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  • A
    license
    A
    quality
    B
    maintenance
    Grades MCP servers on agent usability (A–F) — description quality, schema design, tool naming and token cost, the properties that decide whether a model picks the right tool. Benchmarked across 36 popular servers; a third scored D or F.
    3
    325 npm
    20
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables recording meals and workouts in Traditional Chinese and writing them to a user's Fitbit/Google Health account via Google Health API v4, with local OAuth, dry-run previews, and idempotency safeguards.
    11
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that exposes Firebase Firestore and Authentication to AI agents, supporting multi-project configurations and read operations.
    5
    74 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables persistent, auditable business operations state by storing knowledge, evidence, decisions, tasks, execution receipts, and review results in a local SQLite database, so different sessions can continue the same project.
    20
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables ChatGPT to select a coffee shop, products, and specifications, preview real quotes, create orders only after the owner approves each one, return an official QR code for self-payment, and query order and pickup information. It is a single-user, self-hosted bridge with OAuth/PKCE and strict confirmation safeguards, and it does not handle payment or expose cancellation or passthrough.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A secure and scalable Git MCP server giving AI agents powerful version control for local and (soon) serverless environments.
    49 npm
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables users to calculate structured astrological birth charts from date, time, gender, and location inputs, returning raw chart data for natural-language interpretation by ChatGPT.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables ChatGPT to query stores, menus, meal details, and coupons, calculate official prices, prepare orders for per-order owner approval, submit approved intents, and check order status with duplicate-submission and UNKNOWN safeguards.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Lets AI agents browse and read a university's student resource center portal, retrieving the resource pages for a given admission year and department along with progression and graduation requirements, student handbook sections, academic calendars, bus timetables, class advisors, application forms and manuals, and contact information, each answer cited with its source document and page. It is an unofficial tool that runs locally and drives Chrome or Edge to access the portal on the user's behalf.
    4
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Discord Message Sending Service for Claude Desktop and KADI Agents that enables sending messages and replies to Discord channels via the Discord REST API.
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