# Awesome MCP Servers
**A curated directory of Model Context Protocol servers — plus runnable reference implementations you can learn from.**
[](https://github.com/AIAnytime/Awesome-MCP-Server/stargazers)
[](https://github.com/AIAnytime/Awesome-MCP-Server/network/members)
[](https://github.com/AIAnytime/Awesome-MCP-Server/graphs/contributors)
[](CONTRIBUTING.md)
[](LICENSE)
[](https://modelcontextprotocol.io)
[Servers in this repo](#-servers-in-this-repo) · [Community directory](#-community-directory) · [Contributing](#-contributing) · [Resources](#-resources)
---
The [Model Context Protocol](https://modelcontextprotocol.io) is the open standard for connecting AI
assistants to tools and data. This repository is two things:
1. **A directory** — a curated, categorized list of MCP servers the community has built and shipped.
2. **A teaching repo** — small, readable server implementations in Python you can clone, run, and copy from.
Built and maintained by [AI Anytime](https://www.youtube.com/@AIAnytime). Additions come from the community — see [Contributing](#-contributing).
## 🗒 Contents
- [Servers in this repo](#-servers-in-this-repo)
- [Quick start](#-quick-start)
- [Community directory](#-community-directory)
- [Agents, IDEs & developer tools](#agents-ides--developer-tools)
- [Search & discovery](#search--discovery)
- [Knowledge, memory & context](#knowledge-memory--context)
- [Media & generation](#media--generation)
- [Security](#security)
- [Finance & markets](#finance--markets)
- [Marketing, content & social](#marketing-content--social)
- [Cloud, ops & data](#cloud-ops--data)
- [Commerce, travel & logistics](#commerce-travel--logistics)
- [Work & productivity](#work--productivity)
- [Contributing](#-contributing)
- [Resources](#-resources)
- [License](#-license)
## 🧱 Servers in this repo
Reference implementations you can run locally. Each folder is self-contained — open it and follow its `README.md`.
| Server | What it does | Stack |
| --- | --- | --- |
| [`weather`](./weather) | Active US weather alerts by state and short-term forecasts by lat/long, from the National Weather Service API. | Python · stdio |
| [`linkedin-profile-mcp`](./linkedin-profile-mcp) | Fetches LinkedIn profile data as JSON through the Fresh LinkedIn Profile Data API on RapidAPI. | Python · stdio · needs `RAPIDAPI_KEY` |
| [`pubmed-mcp-server`](./pubmed-mcp-server) | Searches PubMed and returns article abstracts, via BioPython's Entrez module. | Python · stdio |
| [`mcp-wiki`](./mcp-wiki) | Reads a Wikipedia article and hands it back as clean Markdown. | Python · stdio |
| [`http-sse-mcp-starter`](./http-sse-mcp-starter) | Starter template for a **remote** MCP server over HTTP/SSE (Starlette + FastMCP), with a matching client. | Python · SSE |
| [`streamlit as an MCP Host`](./streamlit%20as%20an%20MCP%20Host) | Streamlit app acting as an MCP **host** — connects to an SSE server, calls its tools, summarizes with a local Ollama model. | Python · Streamlit |
> [!TIP]
> New to MCP? Read `weather` first (smallest surface area), then `http-sse-mcp-starter` to see the same
> idea served remotely, then `streamlit as an MCP Host` to see the other side of the wire.
## 🚀 Quick start
```bash
git clone https://github.com/AIAnytime/Awesome-MCP-Server.git
cd Awesome-MCP-Server/weather
uv sync # or: pip install -r requirements.txt
uv run weather.py
```
Then point an MCP client at it. With Claude Code:
```bash
claude mcp add weather -- uv --directory /absolute/path/to/Awesome-MCP-Server/weather run weather.py
```
For Claude Desktop, add the same command to `claude_desktop_config.json` under `mcpServers`.
Stuck? The [MCP playlist on the AI Anytime YouTube channel](https://www.youtube.com/@AIAnytime) walks through it end to end.
## 🌍 Community directory
Servers built by the community. Entries are alphabetical within each category.
**Legend** — `stdio` runs locally on your machine · `http` is a hosted remote server (nothing to install) · `sse` is a remote server over Server-Sent Events.
### Agents, IDEs & developer tools
- **[Agent QA](https://github.com/vostride/agent-qa)** `stdio` — Author, validate, run, and inspect natural-language web and mobile regression tests, with persistent test memory. Install: `npx -y agent-qa mcp`
- **[Aident Loadout](https://github.com/Aident-AI/aident-skill)** `http` — Connect Codex, Claude Code, Cursor, ChatGPT and other MCP clients to 1,000+ apps and 400+ Skills through one reusable setup with Vault-protected credentials. Endpoint: `https://loadout.aident.ai/mcp` · [Docs](https://docs.aident.ai/loadout/overview) · [Website](https://aident.ai) · Registry: `io.github.Aident-AI/loadout`
- **[AIHawk](https://github.com/feder-cr/AIHawk)** `stdio` - AI browser agent that browses, clicks, types, and reads real web pages from plain-English instructions. Install: `uvx aihawk`
- **[Antigravity Link](https://github.com/cafeTechne/antigravity-link-extension)** `stdio` — Mirror active AI chat sessions from Google's Antigravity IDE to your phone: send messages, upload files, stop generation, automate workflows across 9 tools. Registry: `io.github.cafeTechne/antigravity-link`
- **[API.market MCP Gateway](https://api.market/mcp)** `http` — Discover and call 580+ APIs through five gateway tools, with OAuth or API-key authentication; pricing and free tiers vary by API. Endpoint: `https://api.market/api/mcp/gateway`
- **[Archcore](https://github.com/archcore-ai/archcore)** `stdio` — Git-native context engineering CLI and MCP server for AI coding agents. Keep specs, ADRs, rules, plans, and project knowledge in Git. Install: `curl -fsSL https://archcore.ai/install.sh | bash` · [Docs](https://docs.archcore.ai)
- **[claude-node](https://github.com/claw-army/claude-node)** `stdio` — Python subprocess bridge to the Claude Code CLI, giving Python direct access to Claude Code's native capabilities over stream-json.
- **[Ganado Bridge](https://github.com/cynarax/bridge-by-ganado)** `stdio` — Checked local file edits (SHA-256-gated), bounded reads/search and persistent command sessions with real exit codes on macOS. Install: `.mcpb` bundle from releases · [Docs](https://ganado-bridge.vercel.app/install)
- **[OpenAPI to MCP Cloud Bridge](https://github.com/notsariedo/openapi-mcp-gateway)** `sse` — Zero-setup hosted bridge that turns any OpenAPI JSON spec into a remote MCP server. [Hosted bridge](https://mcp-bridge-saas.onrender.com)
- **[OrcaReplay](https://github.com/Continuum-AI-Corp/OrcaReplay)** `stdio` — Read-only window into a local library of recorded agent runs: six tools (`list`, `show`, `checkpoints`, `graph`, `replay`, `compare`) over the prompts, tool calls and responses an agent already exchanged, so a failed run can be replayed offline or diffed against another. Install: `npx -y orcareplay mcp`
- **[Roundtable](https://github.com/askbudi/roundtable)** `stdio` — Zero-configuration server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with auto-discovery. [Website](https://askbudi.ai/roundtable)
- **[SandBase CLI](https://github.com/sandbaseai/cli)** `stdio` — Agent-first CLI and MCP bridge for discovering, inspecting, and running 2,000+ AI models on one account — search, scraping, multimodal generation, data APIs, sandboxes. Install: `npx -y @sandbaseai/cli connect` · [Website](https://sandbase.ai)
- **[since-cutoff](https://github.com/MohammadHijjawi97/since-cutoff)** `stdio` — Reports which APIs of a project's pinned Python dependencies changed after a coding model's training cutoff, from a static diff of the two releases, and where the project's code uses them; no model calls or API key. Install: `uvx since-cutoff mcp` · Registry: `io.github.MohammadHijjawi97/since-cutoff`
- **[Skillselion](https://github.com/skillselion/skillselion-mcp)** `stdio` — On-demand skill loader over a catalog of 79,000+ agent skills, MCP servers, and plugins; materializes the matching `SKILL.md` and its scripts into the session mid-task. Install: `npx -y skillselion-mcp` · [Website](https://skillselion.com)
- **[Zambo](https://github.com/zambodotdev/zambo-mcp)** `http` — 120 native tools across 17 products: strategy, code audit, lead generation, onchain scoring, credit discovery, prompt defense. Endpoint: `https://zambo.dev/api/mcp`, zero auth, no signup. [Website](https://zambo.dev)
### Search & discovery
- **[AISOTools](https://github.com/shibley/aisotools-mcp-server)** `http` — Search a curated catalog of 1,766 AI tools by keyword, category, or pricing; compare 2–5 products side by side and find alternatives. Read-only, no API key, sponsored results flagged. Install: `claude mcp add --transport http aisotools https://aisotools.com/api/mcp` · [Docs](https://aisotools.com/mcp)
- **[Court Rules](https://github.com/foklepoint/court-rules-mcp)** `http` — U.S. federal court rules, local rules, judge standing orders, court holidays and filing deadline checks; API key required, free tier. Endpoint: `https://mcp.courtrules.app/mcp`
- **[nothumansearch](https://nothumansearch.ai/mcp)** `http` — Search engine over 8,600+ agent-native services: discover MCP servers, OpenAPI providers, and llms.txt publishers by keyword, category, or agentic-readiness score. Registry: `ai.nothumansearch/search`
- **[Parallel Search](https://docs.parallel.ai/integrations/mcp/search-mcp)** `http` — Free live web search and URL fetching, no account or API key. Endpoint: `https://search.parallel.ai/mcp`
- **[TwitterAPI.io](https://github.com/kaitoInfra/twitterapi-io-mcp-server)** `http` — 12 read-only tools over [twitterapi.io](https://twitterapi.io): tweet search with full operators, profiles, followers, conversation threads, real-time streaming, trending topics. Endpoint: `mcp.twitterapi.io/mcp`
- **[Vend API Merchant](https://extract.paypercall.dev)** `http` — Pay-per-call web intelligence: extract clean text from URLs, web search, link checking, domain WHOIS/DNS/SSL info, IP geolocation, and PDF text extraction. 22+ endpoints, no signup or API key, each call settles in Nano (XNO) via x402 at 0.0001–0.0005 XNO. Endpoint: `https://extract.paypercall.dev/mcp` · [Docs](https://extract.paypercall.dev) · Registry: `dev.paypercall.extract/vend-api-merchant`
- **[Xquik](https://github.com/Xquik-dev/x-twitter-scraper)** `http` — X/Twitter search, extraction workflows, account insights, webhooks, and SDK access. [Docs](https://docs.xquik.com/mcp/overview)
- **[Statsnet](https://github.com/usenetstate/statsnet-mcp)** `http` — Background check any company in the world: registration, executives, courts and finances. Endpoint: `https://statsnet.co/mcp` · Registry: `io.github.usenetstate/statsnet`
### Knowledge, memory & context
- **[ContextStream](https://github.com/contextstream/mcp-server)** `http` — Shared persistent memory and semantic code search for AI coding agents (Cursor, Claude Code, Codex, Grok, Windsurf). Free tier; hosted OAuth or API key. Endpoint: `https://mcp.contextstream.io/mcp` · [Website](https://contextstream.io)
- **[GoodMemory](https://github.com/hjqcan/GoodMemory)** `stdio` — Local-first, auditable memory for coding agents. SQLite-backed, read-only context/trace/search tools by default, with durable writes opt-in behind inspect, revise, forget, and export. Install: `npm install -g goodmemory`
- **[Hyperconsciousness](https://github.com/louis030195/hyperconsciousness)** `stdio` — Developer-alpha encrypted knowledge store with search and retrieval through scoped, expiring grants. · [Docs](https://github.com/louis030195/hyperconsciousness#give-an-agent-limited-access)
- **[Mnemoverse](https://github.com/mnemoverse/mcp-memory-server)** `http` — Hosted persistent memory for AI agents with shared rooms; tell it a recalled memory helped or misled and it re-ranks what comes back next. Free tier; OAuth on the hosted endpoint, API key for the npm package. Endpoint: `https://mcp.mnemoverse.com/mcp` · Install: `npx -y @mnemoverse/mcp-memory-server@latest` · [Docs](https://mnemoverse.com/docs)
- **[Neither](https://github.com/stonianua/neither-mcp)** `stdio` ? Project context your AI can query through MCP. Selected notes/docs for Cursor or Claude Desktop; related retrieval with source evidence. Install: `npx -y @neitherai/mcp-server`. Registry: `io.github.stonianua/neither-mcp`. [Start](https://www.neither.online/start/?product=dev)
- **[Screenpipe](https://github.com/screenpipe/screenpipe)** `stdio` — Source-available MCP access to searchable local screen text and audio transcripts. Requires a running Screenpipe recorder and local API authentication. Install: `claude mcp add screenpipe -- npx -y screenpipe-mcp@latest` · [Docs](https://github.com/screenpipe/screenpipe/tree/main/packages/screenpipe-mcp#installation)
### Media & generation
- **[Magic Hour](https://github.com/magichourhq/magic-hour-mcp)** `http` — Generate and edit video, images, and audio with 44 Magic Hour API tools. Endpoint: `https://mcp.magichour.ai/` (bearer API key required) · [Setup](https://magichour.ai/mcp)
- **[Motomarks](https://motomarks.io/docs/mcp)** `http` — Search a published automotive brand library and build logo CDN URLs for Claude, Cursor, and VS Code. Endpoint: `https://motomarks.io/api/mcp` (OAuth or API key; free account, no credit card)
- **[prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset)** `stdio` — Routes image-generation prompts to 30+ models (DALL·E, Stable Diffusion, Flux, Midjourney) through one interface. Install: `npm install -g prompt-to-asset`
- **[RunAPI](https://github.com/runapi-ai/mcp)** `stdio` — Browse the RunAPI model catalog and run image, video, music/audio, text-to-speech, and LLM tasks from agent workflows. Install: `npx -y @runapi.ai/mcp`
- **[UpRes](https://github.com/auroracapital/upres-cli)** `stdio` — UpRes MCP: list models, credits, and submit 4K image and video upscale jobs. Install: `npx -y upres-cli`
### Security
- **[Council of AI (GSPC)](https://github.com/CSOAI-ORG/councilof-ai/tree/master/mcp/gspc-server)** `http` — Reads a public board of signed AI behaviour measurement cards and verifies Ed25519 signatures and Merkle inclusion; read tools need no key, evidence tools are x402-metered. Endpoint: `https://councilof.ai/mcp` · Install: `npx -y csoai-gspc-mcp` · Registry: `io.github.CSOAI-ORG/gspc`
- **[Darkmoon](https://github.com/ASCIT31/Dark-Moon)** `stdio` — Open-source (GPLv3) autonomous penetration-testing platform orchestrating 80+ offensive security tools through 50 specialist agents, with proof of exploitation behind every finding. Runs fully locally.
### Finance & markets
- **[AskCyborg](https://github.com/Ask-Cyborg/askcyborg-mcp)** `http` — Stress-tests public and private companies through analyst debate: reports, scores, comparisons, competitors, recent developments. Anonymous free tier, no API key. Endpoint: `https://mcp.askcyborg.com/mcp`
- **[Eulerpool](https://github.com/eulerpool/eulerpool-mcp)** `http` — Financial data for AI agents: 250+ tools over stocks, fundamentals, ETFs, macro (FRED/ECB/IMF/World Bank), crypto, FX, insider trades, congress trading and options flow. Free tier, API key or OAuth. Endpoint: `https://api.eulerpool.com/mcp` · [Docs](https://eulerpool.com/developers/mcp-server)
- **[EventTrader](https://github.com/eventtrader/event-trader-mcp)** `http` — Prediction-market trading: place bets, TGE token price predictions, real-time orderbooks, agent cloning, due-diligence scoring. [Platform](https://cymetica.com)
- **[Helium](https://github.com/connerlambden/helium-mcp)** `http` — Real-time news with 37-dimension bias scoring, ML options pricing, and live market data. [Interactive demo](https://connerlambden.github.io/helium-news-explorer/) · [REST API](https://heliumtrades.com/mcp-page/)
- **[Invompt](https://github.com/Invompt/invompt-mcp)** `http` — Turn AI-host work into invoices you review before send; Continue as guest or OAuth via hosted MCP. Endpoint: `https://mcp.invompt.com/mcp` · [Website](https://www.invompt.com) · Registry: `com.invompt/invompt`
- **[VoxOdds](https://github.com/softdevfz/voxodds-mcp)** `http` — Prediction-market research across Polymarket and Kalshi: odds for the same contract on both venues, the all-in executable price for a budget with estimated taker fees and which venue fills cheaper, trending markets, edge signals and an audited forecast track record. Read-only, no API key. Endpoint: `https://voxodds.com/mcp` · [Docs](https://voxodds.com/llms.txt) · Registry: `com.voxodds/voxodds`
### Marketing, content & social
- **[Autoposting](https://github.com/Autoposting-ai/autoposting-mcp)** `http` — Draft, schedule, and publish to X, LinkedIn, Instagram, Threads, and YouTube, plus AI carousels and video clipping. OAuth 2.1 with dynamic client registration — no secret to paste. Install: `claude mcp add --transport http autoposting https://app.autoposting.ai/mcp`
- **[BulkPublish](https://github.com/azeemkafridi/bulkpublish-api)** `http` — Plan, review, schedule, publish, and analyze social media content for AI agents through BulkPublish. Endpoint: `https://mcp.bulkpublish.com/mcp` · [Docs](https://app.bulkpublish.com/docs)
- **[Liftli](https://github.com/liftli-ai/liftli-mcp)** `http` — Head-of-content for LinkedIn, X, and Substack: extracts your voice from your own posts, turns voice notes and transcripts into drafts, critiques them, then publishes through official platform APIs. 54 tools, no scraping.
- **[NotFair](https://notfair.co)** `http` — Google Ads diagnostics (CPA, ROAS, search-term waste, quality scores) and optimizations executed through the official Google Ads API behind a human-approval gate.
- **[NotFair Skills](https://github.com/nowork-studio/NotFair)** — *Skills, not a server.* Open-source Claude Code skills for SEO, GEO, Google Ads, and Meta Ads that pull live data through the Google Ads, Meta Ads, Search Console, and GA4 MCP servers.
- **[Robot Speed](https://github.com/robot-speed/mcp)** `http` — AI SEO MCP: content calendar, keyword research, site audits, backlinks, and CMS publishing. OAuth remote. Endpoint: `https://www.robot-speed.com/api/mcp` · [Website](https://www.robot-speed.com/mcp)
- **[SearchLink Lite](https://github.com/GlobalMatchHub/searchlink-lite)** `stdio` — Google Search Console inside your MCP client: search performance by query, page, country or device, ranking opportunities, URL indexing, sitemaps and on-page checks. Eight read-only tools, runs locally with a service account or gcloud credentials. Install: `npx -y github:GlobalMatchHub/searchlink-lite`
- **[ThreadFox Lite](https://github.com/amflimited/threadfox-lite)** `stdio` — Read-only Reddit research through your own signed-in Chrome: a subreddit's rules with self-promotion rules flagged, communities for a topic, an account's standing, and whether a post is still live. No API keys.
- **[Unfetch](https://unfetch.com/plugin)** `http` — Google Ads MCP reporting for campaign spend, conversions, and search terms, plus Google Analytics, Search Console, keyword research, and web research with read-only account access; OAuth and a free plan. Endpoint: `https://unfetch.com/api/mcp` · [Website](https://unfetch.com)
- **[Upload-Post](https://github.com/Upload-Post/upload-post-mcp)** `http` — Publish and schedule videos, photos, carousels, text and documents to TikTok, Instagram, YouTube, LinkedIn, Facebook, X, Threads, Pinterest, Reddit, Bluesky and Google Business Profile, and read post analytics and comments; OAuth or API key, free plan. Install: `npx -y @upload-post/mcp` (stdio) or endpoint `https://mcp.upload-post.com/mcp` · [Docs](https://docs.upload-post.com/guides/mcp-server-integration/)
### Cloud, ops & data
- **[Cohesivity](https://github.com/cohesivity-org/cohesivity-plugin)** `http` — Agent-native backend services for hosting, Postgres, email, storage, containers, LLMs, voice, and third-party APIs, with free tiers, $5/month in AI and Search credits, and x402 top-ups. This remote MCP requires OAuth sign-in; anonymous no-signup setup uses the local MCP. Endpoint: `https://cohesivity.ai/mcp/manage` · [Docs](https://github.com/cohesivity-org/cohesivity-plugin#local-bootstrap-and-remote-oauth-are-independent)
- **[Zopnight](https://zop.dev/learn/mcp-server)** `http` — Read-only cloud cost and infrastructure governance across AWS, Azure, and GCP: 85 tools spanning cost, resources, schedules, recommendations, budgets, and diagnostics. Install: `claude mcp add --transport http zopnight https://api.zop.dev/mcp-server --header "Authorization: Bearer zn_pat_YOUR_TOKEN"` · [Claude setup](https://zop.dev/learn/how-to/set-up-zopnight-mcp-for-claude)
### Commerce, travel & logistics
- **[BuyWhere](https://github.com/BuyWhere/buywhere-mcp)** `stdio` — Cross-border e-commerce product search across 150M+ products in Singapore, SEA, and US markets with real-time price comparison. Install: `npx @buywhere/mcp-server`
- **[CardDeals](https://github.com/cello305/carddeals-mcp)** `http` — Query and compare real-time discounted digital gift cards across 700+ brands. Endpoint: `https://catalog.carddeals.co/mcp` · [Docs](https://carddeals.co/mcp)
- **[HOTLIKESHOP](https://github.com/tuanone123/hotlikeshop-mcp)** `http` — Search a catalog of social-media accounts, proxies, and digital services and buy them right inside the chat; free to connect, no key for lookup. Endpoint: `https://hotlikeshop.com/api/mcp` · [Docs](https://hotlikeshop.com/ai)
- **[Packrift](https://github.com/Packrift/packrift-mcp)** `http` — Packaging procurement: exact-size SKU lookup, carton-fit recommendations, shipping estimates, and dimensional-weight calculations.
- **[Pocket Drives](https://github.com/RevList/pocket-drives-mcp)** `http` — Search peer-to-peer luxury, exotic, and EV rentals from independent hosts. Endpoint: `https://pocketdrives.ai/mcp`, no auth.
- **[StayingAPI](https://github.com/stayingapi/hotel-mcp)** `http` — Accommodation data across Airbnb, Booking.com, Vrbo, and Google Hotels: search stays and read live listings, rates, availability and reviews. Endpoint: `https://mcp.stayingapi.com/mcp` · [Docs](https://stayingapi.com)
### Work & productivity
- **[AI Applyd](https://github.com/whateverneveranywhere/aiapplyd-mcp)** `http` — ATS resume scoring, job-description analysis, interview prep, cover letters, resume building, and auto-apply that submits on the employer's own hiring system. [Website](https://aiapplyd.com/mcps)
- **[CareClinic Health Tracker](https://cdn.careclinic.io/mcp/help/index.html)** `http` — Review personal medication schedules, symptoms, mood, and confirmed health check-ins through an authorized CareClinic account. Endpoint: `https://mcp.careclinic.io/mcp`
- **[Office Suite](https://github.com/theluckystrike/mcp-servers)** `stdio` — Bundle of MCP servers for freelance and back-office work: invoices, spreadsheets, PDFs, time tracking, expense tracking, resumes, and contracts. [Hosted](https://mcp.zovo.one)
- **[Process Street](https://github.com/process-street/process-street-mcp)** `http` — Connect agents to Process Street workflows, tasks, runs, data sets, and operational records, with an interactive authorization flow. [Docs](https://www.process.st/help/docs/mcp-server/)
- [HostDeFi](https://hostdefi.com) — free token-safety scanner grading tokens A+–F from on-chain checks (mint/freeze authority, liquidity, holder concentration) across Solana + 7 EVM chains. Keyless REST API, hosted MCP, x402 endpoints.
## 🤝 Contributing
Contributions are very welcome — this list is only as good as the people adding to it.
**Adding a server?** Read **[CONTRIBUTING.md](CONTRIBUTING.md)** first. The short version:
- One server per pull request.
- Add it as a **bullet** in the right category, in alphabetical order. Please don't renumber anything or introduce numbered lists.
- Use the exact entry format:
```markdown
- **[Name](https://link-to-repo-or-docs)** `stdio|http|sse` — One sentence on what it does. Install: `command` · [Docs](https://…)
```
- Keep it to one or two sentences. No marketing copy, no tracking parameters in URLs.
- The server must actually exist, speak MCP, and be reachable by someone who isn't you.
## 📚 Resources
- [Model Context Protocol — documentation](https://modelcontextprotocol.io)
- [MCP specification](https://modelcontextprotocol.io/specification)
- [Official MCP registry](https://registry.modelcontextprotocol.io)
- [MCP Python SDK](https://github.com/modelcontextprotocol/python-sdk) · [TypeScript SDK](https://github.com/modelcontextprotocol/typescript-sdk)
- [AI Anytime on YouTube](https://www.youtube.com/@AIAnytime) — MCP tutorials and walkthroughs
## 📜 License
[MIT](LICENSE). Listed third-party servers carry their own licenses — check each project before using it.
---
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