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Enforces structured output from LLMs by extracting JSON, validating against a shape spec, and generating retry prompts for incorrect responses.

Agent skill and MCP server for ideaShell (闪念贝壳). Let Claude Code, Codex, Cursor, ChatGPT and any MCP client search, read and write your notes, voice recordings and to-dos.

Manages Xray test cases, executions, and reports through natural language commands.

Audit and improve SwiftUI runtime.

Use when sending messages, searching chats, or managing conversations.

Let agents list and run NPS/CSAT/CES/PMF surveys for your project and pull honest scores, responses, and share links.

An MCP server that lets AI agents read and write locale JSON translation files directly from the conversation without loading the whole catalog into context.

Provides mathematical computation capabilities including basic arithmetic operations (add, subtract, multiply, divide), advanced functions (square root, factorial, logarithm), and trigonometric functions (sin, cos, tan) through the Model Context Protocol.

Lunar Gateway 2026: Agent-Native MCP Security & Governance Hub for AI Workloads

This MCP tool, developed by Chris Mann, enables Google search and webpage content extraction using the Chrome browser. Built with TypeScript and leveraging the Model Context Protocol SDK, it provides a bridge between AI models like Claude and web-based information sources. The implementation focuses on automating browser interactions to perform searches and extract content, making it easier for AI systems to access up-to-date web information. It's particularly useful for enhancing AI capabilities with real-time web data, enabling use cases like fact-checking, research assistance, and content generation that requires current online information.

A minimal Python MCP server with bearer token authentication and an example hello tool, deployable on Render for building custom MCP tools.

MCP server for PostgreSQL database

Demo of implementation of MCP using Langchain MCP Adapters and Ollama

Transform technical insights into visual concept guides — symbolic imagery, color arcs, and creative direction for video.

Local LLM fine-tuning orchestrator & GPU memory profiler (Unsloth style)

Google Maps businesses to leads with a verified contact email. Search by keyword or enrich a website list. No proxy.

Enables AI clients to interact with GitHub repositories, issues, pull requests, and code search through the GitHub REST API.

MCP server for AI-assisted code review, enabling integration with the DevReview tool.

Direct Attio CRM integration for OpenClaw with full CRUD capabilities.

Publish the website you built with AI to a live public URL — straight from chat, no setup.