AI & ML

Persistent memory for AI tools. Local-first knowledge graph with hybrid search.

Lightweight RAG server for the Model Context Protocol: ingest source code, docs, build a vector index, and expose search/citations to LLMs via MCP tools.

A specialized SEO and content analysis tool that uses Google-patented fan-out methodologies to identify gaps between user queries and existing content for generative engine optimization (GEO).

GoPeak — The most comprehensive MCP server for Godot Engine. 95+ tools, LSP, DAP, screenshots.

MCP (Model Context Protocol) Server. Provides a robust bridge to the Atlassian Confluence API, enabling search, retrieval, creation, and update of Confluence pages with full-text search and version control capabilities.

MCP server for NetSuite ERP integration with OAuth 2.0 authentication, enabling natural language access to NetSuite data through SuiteQL queries, reports, saved searches, and REST API operations.

A tool for accessing and searching Fediverse Enhancement Proposals (FEPs), bypassing repository bot-protections to allow AI assistants to read standardization documents.

MCP (Model Context Protocol) Server. Integrates with Telegram chats via the Bot API to enable secure, whitelisted messaging and AI-powered interactions for automated workflows and communication channels.

MCP (Model Context Protocol) Server. Integrates with CouchDB to enable database management, document operations, and Mango queries for applications requiring document-based storage and retrieval.

A comprehensive MCP server for ClickUp offering 170+ tools for managing tasks, docs, and workflows with AI-powered efficiency suggestions and full GitHub Flavored Markdown support.

MCP (Model Context Protocol) Server. Integrates with Kubernetes to enable natural language-based cluster management and command execution for streamlined DevOps workflows.

A comprehensive filesystem MCP server that provides advanced directory analysis, regex-based file editing, Git integration, and atomic batch operations with rollback support.

MCP (Model Context Protocol) Server. Enhances structured problem-solving and analytical reasoning with tools for research verification, statistical analysis, logical reasoning, and multi-perspective generation for data analysts, researchers, and decision-makers.

MCP Ecosystem: Docker MCP Toolkit, IDE Configs & Presets for AIOS

A Windows reverse engineering MCP server that provides conversational AI access to memory inspection, disassembly, debugging, and code injection within target processes.

A Windows-optimized MCP server for Google's Gemini CLI that provides robust PowerShell integration, Unicode support, and tools for large-context file analysis and sandboxed code execution.

A comprehensive Telegram automation platform featuring over 123 tools for account management, messaging, group administration, and AI-powered content optimization with a dedicated Web Dashboard.

MCP (Model Context Protocol) Server. Enables AI interaction with Figma designs through a WebSocket bridge that allows reading and modifying elements with tools for creation, styling, layout management, and exporting.

MCP (Model Context Protocol) Server. Control your Dhan trading account through Claude using simple conversation. Check your account balance, view current holdings and positions, get live market prices, and place various orders (market, limit, stop-loss, bracket) - all by simply asking your LLM

🔐 50+ MCP Security Servers for AI-Powered Pentesting | Integrate Nmap, Burp Suite, Nuclei, Shodan, BloodHound, Semgrep, Trivy | Model Context Protocol for Cybersecurity

MCP (Model Context Protocol) Server. Integrates with Google Maps to locate and evaluate medical facilities in emergencies, providing tools for facility search, route calculation, and availability checking within a 10km radius, while implementing sequential thinking for step-by-step clinical reasoning and accurate facility matching based on patient data.

An MCP server that enables AI assistants to control and interact with Xcode on macOS to build apps, run tests, and debug projects.

Connects Claude to a live Chrome browser's accessibility tree to generate stable, framework-agnostic test selectors and perform accessibility audits. It enables users to read element roles and states exactly as a screen reader would to help write, debug, and migrate test suites using natural language.

MCP (Model Context Protocol) Server. Integrates Perplexity AI's search capabilities with Node.js to provide general search queries, documentation retrieval, API discovery, and code modernization assistance while maintaining conversation history in SQLite.

A tool that bridges Jira and Google Gemini to automatically generate Gherkin test scenarios from user stories and synchronizes them with Xray test issues.

10 intentionally malicious MCP servers that exploit protocol features to attack AI clients. For security research and defense testing.

A lightweight, high-performance MCP server for local Zotero management, enabling AI assistants to search libraries, extract full-text content, manage PDF annotations, and generate bibliographies without cloud dependencies.

Provides access to JCR (Journal Citation Reports) and Chinese Academy of Sciences (CAS) partition data, allowing users to search impact factors, track ranking trends, and check journal warning lists.

A specialized MCP server for ARM64 browser automation, providing direct Chrome DevTools Protocol control over Chromium on devices like Raspberry Pi and Apple Silicon.

🎬 The first AI-powered MCP server for Final Cut Pro XML. Control your edits with natural language.