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Spring AI Example

Demonstrates Spring AI tools implementation with an MCP server and agentic AI proposals.

Said Weather

Provides real-time weather information by integrating with geolocation and meteorological APIs.

Koffee

Enables programmatic interaction with Kubernetes resources by implementing the Model Context Protocol server.

Petstore

Provides a comprehensive Model Context Protocol implementation for the Swagger Petstore API, including both server and client systems for seamless agent integration.

ArXiv Search

Provides search functionality for arXiv.org papers using the official arXiv API.

RentSmart

Generates and serves rental agreements and receipts as PDF documents on the fly, integrated with an AI-powered WhatsApp bot.

Jira-GitLab

Integrates Jira and GitLab to enable AI agents to manage issues and branches across both platforms.

Infra

Provides an agentic interface for diagnosing Kubernetes cluster issues using natural language queries.

Crew Optimizer

Provides tools and agents for solving linear and mixed-integer programming problems, translating natural language to LP JSON, and diagnosing infeasibility.

Qi140 Multi

Provides a versatile server for AI-powered customer service interactions, integrating with large language models and persisting conversation logs.

Mnienu

Enables AI assistants like Claude to interact with Databricks workspaces by hosting Model Context Protocol (MCP) prompts and tools on Databricks Apps.

Local Tools

Provides a modular, production-ready Model Context Protocol server offering calculator and file operation tools for LangGraph agents and other MCP clients.

ElevenLabs

Integrate ElevenLabs' advanced AI speech capabilities, including text-to-speech, voice management, and audio transformation, into MCP clients.

Analysis

Orchestrates large language models through chained operations to build complex, multi-layered critical analyses of current affairs.

Medicine Carousel

Provides an interactive medicine catalog for Lilly Direct pharmaceuticals with secure user authentication for ChatGPT Apps SDK integration.

Research Assistant

Offers extensive tools, resources, and prompts by integrating Google Custom Search and Wikipedia functionality for advanced research and information retrieval.

PostgreSQL Database

Facilitates programmatic interaction with PostgreSQL databases for schema exploration, query execution, and data management.

Erl VectorDB

Provides a high-performance, fault-tolerant vector database leveraging Erlang/OTP's Actor model for concurrent operations and distributed clustering.

Provenonce

Provide AI agents with cryptographic identity, verifiable passports, and continuous liveness proofs.

Bahraini Law

Provides AI-powered access to 1,622 Bahraini laws and 14,506 legal provisions for legal research and compliance.

Dynamic Analysis

Performs dynamic program analysis using tools like Valgrind Memcheck to detect vulnerabilities and generate evidence for LLM-assisted security reasoning.

SSH Wrapper

Enables AI agents to execute commands on remote hosts by securely delegating to the local SSH binary and its configuration.

Agent Task Manager

Provides an enterprise-grade server for orchestrating and managing long-running AI agent tasks across sessions and memory boundaries.

Blue Team

Empowers Claude Desktop with defensive security tools for system investigation, monitoring, and hardening.

Google Analytics

Provides AI agents read access to Google Analytics 4 data via a remote Model Context Protocol server.

Reddit Ads

Exposes Reddit Ads API v3 operations over stdio for programmatic management by AI agents.

Claudex Strava

Connects Claude to Strava fitness data, enabling natural language queries about your training history.

Homosaurus

Integrates the Homosaurus V4 LGBTQ+ linked data vocabulary with AI-assisted cataloging workflows via Claude Desktop, enabling direct querying and retrieval of authority data.

Postlark

Enables AI agents to publish and manage blog posts on the Postlark platform.

Wetterdienst

Accesses weather data, alerts, and crowd-sourced reports from the Deutscher Wetterdienst through standardized Model Context Protocol tools.