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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables running user-supplied scripts inside resource-limited, network-isolated Docker containers built from human-reviewed Dockerfiles, with jobs driven by an outbound-only worker.
    4,762 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Local MCP server that registers restricted Python filters and runs them against local JSON, YAML, and TXT files, enabling safe data filtering and file conversion.
    3
    6
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables Claude Code to work with personal data that stays on the local machine, running SQL, Python, and file/schema inspection in a sandboxed compute-to-data setup that returns only aggregates, schemas, synthetic fixtures, and pseudonymized results. Raw records, file names, and protected values never reach the Anthropic API, so Auto mode can stay hands-off.
    5
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    An MCP server that provides data bridging from Spring Boot interfaces and a lightweight Python sandbox for script execution. It enables agents to fetch data as Markdown or Parquet files and perform automated data analysis within a controlled environment.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Lets AI assistants use MetaModel's formula engine for certified computation, turning published calculators, pricing tools, and engineering models into AI-callable tools with no hallucinated math.
    3
    47 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an AI agent to check live GPU prices, get a cost quote, rent a per-minute GPU instance, upload code and data, run jobs in the background, tail logs, download results and destroy the instance to stop billing. Includes guardrail limits on spend, hours and idle time, safe file transfer, and access to an OpenAI-compatible model API for inference without renting a GPU.
    2,249 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A production-ready foundation template for building Model Context Protocol (MCP) servers with FastAPI, featuring modular tools, comprehensive testing, and OpenShift deployment configurations. Includes automated transformation scripts to create custom domain-specific MCP servers.
    68
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A starter template for deploying Model Context Protocol (MCP) servers on Vercel using TypeScript and Vercel Functions. It includes example tools for rolling dice and checking weather to demonstrate tool integration patterns.
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Context Mode is an MCP server that reduces context window waste by sandboxing data-heavy tools, tracking session state in SQLite, and promoting code-based analysis over raw data reads, achieving up to 98% context savings.
    11
    69,997 npm
    Elastic 2.0
  • A
    license
    A
    quality
    D
    maintenance
    A demonstration server that reveals security risks by accessing sensitive environment variables, illustrating how MCP tools can potentially leak user data without explicit consent.
    1
    8
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that enables AI assistants to build and test Xcode projects directly through a standardized interface, with capabilities for running tests, monitoring progress, and accessing logs in real-time.
    18
    129 npm
    53
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    An implementation of the Model Context Protocol for the Opik platform that provides a unified interface for accessing Opik's capabilities, supporting multiple transport mechanisms for flexible integration with IDEs and other environments.
    19
    151 npm
    882 PyPI
    226
    Apache 2.0
  • F
    license
    C
    quality
    D
    maintenance
    A Node.js-based trading bot that integrates with the Zerodha platform to provide automated stock trading operations through MCP tools including session management, buy/sell operations, and portfolio tracking.
    6
    -
  • A
    license
    Not graded
    quality
    F
    maintenance
    A Python-based MCP server that allows Claude and other LLMs to execute arbitrary Python code directly through your desktop Claude app, enabling data scientists to connect LLMs to APIs and executable code.
    25
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Lets any MCP client build and test native iOS or macOS apps with xcodebuild and XCTest, then launch the app on a cloud Mac's simulator and inspect the screen, tap, type, swipe, and press buttons to verify its own work. Also returns a live browser link for watching and using the running app.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A local, zero-dependency MCP server that cuts coding-agent round-trips by aggregating search, read, edit, exec, git, and savings tools into single, validated calls, with cost tracking and no data leaving the machine.
    2
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A minimal MCP server for running Python scripts on a remote machine over HTTP, exposing tools to Claude for script discovery, execution, and job status tracking.
    ISC
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables automated access to LeetCode problems, contests, solutions, and public user data across leetcode.com and leetcode.cn, with optional session-cookie authentication for private features such as notes, problem lists, progress tracking, code execution, and submission analysis.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Connect an AI assistant to aCelery, describe the app you want in plain words, and it writes the app, creates its database, runs it on your phone, checks for errors and fixes them — while you watch.
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Gives Claude read-only access to a Zerodha Kite Connect account and Indian market data by running Claude-authored Python scripts against the zapkite library in an isolated subprocess, returning only printed output so large datasets never enter context. It also hosts scheduled market watchers that email alerts when conditions turn true, plus a web app for Zerodha login and watcher management.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables automated access to LeetCode problems, contests, solutions, and user data across leetcode.com and leetcode.cn, with optional authentication for private features such as notes, problem lists, progress tracking, and submission analysis.
    MIT