Web Services MCPs
15,621 MCP servers found
klerk-mcp
by schedin
Klerk-based plugin exposing app models via a standardized API with filtering, pagination, and command execution.
mcp_grafana_poc
by shesadri
Proof-of-concept integration that combines Grafana monitoring with a containerized stack, sample metrics, and ready-made dashboards for rapid experimentation.
graph-memory-rag-mcp-server
by lecharles
Graph-driven in-memory store for entities and relationships, enabling rapid context and relational reasoning across AI agents.
weather-server
by zazzzf
Weather MCP Server - 基于Model Context Protocol的天气数据服务
demo-mcp-server-weatherapi
by peterDijk
Wraps National Weather Service data into forecast and alerts tools with streaming and SSE options.
mcp-server-py
by jurentie
Lightweight Python implementation enabling modular model context sharing, secure token routing, and pluggable storage with flexible adapters.
movie_mcp
by xSaCh
Lightweight TMDB-powered watchlist manager with FastAPI, SQLite, and JSON-RPC interface for movie and TV data.
jhipster-mcp-blueprint
by khayashi4337
Blueprint for AI-integrated JHipster applications enabling automatic context generation, intelligent prompts, and customizable workflows with pluggable AI backends.
mcpserver-certexpiry-checker
by irffy
Monitors TLS certificate expiry across sites with lightweight polling, alert hooks, and seamless automation workflow integration.
mcp-llm-demo
by de-developer-1
Model Context Protocol (MCP) サーバーとローカル LLM を連携させるデモ
alt-decision-tree-mcp-server
by yamanoku
Automates context-aware ALT text generation from images using a decision-tree guided by ARIA guidelines, with a trust score.
Astronomy-Research-Assistant
by shitijseth
A multi-LLM astronomy assistant leveraging protocol-based integration with NASA APIs, SIMBAD, and exoplanet archives, delivering real-time data and intelligent tool orchestration for researchers and educators.
twitter_bot
by mohankrishna213
A lightweight MCP-enabled Twitter automation tool that posts tweets and fetches user tweets.
mcp-newyorkfed
by trygordian
Unified access to NY Fed markets data: reference rates, SOMA holdings, and operations via a protocol-driven interface.
fastapi-mcp-learning
by mbaneshi
Learn to auto-expose FastAPI endpoints as MCP tools with zero-config, preserving schema and docs for seamless agent integration.
fastapi-mcp
by KimiJL
Simple example showcasing mounting a Model Context Protocol into a FastAPI app with Dockerized setup and a sample client.
solarman-mcp-server
by DankeyDevDave
Scalable OpenAPI endpoint discovery using in-memory semantic search and instant endpoint docs for Claude integration.
weather-mcp
by encoreshao
Weather alerts and forecasts for US locations via the National Weather Service API, with Claude Desktop integration for seamless desktop hosting.
mcp_test
by mahbub2649
Modular bridge linking LLMs with business systems, enabling natural-language operations and tool-driven actions with real-time monitoring.
better-mem0-mcp
by jtsang4
Memory-focused Mem0 extension with per-user contexts, dual transports, YAML-driven config, and easy NPX/Docker deployment.
Pump-Fun-MCP
by agentis-dev
Real-time Pump.fun tokens and market analytics with discovery, holders, and trading insights on Solana.
mcp-server-ufile
by hdcola
Secure, context-aware access to ufile.ca for income tax returns with structured data retrieval and automated workflow integration.
mcp-prototype-nature-dm
by drpedapati
Prototype enabling context vector extraction, dynamic AI orchestration via OpenAI API, provenance routing, and an EDS simulation within a FastAPI service.
jupyter-mcp-server
by JosephLin11
Real-time Jupyter integration enabling live code execution, image extraction, and notebook management with strong security and robust error handling.