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Search and retrieve documentation from GitHub repositories and the web to find technical answers quickly. Transform complex web pages into clean markdown for efficient reading and analysis. Simplify library research by using specific repository identifiers for targeted documentation access.
Provide your AI coding tools with token-efficient access to up-to-date technical documentation for APIs, services, libraries, and more. Enable powerful search and reading capabilities to help your agent find precise information from documentation and web pages. Learn more: https://ref.tools How is this different from Context7? Context7 works by looking up a library and giving you the 10k most relevant tokens. If you have 2 libraries, that's 20k tokens etc. It's unlikely you need all of that and it's costly. Ref uses on average 60% fewer tokens and up to 95% fewer (eg 500 tokens instead of 10000) in some cases. Ref supports indexing private GitHub repos and PDFs so you can bring your own context as well. Want to chat or have a feature request? Reach out to hello@ref.tools and say hi!
The code context layer for AI coding agents. GitHits connects AI coding agents to public open-source evidence across the full software development lifecycle: discovery, planning, research, implementation, debugging, and maintenance. Agents can search and navigate indexed package and repository source code, read exact files and documentation pages, inspect package health, compare dependency upgrades, and find source-cited examples from real open-source projects. Some use cases for GitHits: discover, plan, or research how OSS projects solve a vague issue or unfamiliar error find broad prior art or rare needle-in-the-haystack examples across repositories inspect source, tests, symbols, or docs for a known package or repository verify how a dependency actually behaves before changing code debug stack traces that point into third-party code review package health, licenses, vulnerabilities, dependencies, and changelogs compare dependency upgrade
Smart contract security library for blockchain. Browse audited contracts, explore security patterns, and reference Solidity documentation.
CI/CD platform for scalable build pipelines. Trigger builds, inspect pipeline status, and manage build artifacts.
Zapier MCP is a standardized way to connect AI assistants to thousands of apps and services. It enables your AI to take real actions like: 💬 Send Slack messages and create channels 📊 Add rows to Google Sheets and create spreadsheets 📧 Send Gmail emails and manage labels ✅ Create Asana tasks and update projects 🐙 Create GitHub issues and manage PRs 📈 Update HubSpot deals and manage contacts All through natural language commands—just describe what you want done. Key Features 8,000+ App Connections — Access Zapier's massive library of pre-built integrations 40,000+ Actions — Enable specific tasks and searches across apps Natural Language — No complex commands needed Secure by Default — Authentication, encryption, and rate limiting handled by Zapier Multiple Client Support — Works with Claude, ChatGPT, Cursor, Windsurf, and more
Web scraping and automation platform. Run scrapers, extract structured data, and automate browser-based workflows.
Independently verified routing data and advisories for AI agents across a growing catalog of consumer vendor sites. Current segments covered include travel, ecommerce, finance, food delivery, ticketing, mobility, real estate, and telehealth. Covers protocols, endpoints, access requirements, and transaction discrepancies to help agents decide which sites to trust.
datamcp is a hosted Model Context Protocol gateway for PostgreSQL 12+, MySQL, OpenAPI 3.x/Swagger, and Agent Memory. Create scoped remote MCP links for Claude, Cursor, ChatGPT, Codex, VS Code, and other compatible clients. Keep source credentials server-side, restrict database operations or API methods per link, and use structured shared project memory with full-text search, compact handoffs, scoped writes, and reviewed canonical Rules and Project Summary updates. MCP clients authenticate with an API key or OAuth 2.0 with PKCE. Free tier available; no self-hosting.
Fetch up-to-date, version-specific documentation and code examples directly into your prompts. Enhance your coding experience by eliminating outdated information and hallucinated APIs. Simply add use context7 to your questions for accurate and relevant answers.
The QA platform for AI-native teams. Bug reports, test management, Playwright automation, security scanning, and performance testing — all 109 tools available from your AI assistant.
Provides cloud browser automation capabilities using Stagehand and Browserbase, enabling LLMs to interact with web pages, take screenshots, and run parallel sessions in a cloud browser environment.
Create and edit diagrams, wireframes, and sketches on a shared canvas. Export drawings and collaborate visually in real time.
Simulate cloud infrastructure and estimate cost before deploying or changing infrastructure. Cloud World Model is a hosted streamable HTTP MCP server and multi-cloud world model for AWS, GCP, Azure, OCI and DigitalOcean that coding agents can call over MCP or REST, with x402 payment on eligible REST requests. Start with 9 keyless demo tools (create, step, inject traffic and failures, read metrics), or add an API key for all 63 tools. Simulations don't create resources in your cloud account. Create cloud simulations, inject traffic and failures, step through infrastructure behavior, and inspect performance, health, cost, and system metrics before deploying anything to a real cloud. The full authenticated tool set includes architecture analysis, optimization, prediction, reinforcement learning, chaos engineering, and multi-cloud capabilities. Features Simulate AWS, Azure, GCP, OCI infrastructure and DigitalOcean Start with built-in cloud architecture scenarios Inject traffic an
Facilitate structured reasoning and multi-agent collaboration within a centralized workspace for solving complex problems. Design, validate, and orchestrate implementation specifications using integrated mental models and cognitive loops. Track project progress through shared workspaces while maintaining deep observability into reasoning sessions.
One (free) MCP for the Web. Easily search, crawl, navigate, and extract websites without getting blocked. Ideal for discovering and retrieving structured insights from any public source - effortlessly and ethically. New features are live - check out what’s new: https://brightdata.com/ai/mcp-server/launch-week
Synci connects your real bank, brokerage, and crypto-exchange accounts to AI assistants, read-only. Ask about balances, transactions, holdings, and spending across all your accounts in one place: "What did I spend on groceries last month?" "Which subscriptions am I paying for, and what do they cost per year?" "How is my portfolio allocated across stocks, ETFs, and crypto?" "Compare my checking account balance today with the start of the month." "Are any of my bank connections failing?"
Unified MCP server for six medical terminologies — ICD-11, LOINC, RxNorm, MeSH, ATC and the Brazilian CID-10 (Portuguese) — with authoritative WHO ICD-10→ICD-11 mapping, cross-terminology search and provenance (source, version, timestamp) on every response. Read-only retrieval, not clinical decision support. Remote (Streamable HTTP, no auth, no credentials) or local stdio.
Access deep insights and statistics for Bitcoin, the Lightning Network, and the Nostr ecosystem. Evaluate the reputation of Nostr accounts using Web of Trust scores based on social graph analysis. Query real-time network data and receive expert answers on decentralized technologies.
Generate, edit, and describe images using Google Gemini. Create images from text prompts, modify existing images with instructions, and get AI-powered descriptions of image content.
Deploy, manage, and configure sites on Netlify. Trigger builds, manage environment variables, check deploy status, and configure domains.