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"How to implement intent recognition in MCP" matching MCP servers:

  • inbox-to-action-mcp

    tarunlnmiit
    A
    license
    A
    quality
    A
    maintenance
    One-pass agentic inbox triage as an MCP server: fetch unread Gmail → classify (action_needed/fyi/newsletter/noise) → summarize → extract tasks → draft replies as Gmail DRAFTS (never sends) → flag calendar → write a triage report. Four stdio tools (fetch_emails, save_gmail_draft, append_tasks, write_report); the host is the LLM, so it runs keyless in Claude Code. Gmail scopes: readonly + compose
    4
    MIT

  • goodday-mcp

    cdmx-in
    A
    license
    B
    quality
    D
    maintenance
    Goodday‑MCP is a lightweight Model Context Protocol (MCP) server designed to seamlessly integrate with the Goodday project management platform via its API v2. It enables querying of projects, tasks, and users—without altering any data—making it ideal for secure context-aware applications
    21
    2
    MIT

  • OpenProject MCP Server

    dev-in-black
    F
    license
    A
    quality
    D
    maintenance
    Enables comprehensive management of OpenProject work packages, projects, comments, and relations through natural language. Supports creating, updating, and organizing tasks with assignees, watchers, hierarchies, and inter-task relationships.
    21

  • Tracker MCP Server

    0-to-1-Labs
    A
    license
    -
    quality
    B
    maintenance
    Enables AI agents to manage Kanban boards, cards, sessions, and automations through a unified MCP interface with real-time updates, supporting delegation, agent sessions, and human-in-the-loop interactions.
    AGPL 3.0

  • calmcp

    consetto
    A
    license
    A
    quality
    A
    maintenance
    A read-only MCP server that bridges AI assistants to SAP Cloud ALM, exposing read APIs through four intent-based tools. It runs locally over stdio or remotely over Streamable HTTP, and can be deployed to SAP BTP Cloud Foundry.
    4
    2
    MIT

  • ForgeSwarm

    H2SO4620
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that turns independent AI agents into a coordinated engineering team with shared task board, context, review loop, and enforced plan-implement-review-iterate workflow.
    24
    MIT

  • Project MCP

    pouyanafisi
    A
    license
    A
    quality
    C
    maintenance
    Intent-based project documentation server that automatically maps natural language queries to the right sources (plans, todos, roadmap, docs) and provides comprehensive task management with dependency tracking, backlog promotion, and archival workflows.
    42
    35
    9
    MIT

  • FoundersOS

    OurThinkTank
    A
    license
    A
    quality
    A
    maintenance
    Give your AI the full context of how your business runs: CRM, finances, tasks, and memory in one self-hosted MCP server." Short + long descriptions lead with cross-domain reasoning ("which customers are behind on payment and what did we last promise them" reads the ledger and CRM in one answer) and self-hosted data ownership (your own Supabase, stdio, MIT).
    100
    16
    MIT

  • Twenty CRM MCP

    0xfabrica
    A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to read, search, create, update, and manage records in Twenty CRM with a safe, composable 14-tool interface and guarded destructive operations.
    14
    MIT

  • Sunsama MCP Server

    robertn702
    A
    license
    A
    quality
    F
    maintenance
    Enables AI assistants to manage tasks in Sunsama, including creating tasks, reading daily and backlog tasks, marking tasks complete, and organizing projects through streams.
    16
    103
    52
    MIT

  • Rippling MCP Server

    bifrost-mcp
    A
    license
    B
    quality
    D
    maintenance
    Connects AI agents to the Rippling HR/IT/Finance platform to query employees, manage leave requests, and view organizational structures. It provides eighteen tools for accessing company data, employee details, and administrative activities through the Rippling API.
    19
    11
    3
    MIT