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"Semantic code navigation tools for AI agents" matching MCP servers:

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  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.
    62
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables an AI agent to host a shared folder or join an invite link as a participant in a collaborative editing session, reading, editing, and writing the files the room shares. Runs the same sync engine and wire protocol as editor clients, so an agent and a person or another agent converge on the same documents and see each other's changes.
    10
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Drafts ISO management-system documents clause by clause for Annex SL standards (ISO 9001, 14001, 45001, 37001), grounding each deliverable on the client's existing Word documents. Produces high-fidelity .docx output with colour change tracking and a runtime fidelity guard that verifies nothing was lost or fabricated.
    6
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude to perform exact math, date and holiday calculations, CSV/SQLite/PDF and text processing, filesystem and system diagnostics, network requests, and ffmpeg-based media operations through small purpose-built tools.
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables deterministic calculations for AI API and subscription costs, meeting time zones, recurring schedules, and cron next-run previews, returning normalized inputs, units, assumptions, dated sources, and links to results.
    5
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides task and project management tools for AI agents, including todo list management, prioritization frameworks like Eisenhower Matrix and RICE scoring, time estimation using PERT, daily standup generation, and sprint burndown calculation.
    5
    45 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server for accurately reading and writing Excel .xlsx files while preserving structure, styles, and formulas. Provides tools for inspecting, editing, and aggregating spreadsheet data, with optional LibreOffice recalculation.
    29
    54 PyPI
    4
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A native Nextcloud app that exposes the instance as an MCP server so Claude and other MCP clients can read, search, and (with admin-granted permissions) edit files, notes, calendars, Deck cards, and Talk conversations. It runs inside Nextcloud with OAuth or app-password sign-in, applying each user's own Nextcloud permissions and admin-controlled per-operation grants.
    17
    AGPL 3.0
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server for document conversion and processing, enabling AI assistants to handle various document formats.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    MCP server that provides tools to control a server-owned Pomodoro timer, allowing focus, pause, resume, skip, reset, and stats operations.
    1
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to access and interact with a Twist workspace, including inbox, threads, conversations, search, replies, reactions, and completion actions.
    19
    152 npm
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Exposes 105 MCP tools that let Claude and ChatGPT read and analyse a Mizito workspace's chats, projects, tasks, calendar, letters, minutes, surveys, notes and files (including PDF, Word, Excel and image content). Write, CRM and admin tools can optionally be enabled so the assistant can also send messages and letters, create and repeat tasks, manage kanban boards, and handle customer records.
    35
    16
    MIT
  • A
    license
    B
    quality
    C
    maintenance
    Structure-preserving Word DOCX editing MCP server with a .NET Open XML backend and Office.js live sessions. Enables safe, auditable, incremental editing of Microsoft Word documents for AI agents.
    63
    13 npm
    10
    AGPL 3.0
  • A
    license
    B
    quality
    B
    maintenance
    Provides a read-only MCP interface to Kaiten, letting an agent retrieve cards, spaces, boards, columns, lanes, discussions, checklists, tags, custom properties, sprints and time-tracking reports with paging, filtering and long-text continuation. It also lists card and comment attachments and downloads selected originals as local files, with hashes and safe unique names, for further agent analysis.
    37
    15 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A standalone remote MCP server that lets AI clients read, search, post, schedule, and manage messages and files in Mattermost as each individual user through per-user OAuth, without requiring a plugin or Enterprise license. It keeps each user's Mattermost tokens server-side, enforces per-user permissions and API limits, and ships guard rails against duplicate or unintended posts.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables browser-based AI services to connect through remote MCP for internal document search, email checking and replies, timecard, sales/project, schedule/task, and operations tasks. It supports multiple AI clients via compatible remote MCP endpoints.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    This MCP server provides hiring automation tools for recruitment processes. It enables users to generate job descriptions, score CVs, create interview questions, benchmark salaries, and draft offer letters through natural language interactions.
    16 npm
    29 PyPI
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables ChatGPT to work with a user's personal WPS cloud documents across Writer, Spreadsheets, Presentations, PDF, Smart Documents, Smart Forms, and Multi-dimensional Tables, performing authorized cloud operations and returning verifiable WPS links without local installation or an always-on computer.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to interact with Slack workspaces by listing channels, posting messages and thread replies, adding emoji reactions, retrieving channel history and thread replies, and inspecting user profiles. Supports both stdio and Streamable HTTP transports for flexible integration.
    MIT