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  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to track, search, and retrieve their progress across projects with persistent memory using SQLite storage and LLM-powered summarization. Supports logging completed work, searching previous entries, and retrieving context for multi-step or multi-agent workflows.
    4 npm
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables AI agents to manage tutoring workflows by listing students, tracking progress, logging session notes, assigning homework, and generating parent-friendly progress reports through natural language.
    5
    -
  • F
    license
    A
    quality
    B
    maintenance
    Enables running example MCP servers over both stdio and streamable HTTP transports, providing tools for integer addition, streaming progress counts, and greetings, and can be installed directly from GitHub via uvx.
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    Provides structured spec-driven development workflow tools for AI-assisted software development with sequential spec creation (Requirements → Design → Tasks). Features a real-time web dashboard for monitoring project progress and managing development workflows.
    5
    272 npm
    4,293
    GPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to manage CData Sync operations, including data synchronization jobs, connections, and ETL processes through stdio or HTTP transports. It provides tools for executing jobs, monitoring real-time progress via Server-Sent Events, and handling comprehensive workspace configurations.
    24
    4
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A deep-research MCP server exposing a single task-augmented tool that runs GPT-Researcher with Tavily search, Anthropic Claude, and OpenAI embeddings, streaming progress via MCP tasks and Upjack entity stream.
    7
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables monitoring and analysis of Ansible playbook executions through the Ara Records API. Provides real-time playbook monitoring, task progress tracking, and comprehensive access to Ansible execution data.
    3
    4 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Bridges MCP clients such as Claude Code and Cursor to independent Codex app-server sessions, letting them start, poll, steer, review, compact, cancel, and answer prompts for asynchronous Codex tasks over local stdio or a remote authenticated WebSocket. Runs read-only by default, with workspace-write sandboxing only when a user explicitly enables it, and reports job status, model listing, and progress back to the client.
    10
    1
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A lightweight short-term memory MCP server that automatically stores and recalls working context, session state, and task progress for AI agents. Memories auto-expire after 24 hours and integrate seamlessly with workspace-aware storage across multiple projects.
    10
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables MCP clients and LLMs to create, edit, list, and delete arbitrary daily numeric goals, log and correct entries, and retrieve timezone-correct progress, history, and streak status with at-least or at-most targets.
    10
    -