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Enables sending emails via Gmail API, checking thread replies, and listing sent emails, all logged locally in SQLite.

Open packaging format for AI coding assistant extensions -- one archive installs skills, agents, MCP servers, and hooks across any compatible tool.

A lightweight MCP server that records and reuses prompt gaps — essential context missing from initial instructions — so your AI assistant learns from every session using a plain JSONL file tracked by Git.

Enables teams to share and dynamically update instructions for Claude via a collaborative YAML file, with tools for refreshing and prompts for different modes.

Imgflip MCP — wraps Imgflip API (free, no auth for template listing)

An MCP server that enables users to interact with LinkedIn feeds and search for job listings through natural language. It provides tools for retrieving recent feed posts and searching for professional opportunities based on specific keywords and locations.

F1 MCP server

Enables AI coding agents to quickly search and navigate large codebases by indexing symbols and references, offering tools for fuzzy symbol lookup, file outlining, and reference discovery without a language server.

Enables natural language control of Aspen Plus for chemical process simulation, including parameter tuning, batch runs, and result reading.

This MCP server provides AI assistants with unified access to biomedical databases and research tools through a single interface, built by the BioContextAI team using Python with FastMCP and designed to eliminate the need for custom integrations with each biomedical resource. The implementation offers over 20 specialized tools covering protein databases (UniProt, AlphaFold, Human Protein Atlas), genomics resources (Ensembl, KEGG), literature search (Europe PMC, Google Scholar), clinical data (ClinicalTrials.gov, OpenFDA), and ontologies (Gene Ontology, EFO, ChEBI), with both self-hosted deployment options and a hosted service at mcp.biocontext.ai. Built with comprehensive test coverage, Docker support, and integration with the BioContextAI Registry for community tool discovery, it serves researchers needing programmatic access to biomedical data, bioinformatics teams requiring standardized database queries, and AI applications that need verified biomedical information without managing multiple API integrations.

Enables querying Singapore government procurement tender awards from GeBIZ without API keys.

A local MCP server that reads Discord servers and channels and optionally sends messages with explicit allowlists, read-only by default.

A Go-based MCP (Model Context Protocol) server for IBM MQ management via PCF (Programmable Command Format) commands over stdio.

A Model Context Protocol server that provides real-time weather alerts and forecasts using the National Weather Service API.

Read-only MCP bridge connecting Claude Desktop to Merlin Project on Mac, allowing natural-language queries about plans, activities, resources, and project data.

MCP server for managing event spaces, hotels, and party venues in Saga Prefecture, Japan. Enables searching, creating, updating, and deleting venues, announcements, release notes, and performing administrative tasks via natural language.

Provides a standardized interface for interacting with Rocketlane's tools and services through the Model Context Protocol, enabling unified API access.

A documentation search server that enables AI assistants to retrieve up-to-date documentation from popular Python libraries including LangChain, LlamaIndex, and OpenAI. The server uses the Serper API to perform targeted Google searches within specific documentation domains, then fetches and extracts the content from the search results. Built with FastMCP, it exposes a single tool that accepts a query and library name, returning relevant documentation text that can help users solve problems or understand library features without leaving their AI assistant conversation.

An MCP server for SonarQube that enables LLM agents to discover projects, analyze code quality metrics, check Quality Gate status, search issues with filters, and rank projects by worst-performing metrics. It provides read-only, safe access to SonarQube instances with structured outputs and error handling.