Showcases LangChain adapters connecting LLMs with external tools via Ollama, enabling multi-tool workflows in Python. Demonstrates math and weather tools, dynamic tool discovery, and lightweight client orchestration for rapid prototyping and educational exploration. Ideal for developers evaluating tool integration patterns and extension points within the MCP ecosystem.

CLI-based toolkit to generate Flutter projects across platforms with protocol-driven workflows

Lightweight echo utility with an echo_tool for validating client integrations; ships as a ready-to-run Python template with simple uv/uvx setup.

AI-powered interface to manage Request Tracker via natural language prompts, enabling status checks and ticket creation with minimal setup.

Comprehensive toolkit for querying Hackle A/B experiments, messages, analytics, and remote configurations via a unified API with rich search and time-series support.

Fetches Canadian weather forecasts via the Government of Canada Weather API for precise latitude/longitude queries, easily integrating with Claude Desktop and compatible clients.

A reusable component to query the BOAMP API and retrieve public tender notices with advanced search, detailed markets data, and export-ready results.

Conversational SQL helper enabling natural-language queries, no-code data operations, and one-click procedure execution over SQL databases.

Enterprise-grade RAG for academic documents with OCR processing, multi-model LLM support, hot-reload config, and real-time observability.

Finds original TypeScript symbol definitions in local projects and returns location plus code snippet for AI editor integration.

Wraps ProjectDiscovery's subfinder behind a JSON-RPC API for fast, recursive subdomain discovery with source filtering and configurable timeouts.

Integrates PayAI marketplace with Claude Desktop and Cursor IDE to discover, hire, and soon purchase AI agents.

Learning-oriented, tool-driven flow showcasing two-step function discovery and execution with sample chats and optional vector storage.

MacOS-first MCP server linking iCloud Obsidian vaults to AI with multi-vault support and Claude Desktop integration.

A MCP (model context protocol) server that gives the LLM access to and knowledge about databases

Unique Galician dictionary integration enabling LLMs to fetch definitions, examples, and linguistic data from the Dicionario da Real Academia Galega in real time.

CLI-based Gemini-powered host enabling dynamic tool discovery and runtime tool integration across connected services.

A Model Context Protocol (MCP) server that provides a seamless email management interface through Claude

Demo showcasing Playwright integration with a structured browser automation protocol: fast, deterministic, using accessibility snapshots for LLM-driven actions.

Secure MySQL data exploration via environment-based access, enabling table listing, data reading, and safe SQL execution with robust logging.

A MCP server that retrieves and lists running AWS EC2 instances per region with MCP tooling.

Guided deployment bridge between LLM-driven prompts and diverse hosting platforms, with secure credentials and Windsurf handoff.

Access Confluence content and Jira issues via CQL/JQL, with space filtering and quick setup.

Redis-based transport enabling multi-user sessions with real-time streaming and durable routing for distributed AI workloads.