Awesome-MCP-Servers
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A curated directory of Model Context Protocol servers, plus runnable reference implementations in Python.
Awesome MCP Servers
A curated directory of Model Context Protocol servers — plus runnable reference implementations you can learn from.
Servers in this repo · Community directory · Contributing · Resources
The Model Context Protocol is the open standard for connecting AI
assistants to tools and data. This repository is two things:
- A directory — a curated, categorized list of MCP servers the community has built and shipped.
- A teaching repo — small, readable server implementations in Python you can clone, run, and copy from.
Built and maintained by AI Anytime. Additions come from the community — see Contributing.
🗒 Contents
🧱 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 |
Active US weather alerts by state and short-term forecasts by lat/long, from the National Weather Service API. | Python · stdio |
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 |
Searches PubMed and returns article abstracts, via BioPython's Entrez module. | Python · stdio |
mcp-wiki |
Reads a Wikipedia article and hands it back as clean Markdown. | Python · stdio |
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 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? Readweatherfirst (smallest surface area), thenhttp-sse-mcp-starterto see the same
idea served remotely, thenstreamlit as an MCP Hostto see the other side of the wire.
🚀 Quick start
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:
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 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
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
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 · Website · Registry:io.github.Aident-AI/loadout - AIHawk
stdio- AI browser agent that browses, clicks, types, and reads real web pages from plain-English instructions. Install:uvx aihawk - Antigravity Link
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
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
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 - 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
stdio— Checked local file edits (SHA-256-gated), bounded reads/search and persistent command sessions with real exit codes on macOS. Install:.mcpbbundle from releases · Docs - Oh My Android
stdio— Lets coding agents see and drive the Android Emulator and adb devices: dp-scaled screenshots, UI tree, taps, logcat, and dark mode, font scale, RTL and TalkBack switches; ships inside a free native macOS app (macOS 26+). Install:brew install --cask ateymoori/tap/oh-my-android· Registry:io.github.ateymoori/oh-my-android - OpenAPI to MCP Cloud Bridge
sse— Zero-setup hosted bridge that turns any OpenAPI JSON spec into a remote MCP server. Hosted bridge - 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
stdio— Zero-configuration server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with auto-discovery. Website - SandBase 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 - 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
stdio— On-demand skill loader over a catalog of 79,000+ agent skills, MCP servers, and plugins; materializes the matchingSKILL.mdand its scripts into the session mid-task. Install:npx -y skillselion-mcp· Website - Zambo
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
Search & discovery
AISOTools
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· DocsCourt Rules
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/mcpnothumansearch
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/searchPapers by Ouroboros Apps
http— Research paper search with real citations from OpenAlex, Semantic Scholar, PubMed, Crossref, and arXiv: find papers, fetch abstracts, follow citations, and format references. OAuth sign-in. Endpoint:https://papers-mcp.vercel.app/mcp· Docs · Ouroboros AppsParallel Search
http— Free live web search and URL fetching, no account or API key. Endpoint:https://search.parallel.ai/mcpPatent by Ouroboros Apps
http— USPTO patent search and prior art lookup: search public patent records, fetch a patent, list citations, and run a prior-art search. Not legal advice. Hosted coverage is USPTO only. OAuth sign-in. Endpoint:https://patent-mcp.vercel.app/mcp· Docs · Ouroboros Appssrezai
http— Web search, page reading as clean Markdown, site crawling, JSON-schema extraction and claim verification with quotes for AI agents, with strong Russian-web coverage. Русский: веб-поиск и чтение страниц для ИИ-агентов, 12 инструментов. Endpoint:https://srezai.ru/api/mcp, API key required · DocsTwitterAPI.io
http— 12 read-only tools over twitterapi.io: tweet search with full operators, profiles, followers, conversation threads, real-time streaming, trending topics. Endpoint:mcp.twitterapi.io/mcpVend API Merchant
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 · Registry:dev.paypercall.extract/vend-api-merchantXquik
http— X/Twitter search, extraction workflows, account insights, webhooks, and SDK access. DocsStatsnet
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
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 - Continuity by Ouroboros Apps
http— Story continuity for fiction writers: a series bible and novel memory that keeps characters, places, timelines, and plot facts consistent across chats. OAuth sign-in. Endpoint:https://continuitywriter.com/mcp· Website · Ouroboros Apps - 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
stdio— Developer-alpha encrypted knowledge store with search and retrieval through scoped, expiring grants. · Docs - Mnemoverse
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 - Neither
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 - ORANO
http— Read-only access to your ORANO library: projects built from saved Reels, videos, articles and PDFs, with summaries, ordered tasks, selectable video context and curated memory facts. Paid web plan; API key required. Endpoint:https://orano-ai-backend-1037939693300.us-central1.run.app/mcp/· Website - 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
Media & generation
- audio
stdio— Edit, analyze and convert audio files and the sound of videos, no ffmpeg: loudness and true peak, checks against ACX, podcast, streaming and EBU R 128 specs, denoise, EQ, trim, fades, BPM, key. Install:npx -y audio --mcp· Docs - Magic Hour
http— Generate and edit video, images, and audio with 44 Magic Hour API tools. Endpoint:https://mcp.magichour.ai/(bearer API key required) · Setup - Motomarks
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
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
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
stdio— UpRes MCP: list models, credits, and submit 4K image and video upscale jobs. Install:npx -y upres-cli
Security
- Council of AI (GSPC)
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
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. - Skycloak MCP
http— Managed Keycloak identity MCP server for AI agents (OIDC/OAuth realms, users, clients, SSO). Endpoint:https://mcp.skycloak.io· Docs · Registry:io.skycloak/skycloak-mcp
Finance & markets
- AskCyborg
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 - Deposit by Ouroboros Apps
http— Freelance deposit and payment schedule: approved deposits, payment dates, and client wording; deposit waivers and date changes need approval. OAuth sign-in. Endpoint:https://deposit-continuity2.vercel.app/mcp· Docs · Ouroboros Apps - Eulerpool
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 - EventTrader
http— Prediction-market trading: place bets, TGE token price predictions, real-time orderbooks, agent cloning, due-diligence scoring. Platform - Helium
http— Real-time news with 37-dimension bias scoring, ML options pricing, and live market data. Interactive demo · REST API - Invoice by Ouroboros Apps
http— Freelance invoice records: approved invoice line items, quantities, agreed rates, due dates, and late terms; invoice changes need explicit approval. OAuth sign-in. Endpoint:https://invoice-continuity2.vercel.app/mcp· Docs · Ouroboros Apps - Invompt
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 · Registry:com.invompt/invompt - Silicon Floor
http— Who owns AI and semiconductor stocks, who is buying and selling them, and what their filed numbers say: SEC XBRL financials, 13F, Schedule 13D/G, Forms 3/4/5, FINRA short interest and dividends, every figure dated and linked to its filing. Read-only, no API key. Endpoint:https://siliconfloor.com/mcp· Docs · Registry:com.siliconfloor/silicon-floor - VoxOdds
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 · Registry:com.voxodds/voxodds
Marketing, content & social
- Autoposting
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
http— Plan, review, schedule, publish, and analyze social media content for AI agents through BulkPublish. Endpoint:https://mcp.bulkpublish.com/mcp· Docs - Claim by Ouroboros Apps
http— Brand claims and marketing copy compliance: approved claims, offers, proof, brand voice, and banned phrases, with a check that rejects copy inventing a guarantee or discount. OAuth sign-in. Endpoint:https://claim-continuity2.vercel.app/mcp· Docs · Ouroboros Apps - Liftli
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. - LogNorm
http— Site and GEO audits ranked into a backlog that Claude Code, Codex and Cursor can fix, write and track (including how AI assistants answer buyer prompts). OAuth 2.1 with dynamic client registration; free plan. Endpoint:https://lognorm.com/api/mcp· Docs - NotFair
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 — 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.
- Rank by Ouroboros Apps
http— SEO rankings from Google Search Console, read-only: top queries and pages, traffic trends, period comparisons, quick wins, dropped pages, and URL inspection. OAuth sign-in. Endpoint:https://rank.ouroborosapps.com/mcp· Docs · Ouroboros Apps - Robot Speed
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 - 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 - Testimonials.ltd
http- Testimonials and wall of love widgets: import reviews, approve, tag and pin the best ones from chat. Endpoint:https://testimonials.ltd/mcp· Docs - 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
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 - Upload-Post
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 endpointhttps://mcp.upload-post.com/mcp· Docs - VoiceMoat
http— Personal brand tools for Twitter/X and LinkedIn: score a draft against your own voice profile, improve it, read your analytics and top posts, and publish or schedule after a preview and a confirmed second call; OAuth, needs a VoiceMoat Pro or Enterprise plan. Endpoint:https://app.voicemoat.com/api/mcp· Website · Registry:com.voicemoat/voicemoat
Cloud, ops & data
- Cohesivity
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 - Invokely
http: Hosted MCP and REST API for official statistics by indicator, place, and period, with a source citation on each figure. The main endpoint uses an API key or OAuth; the free plan includes 500 calls/month with no card, and the no-account trial allows 25 calls/day per IP. Endpoint:https://invokely.ai/mcp· Trial endpoint:https://invokely.ai/mcp/trial - Zopnight
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
Commerce, travel & logistics
- BuyWhere
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
http— Query and compare real-time discounted digital gift cards across 700+ brands. Endpoint:https://catalog.carddeals.co/mcp· Docs - HOTLIKESHOP
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 - MAQAMI Travel
http— Official MCP server for MAQAMI, a hotel and flight booking platform with 3M+ hotels. Search live hotel rates and flights, look up places, airports and hotel details, then prebook and book. Endpoint:https://mcp.maqami.co/, no API key required · Website - Packrift
http— Packaging procurement: exact-size SKU lookup, carton-fit recommendations, shipping estimates, and dimensional-weight calculations. - Pocket Drives
http— Search peer-to-peer luxury, exotic, and EV rentals from independent hosts. Endpoint:https://pocketdrives.ai/mcp, no auth. - StayingAPI
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
Work & productivity
- AI Applyd
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 - CareClinic Health Tracker
http— Review personal medication schedules, symptoms, mood, and confirmed health check-ins through an authorized CareClinic account. Endpoint:https://mcp.careclinic.io/mcp - Desk by Ouroboros Apps
http— Customer support policy for assistants: approved support answers, refund rules, and escalation limits read before replying; unapproved promises go to human review. OAuth sign-in. Endpoint:https://desk-mcp-continuity2.vercel.app/mcp· Docs · Ouroboros Apps - Milestone by Ouroboros Apps
http— Freelance project milestones: approved milestones, deliverables, and acceptance criteria; a milestone is only done when the saved criteria are met. OAuth sign-in. Endpoint:https://milestone-continuity2.vercel.app/mcp· Docs · Ouroboros Apps - Office Suite
stdio— Bundle of MCP servers for freelance and back-office work: invoices, spreadsheets, PDFs, time tracking, expense tracking, resumes, and contracts. Hosted - Process Street
http— Connect agents to Process Street workflows, tasks, runs, data sets, and operational records, with an interactive authorization flow. Docs - HostDeFi — 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.
- Scope by Ouroboros Apps
http— Freelance scope of work: approved scope, rates, deadlines, and change orders, so an assistant cannot promise work or discounts that were not approved. OAuth sign-in. Endpoint:https://scope-continuity2.vercel.app/mcp· Docs · Ouroboros Apps
🤝 Contributing
Contributions are very welcome — this list is only as good as the people adding to it.
Adding a server? Read 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:
- **[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
- MCP specification
- Official MCP registry
- MCP Python SDK · TypeScript SDK
- AI Anytime on YouTube — MCP tutorials and walkthroughs
📜 License
MIT. Listed third-party servers carry their own licenses — check each project before using it.
Found this useful? Star the repo ⭐ — it's how other people find it.
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