Lightweight filesystem demo with metadata-rich operations like listing, reading, writing, and symlink creation using a Model Context Protocol toolkit.

Lightweight agent framework seamlessly accessing diverse tools via MCP servers for real-time data and domain-specific processing.

Learn to auto-expose FastAPI endpoints as MCP tools with zero-config, preserving schema and docs for seamless agent integration.

Scalable OpenAPI endpoint discovery using in-memory semantic search and instant endpoint docs for Claude integration.

Modular bridge linking LLMs with business systems, enabling natural-language operations and tool-driven actions with real-time monitoring.

Memory-focused Mem0 extension with per-user contexts, dual transports, YAML-driven config, and easy NPX/Docker deployment.

Java-based LangChain4j client enabling SSE and STDIO transports, private LLM access, and dynamic tool provisioning for Spring Boot integrations.

Real-time Pump.fun tokens and market analytics with discovery, holders, and trading insights on Solana.

Lightweight starting point connecting LLMs to real-world tools via an open protocol, with a minimal client and example agents.

Real-time Jupyter integration enabling live code execution, image extraction, and notebook management with strong security and robust error handling.

Experiment hub with setup guides, inspector tooling, and integration patterns for developers.

An out-of-the-box n8n workflow client enabling secure context exchanges through configurable placeholders and sanitized templates.

Interactive filesystem exploration with LangGraph via MCP, featuring data-driven server config, async safety, and unique tool namespaces for scalable multi-server workflows.

TypeScript-based mail management for t-online offering advanced search, folder organization, secure IMAP/SMTP, and .env-driven configuration to streamline email workflows.

基于Model Context Protocol (MCP) 的Markdown转Word服务器

Python-based VRChat control via MCP using OSC and fastmcp, enabling Windows automation and screen interactions.

Fetch live Polymarket events, auto-categorizes topics with Claude, appends web context, and maintains versioned CSV histories for interactive analysis.

A practical blueprint to expose data as resources, create tools, and connect sources for dynamic AI interactions.

Unified test hub enabling Postman asset processing, MCP compatibility, and local API testing with live results.

Production-ready GitHub Issues MCP with robust authentication, modular design, and zero-config npx usability.

Centralized catalog of image quality metrics featuring FR, NR, and task-focused options with discovery, details, and usage samples.

Model Context Protocol implementation for easyrag2 - Text similarity search and visualization system

AI-powered generator for AEM components via natural prompts, mapping prompts to JSON schemas and producing components, templates, and dialogs through the MCP workflow.

Extensible GitHub automation agent orchestrating contextual requests for PRs, issues, and workflows via pluggable adapters.