Development Tools

A template and demonstration project for building, testing, and deploying remote MCP servers using FastMCP and uv. It provides a foundational structure for creating MCP-compliant tools that can be hosted publicly and integrated with LLM agents.

Enables application deployment and management on the VTP platform directly through Claude Code. It provides tools to analyze projects, generate configurations, and list deployed apps using the VTP API.

An MCP server and crawler for Xafari documentation that enables AI agents to search, retrieve pages, and extract code examples from a local index. It provides structured documentation access through stdio or HTTP interfaces for seamless IDE integration.

An MCP server that automatically renames local subtitle files to match corresponding videos using statistical token matching and episode verification. It enables users to scan media directories, preview matches, and manage subtitle configurations through natural language commands.

A corporate file management system that enables users to upload and activate files through an approval workflow for use within ChatGPT Apps. It utilizes the Model Context Protocol to provide secure access to file metadata and listings via OAuth 2.1 authentication.

An MCP server for the Talon accessibility framework that surfaces logs, configuration details, and status information. It enables users to interact with the Talon Python REPL to execute code and manage the framework through natural language.

Provides read-only access to Google Search Console data, allowing AI assistants to query site performance metrics like keywords, clicks, and rankings using natural language. It supports listing verified properties, querying search analytics with dimension filters, and retrieving sitemap information.

A versatile MCP bridge that connects any OpenAI-compatible API to the Model Context Protocol, providing comprehensive tools for benchmarking, evaluating consistency, and monitoring performance metrics like performance vs quality.

A comprehensive server that integrates mobile testing frameworks with JIRA, generating BDD test scenarios and framework-compatible test scripts automatically.

A data engineering MCP server that integrates dbt Core and DuckDB, allowing for CLI execution, model lineage discovery, and direct SQL querying of local data warehouses.

An MCP server that enables AI agents to interact with Nastran FEA models by reading, writing, and analyzing BDF and OP2 files. It provides tools for mesh quality assessment, geometric analysis, and automated report generation for structural engineering workflows.

A minimal Python-based MCP server that provides standard arithmetic tools including addition, subtraction, multiplication, and division. It allows language models to perform basic mathematical calculations through a standardized interface.

MCP server for ng-annotate-mcp — exposes Angular browser annotations as MCP tools for AI agents

A production-ready Python MCP server providing tools for fetching live weather data, querying local SQLite databases, reading files, summarizing webpages, and performing safe mathematical calculations. It enables MCP-compatible LLM clients to execute these tasks autonomously as part of agentic workflows.

Drop-in Playwright Tools for MCP with anti-bot curved mouse movements and log-normal typing delays. Bypasses detection by Cloudflare, DataDome, PerimeterX, etc.

A universal server that enables MCP-compatible clients (like Claude Desktop, Cursor, VS Code) to access OpenAI's APIs for chat completions, image generation, embeddings, and model listing through a standardized interface.

A machine learning-powered MCP server that predicts video game review scores on a 0-100 scale using Random Forest regression trained on Steam, SteamSpy, and RAWG data.

A comprehensive Model Context Protocol server that provides AI assistants with 158 tools for interacting with the Osmosis blockchain, covering everything from basic queries to direct transaction execution.

7-stage AI pipeline MCP server: Intent→Context→Git→Decompose→Variants→Critique→Optimize

Lightweight ClickUp MCP server - 37 tools, token-optimized (95% smaller responses)

Enables network management through Cisco Catalyst Center, providing tools for monitoring device health, tracking client data, and managing network issues. It also supports compliance and lifecycle management by retrieving EoX summaries and detailed security advisory status.

Enables LLMs to interact with the Pipefy GraphQL API to manage pipes, cards, database tables, and records through natural language. It provides tools for searching, creating, and retrieving detailed information about Pipefy workflows and database entities.

Enables AI agents to discover each other and communicate through cryptographically verified messaging and secure inbox management via the Agents Registry. It provides tools for Ed25519-based identity authentication, message signing, and agent discovery across domains.

Enables interaction with the DROYD AI trading agent API for cryptocurrency research, project discovery, and market screening. Users can manage watchlists, chat with AI agents, and execute trades directly through MCP-compatible clients.

Manages agent certification by tracking trust scores, capabilities, and test results via a PostgreSQL database. It allows users to verify agent skills, report test outcomes, and automatically certify agents based on performance thresholds.

An MCP server that enables interaction with Google Drive through the Google Cloud API. It allows users to list, read, and upload files directly from MCP-compatible clients like manus.im or Cursor.

An MCP server that provides knowledge about Coordinate Reference Systems (CRS).

Enables secure interaction with Notion through a suite of tools for searching, reading, and modifying pages and databases. It features OAuth 2.1 authentication with PKCE and encrypted token storage to provide an enterprise-ready interface for MCP clients.

Push notifications for AI developers via MCP - Get notifications from Claude Desktop, Claude Code, Cursor, and Windsurf on your mobile device

MCP server for Claude Code - Knowledge graph-based context storage with 74x faster reads