discovery and interaction with multiple OpenCode instances across different machines using SSH reverse tunnels. It provides tools for listing instances, managing chat sessions, and sending messages to remote coding environments.
    3
    16 npm
    MIT
  • A
    license
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    quality
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    maintenance
    Enables a DeepSeek Harness agent to delegate bounded coding tasks to a local ZCode runtime, follow their progress through events, and review the resulting diffs before accepting or continuing the work. It also exposes model catalog, default-model, and setup-diagnostics tools for managing those delegated tasks.
    12
    Apache 2.0
  • A
    license
    A
    quality
    Not graded
    maintenance
    Enables AI agents to interact with the Execute.run bot API for managing Shell balances, transferring funds, and executing LLM requests. It provides tools for identity verification, transaction tracking, and performing compute tasks through the Execute.run platform.
    6
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    Enables MCP-compatible AI agents to play full Civilization VI games by reading game state and issuing rule-enforced actions such as moving units, managing cities, conducting diplomacy, and ending turns.
    76
    MIT
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    An MCP server that enables AI agents to autonomously manage ORE mining on the Solana blockchain via the refinORE platform. It provides tools for starting mining sessions, monitoring rewards, and managing multi-token balances through natural language commands.
    12
    20 npm
    1
    MIT
  • A
    license
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    quality
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    maintenance
    Enables two-model orchestration where Gemini in Google Antigravity delegates coding tasks to Qwen 3.8 Max in Qwen Studio Desktop via CDP, managing prompt delivery, file generation, continuation, and verification.
    8
    MIT
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    An MCP server for managing agent memory using provenance tracking, decay-weighted retrieval, and feedback loops to optimize information recall. It allows agents to store insights in a local SQLite database and rank them based on confidence, age, and usefulness.
    4
    53 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to observe and operate a real Windows or Linux desktop like a human — snapshotting screen geometry, active window, OCR text and normalized UI elements, then clicking, typing, scrolling and managing windows with built-in verification and recovery. Backends are chosen automatically per action (UIA/AT-SPI → OCR → vision → PyAutoGUI), so browsers, IDEs, office suites and canvas apps are all controllable without any browser-automation MCP.
    29
    MIT
  • A
    license
    A
    quality
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    maintenance
    Enables AI assistants to trade futures on TopstepX by reading market data, placing and managing orders, tracking positions and P&L, and journaling trades for review.
    20
    1
    Apache 2.0