Dedicated computation helper for accurate arithmetic in LLM workflows, delivering precise, verifiable results with deterministic formatting and robust error handling.

Experimental bridge enabling AI models to run SQL against SQLite Cloud, manage schemas, and reveal performance insights with query analysis.

Gmail-specific access for LLMs enabling listing, reading, composing, replying, and batch deletion via Gmail API.

Cross-LLM context orchestration with persistent memory, modular tooling, and policy-driven workflows for richer, controllable AI interactions.

Awesome AdsMCP servers – standardizing ad APIs via Anthropic’s Model Context Protocol.

A Python-based tool to track model context in GitHub repos with repo/file management, user data, and async API access.

Real-time cryptocurrency data provider with CoinCap integration, TypeScript typing, built-in retries, and rich exchange details for seamless MCP ecosystem integration.

High-performance real-time trading platform delivering low latency, secure multi-client context management with high availability.

Modular Rust framework enabling seamless language-model integration with external data through tool-driven interactions and JSON-RPC.

Modular MCP framework enabling agents to plan, reason, compute, and visualize results via tool-driven iterations.

AI-powered PR reviews leveraging MCP for secure GitHub data and configurable LLMs.

Rust-based bridge enabling model-driven queries against Glue Data Catalog via SSE

An automation framework that auto-sets up Playwright UI and API tests from Git or local projects, with automated test case generation and detailed reporting.

TypeScript MCP client with dual transports, auto-detection, and Claude Sonnet tool orchestration.

Unified Gumloop automation interface enabling AI-driven flows to be started, monitored, and managed; discover workbooks and saved flows, inspect input schemas, and manage assets.

GA4 admin toolkit to centrally manage properties, annotations, audiences, and custom dimensions via the Google Analytics Admin API.

A Gemini-based MCP server and client enabling flexible model context management with a lightweight Deno/TypeScript setup.

Python MCP client enabling multi-LLM workflows with dynamic tool loading and interactive chat.

Lightweight tool to automate Obsidian vaults with read, write, create, delete, and frontmatter management plus safe backups.

Comprehensive model context protocol with Puppeteer automation, a demo UI, and IDE-friendly client integration for browser control.

Exercise: Integrate Model Context Protocol with GitHub Copilot

A memory-driven NPC dialogue system enabling multiple characters, tools, and offline summarization for persistent, context-aware RPG conversations.

Twitter-integrated platform enabling AI to read, post, search, and grok insights without direct API access.

A minimal Swift-based MCP server using stdio transport with an echo tool, designed for Claude Desktop integration and rapid prototyping.