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Edge-case unit test suite synthesizer & branch coverage optimizer (CodiumAI)

MCP Proxy to API without code

Provides AI-powered search capabilities through three specialized tools: web search, people search, and X platform (formerly Twitter) search, all accessible via a Model Context Protocol interface.

A general-purpose MCP server providing web search, persistent memory storage, and secure code execution capabilities. It enables AI agents to search the web, store and retrieve data, and run Python/JavaScript code in sandboxed environments.

The repository todo-mcp-server is a minimal Todo application implemented as an MCP (Model Context Protocol) server. It provides basic functionalities such as listing, viewing, adding, removing, and clearing todo items.

Veo Credit Waste Gate public documentation modeled after the MiroFish docs pattern.

ENGRAM provides AI coding assistants with persistent memory across sessions by storing checkpoints, notes, project rules, and reusable skills as plain local files. It exposes ten tools for session management, brain dumps, note-taking, and skill creation and retrieval, with no database or cloud dependency.

Enables batch image compression and resizing using the TinyPNG API. Supports PNG, JPEG, WebP, and AVIF formats with detailed compression reports and multiple resize modes.

This MCP server provides access to AgentOps observability and tracing data for debugging AI agent runs, enabling retrieval of project information, trace details, span metrics, and complete execution traces through authenticated API access. Built using TypeScript with the Model Context Protocol SDK and Axios for HTTP requests, it features automatic authentication via environment variables, JWT token management, comprehensive trace analysis with nested span data, and data cleaning utilities to filter empty values from API responses. The implementation supports both individual trace/span lookups and complete trace reconstruction with all child spans and metrics, making it valuable for debugging complex AI agent workflows, analyzing performance bottlenecks, understanding execution patterns, and building AI assistants that need programmatic access to observability data without manual AgentOps dashboard navigation.

Instant zero-LLM deterministic JSON extractor & schema auto-repair engine healing truncated braces, markdown wrappers & invalid types.

Enables AI tools to report violations of international laws to monitoring agencies like Interpol, UN, and IAEA. Provides tools for reporting violations, listing legal statutes, and retrieving violation statistics through the MCP protocol.

Exposes Maker AI's knowledge surface (video generation workflows, pricing, FAQ, official links) to MCP-compatible AI clients like Claude Desktop, Cursor, and Windsurf. Read-only, no API keys required.

MCP server for Vietnamese stock market data, enabling AI assistants to access stock history, financials, company info, and global market data through 21 tools.

A beginner-friendly MCP server built in plain Node.js/JavaScript that exposes five tools (calculator, UUID generator, read notes, get weather, password generator) to teach how the Model Context Protocol works under the hood.

OpenAPI spec mock server response generator

Enables AI agents to search and recall Discord conversations, analyze community activity, participation, and growth, and optionally send messages when writes are enabled.

Runtime permission, approval, and audit governance for AI agent tool execution, enabling human oversight of risky actions via an MCP server.

ExploreYC startup investment profile scanner

An MCP server that indexes the public-apis catalogue, allowing LLMs to search and filter over 1,400 public APIs by category, authentication type, and technical requirements. It facilitates precise API discovery for developers by providing tools to query specific features like HTTPS support and CORS compatibility.

Enables AI agents to remotely operate visual design tools via MCP protocol, with composable architecture for image processing, file operations, and workflow automation.