Top 124 MCP Servers & Clients You Can Use Right Now (2025 Guide)

In our guide to what MCP is, we explained how the Model Context Protocol lets AI systems connect to data and tools through a shared interface.

Now, let’s map the MCP ecosystem: servers, clients, and tools that are actively being developed for common AI workflows.

If you follow MCP, this is a strong time to explore what is available and decide which options fit your stack.

Let’s get started:

TLDR;

1. AI Services
2. Cloud Storage
3. Development Tools
4. Databases
5. File Systems & Search
6. Version Control & Project Management
7. Communication & Social
8. Cloud Platforms & Infra
9. Web Automation & Search Engines
10. Monitoring & Observability
11. Finance & Payments
12. Data Visualization
13. Workflow & System Automation
14. Note-Taking & Knowledge Bases
15. Identity & Security
16. Marketing & Analytics
17. Aggregators & Connectors
18. Virtualization & IoT
19. Research & Literature
20. Mapping & Location

1. AI Services 

AI service MCP servers connect models to writing, image generation, forecasting, and other model-driven workflows without custom integration code

Tool	What it does	Link
Agentset AI	Turns any private corpus into a Retrieval-Augmented-Generation (RAG) endpoint via MCP	https://github.com/agentset-ai/mcp-server
Hugging Face Spaces MCP	Chat with Spaces—images, audio, text—through standard MCP calls	https://github.com/evalstate/mcp-hfspace
Perplexity MCP	Bridges Anthropic/Claude clients to Perplexity’s answer engine	https://github.com/tanigami/mcp-server-perplexity
LlamaCloud MCP	Natural-language queries over managed vector indexes on LlamaCloud	https://github.com/run-llama/mcp-server-llamacloud
OpenAI MCP	Direct function-call wrapper for any OpenAI-compatible model	https://github.com/pierrebrunelle/mcp-server-openai
Any-Chat Completions MCP	Swap in Groq, xAI, or Perplexity endpoints transparently	https://github.com/pyroprompts/any-chat-completions-mcp
ZenML MCP	Inspect, trigger, and monitor MLOps pipelines inside chat	https://github.com/zenml-io/mcp-zenml
Chronulus AI MCP	Multimodal time-series forecasting agents for “predict anything” workflows	https://github.com/ChronulusAI/chronulus-mcp
PiAPI MCP	Generate Midjourney, Kling, Udio, Trellis media via one endpoint	https://github.com/apinetwork/piapi-mcp-server

2. Cloud Storage 

Model context protocol mcp servers that hook into Google Drive, OneDrive, even a supabase mcp bucket, letting any mcp client fetch or save files on the cloud.

Tool	What it does	Link
Google Drive MCP	Read, search, and manage docs & folders with OAuth	https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gdrive
VideoDB MCP (⭐)	Store, tag, and retrieve video moments with auto-transcription	https://github.com/video-db/agent-toolkit/tree/main/modelcontextprotocol
Microsoft 365 MCP	Unified access to OneDrive, Outlook mail, Excel, and Calendar	https://github.com/softeria/ms-365-mcp-server

3. Development Tools

Devs get github mcp, figma mcp and a handy mcp python sdk; code, designs and tests move straight from IDE to chat with no copy-paste 

Tool	What it does	Link
OpenAPI Schema Explorer	Token-efficient browsing of huge API specs	https://github.com/kadykov/mcp-openapi-schema-explorer
Currents MCP (⭐)	Lets AI fix Playwright test failures reported to Currents	https://github.com/currents-dev/currents-mcp
marimo MCP	Interactive notebook-style coding via CodeMirror + MCP	https://github.com/marimo-team/codemirror-mcp
Comet Opik MCP	Query LLM telemetry & observability captured by Opik	https://github.com/comet-ml/opik-mcp
Figma MCP	Pull component measurements and color tokens right from your designs	https://github.com/GLips/Figma-Context-MCP
VSCode Devtools MCP	Exposes semantic IDE operations like “find usages”	https://github.com/biegehydra/BifrostMCP
Mastra MCP (⭐)	Chat with the entire Mastra.ai knowledge base	https://github.com/mastra-ai/mastra/tree/main/packages/mcp
Bucket MCP	Feature-flag management, data control, and rollout gating	https://github.com/bucketco/bucket-javascript-sdk/tree/main/packages/cli#model-context-protocol
EdgeOne Pages MCP	Deploy static HTML to Tencent EdgeOne and get a public URL	https://github.com/TencentEdgeOne/edgeone-pages-mcp

4. Databases 

From Postgres to Mongo, these third-party MCP servers store rows and vectors; some are self-hosted, some connect to AWS, and Supabase MCP offers a ready-made quick start

Tool	What it does	Link
PostgreSQL MCP	Full-text SQL plus automatic schema inspection	https://github.com/modelcontextprotocol/servers-archived/tree/main/src/postgres
DuckDB MCP	OLAP queries on local files—great for analytics agents	https://github.com/ktanaka101/mcp-server-duckdb
Neon MCP (⭐)	Serverless Postgres with branch-per-feature workflow	https://github.com/neondatabase/mcp-server-neon
Redis MCP (⭐)	Key-value + vector store management through chat	https://github.com/redis/mcp-redis
Snowflake MCP	Enterprise cloud warehouse queries with access control	https://github.com/isaacwasserman/mcp-snowflake-server
MongoDB Lens MCP	Rich inspector for collections and indexes	https://github.com/furey/mongodb-lens
MySQL MCP	Classic relational data, supports read/write modes	https://github.com/designcomputer/mysql_mcp_server
Airtable MCP	Low-code tables, both CRUD and schema exploration	https://github.com/domdomegg/airtable-mcp-server
Qdrant MCP (⭐)	Vector search & memory recall for agents	https://github.com/qdrant/mcp-server-qdrant
BigQuery MCP #1	TypeScript implementation for massive SQL datasets	https://github.com/LucasHild/mcp-server-bigquery
BigQuery MCP #2	NPM package version—drop-in for Node apps	https://github.com/ergut/mcp-bigquery-server
Couchbase MCP (⭐)	Query KV & JSON docs with N1QL via MCP	https://github.com/Couchbase-Ecosystem/mcp-server-couchbase
TiDB MCP	Cloud-native MySQL-compatible HTAP database	https://github.com/c4pt0r/mcp-server-tidb
DBUtils MCP	Unified access layer bridging Postgres & SQLite	https://github.com/donghao1393/mcp-dbutils
NocoDB MCP	Chat-driven CMS built on NocoDB tables	https://github.com/edwinbernadus/nocodb-mcp-server
Excel MCP	Worksheet reading, charting, and formatting	https://github.com/haris-musa/excel-mcp-server
SQLite MCP	Zero-friction embedded database for local projects	https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sqlite
VideoDB Director (⭐)	Create video workflows with database-backed retrieval	https://github.com/video-db/agent-toolkit/tree/main/modelcontextprotocol

5. File Systems & Search 

Local folders feel remote: an awesome mcp servers combo lets the AI scan disks, use everything search, and manage backup files, all through mcp github style calls

Tool	What it does	Link
FileSystem (official)	Reference server for local disk operations	https://github.com/modelcontextprotocol/servers/tree/main/src/filesystem
FileStash MCP	Access SFTP,S3,SMB,WebDAV,and more through one handler	https://github.com/mickael-kerjean/filestash/tree/master/server/plugin/plg_handler_mcp
Backup MCP	Snapshot & restore directories for agent workflows	https://github.com/hexitex/MCP-Backup-Server
llm-context.py	Share code snippets with LLMs via clipboard or MCP	https://github.com/cyberchitta/llm-context.py
Filesystem (Go)	Golang rewrite—lean and container-friendly	https://github.com/mark3labs/mcp-filesystem-server

6. Version Control & Project Management 

Ship code faster: github mcp server, gitlab, and linear tools let the model open pull requests or file bugs right inside the chat

Tool	What it does	Link
GitHub MCP	Manage PRs, issues, labels, and reviews via chat	https://github.com/github/github-mcp-server
GitLab MCP	Control pipelines, merge requests, and epics	https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab
Git MCP	Local repo analysis, blame, diff, and log surfacing	https://github.com/modelcontextprotocol/servers/tree/main/src/git
Linear MCP	Create, triage, and update tickets from an LLM	https://github.com/jerhadf/linear-mcp-server
Gitingest MCP	Auto-summaries of GitHub repos for prompt injection	https://github.com/puravparab/Gitingest-MCP

7. Communication & Social 

Slack, TikTok, YouTube, even cursor mcp for desktop dev chat; the AI can read, post, or summarise any thread with one mcp cursor link.

Tool	What it does	Link
Slack MCP	Search channels, post messages, build digests	https://github.com/zencoderai/slack-mcp-server
LINE OA MCP	Bring an AI agent into LINE Official Accounts	https://github.com/line/line-bot-mcp-server
Atlassian MCP	Unified Confluence + Jira operations	https://github.com/sooperset/mcp-atlassian
Bluesky MCP	Query federated feeds and threads	https://github.com/keturiosakys/bluesky-context-server
TikTok MCP	Fetch video metadata, captions, and stats	https://github.com/Seym0n/tiktok-mcp
Spotify MCP	Control playback, playlists, and library items	https://github.com/varunneal/spotify-mcp
YouTube MCP (yt-dlp)	Download subtitles & analyze transcripts	https://github.com/anaisbetts/mcp-youtube
YouTube Transcripts MCP	Alternative transcript-only implementation	https://github.com/kimtaeyoon83/mcp-server-youtube-transcript
WhatsMCP	Deploy an MCP server for WhatsApp via WAssist	https://wassist.app/mcp/

8. Cloud Platforms & Infra 

Control Cloudflare, Kubernetes, or edge workers using mcp protocol; pass mcp certification (the mcp-1 badge) and run safer ops from chat

Tool	What it does	Link
Cloudflare MCP (⭐)	Operate Workers, KV, R2, and D1 databases	https://github.com/cloudflare/mcp-server-cloudflare
Kubernetes MCP (Go)	Scale deployments, get pod logs, exec into containers	https://github.com/strowk/mcp-k8s-go
Tinybird MCP (⭐)	Run real-time SQL pipes and publish endpoints	https://github.com/tinybirdco/mcp-tinybird
Weibaohui K8M	Multi-cluster K8s management with 50 DevOps tools	https://github.com/weibaohui/k8m
Metoro MCP	Chat-query Kubernetes observability metrics	https://github.com/metoro-io/metoro-mcp-server

9. Web Automation & Search Engines

Browser mcp and playwright mcp server let the bot click, scroll and scrape; zapier mcp or n8n mcp then push the data anywhere

Tool	What it does	Link
Playwright MCP	Full browser automation plus scraping	https://github.com/executeautomation/mcp-playwright
Brave Search MCP	Privacy-first web results via API	https://github.com/brave/brave-search-mcp-server
Tavily MCP	Real-time answer API with citations	https://github.com/Tomatio13/mcp-server-tavily
Apify Actors MCP	Tap into 4,000+ scraping actors out-of-the-box	https://github.com/apify/actors-mcp-server
RAG Web Browser MCP	Search the web, scrape pages, return Markdown summaries	https://github.com/apify/mcp-server-rag-web-browser
Exa Search MCP (⭐)	Vector-based semantic search for the live web	https://github.com/exa-labs/exa-mcp-server
Puppeteer MCP	JS-controlled Chromium browsing via MCP	https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer
Fetch MCP	Fetch and clean raw HTML or JSON payloads	https://github.com/modelcontextprotocol/servers/tree/main/src/fetch
Scrapeless MCP	Google SERP results through a single MCP endpoint	https://github.com/scrapeless-ai/scrapeless-mcp-server

10. Monitoring & Observability 

When something crashes the sequential thinking mcp flow shows Sentry or Raygun errors in plain chat and suggests a fix.

Tool	What it does	Link
Sentry MCP	Query errors, performance data, and releases	https://github.com/modelcontextprotocol/servers-archived/tree/main/src/sentry
Raygun MCP	Access crash reports and Real User Monitoring stats	https://github.com/MindscapeHQ/mcp-server-raygun
Metoro MCP (duplicate entry above)	Kubernetes environment insights	https://github.com/metoro-io/metoro-mcp-server

11. Finance & Payments 

Stripe, PayPal, crypto prices—mcp agents handle money events, send invoices, or check wallet balances on demand

Tool	What it does	Link
Stripe MCP (⭐)	Create charges, customers, and webhooks from chat	https://github.com/stripe/agent-toolkit/tree/main
PayPal MCP (⭐)	Payments, subscriptions, and transaction lookups	https://github.com/paypal/paypal-mcp-server
CoinMarket MCP	Real-time crypto prices from CoinMarketCap	https://github.com/anjor/coinmarket-mcp-server
Chargebee MCP (⭐)	SaaS subscription billing operations	https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol
LongPort OpenAPI MCP (⭐)	Stock market data and trading via LongPort	https://github.com/longportapp/openapi
ZBD MCP (⭐)	Lightning-fast Bitcoin payments processing	https://github.com/zebedeeio/zbd-payments-typescript-sdk/tree/main/packages/mcp-server

12. Data Visualization 

The AI turns raw numbers into charts; one mcp llm request returns a clean Vega-Lite graph ready for reports

Tool	What it does	Link
VegaLite MCP	Generate JSON specs and render charts	https://github.com/isaacwasserman/mcp-vegalite-server
AntV Chart MCP	Produce rich interactive visuals (G2/G6)	https://github.com/antvis/mcp-server-chart

13. Workflow & System Automation 

Make.com, Apple Shortcuts, or a simple shell: an mcp desktop host can fire scripts and close repetitive tasks while you watch

Tool	What it does	Link
Make MCP (⭐)	Run Make.com scenarios directly from an LLM	https://github.com/integromat/make-mcp-server
Shell MCP	Secure shell access and Mac automation	https://github.com/rusiaaman/wcgw
Windows CLI MCP	Controlled PowerShell/CMD/Git Bash commands	https://github.com/SimonB97/win-cli-mcp-server
Apple Shortcuts MCP	Trigger iOS/macOS shortcut flows via chat	https://github.com/recursechat/mcp-server-apple-shortcuts
Windows Control MCP	Mouse, keyboard, and window management through NutJS	https://github.com/Cheffromspace/nutjs-windows-control
Command Line MCP	Execute any CMD command (use with care)	https://github.com/phialsbasement/cmd-mcp-server

14. Note-Taking & Knowledge Bases 

Notion mcp, Obsidian, Apple Notes; your private thoughts become searchable context for every chat.

Tool	What it does	Link
Obsidian MCP #1	Read & search Markdown vaults	https://github.com/MarkusPfundstein/mcp-obsidian
Notion MCP #1	Create pages, databases, and tasks	https://github.com/danhilse/notion_mcp
Notion MCP #2	Second implementation, Node-centric	https://github.com/suekou/mcp-notion-server
Apple Notes MCP	Read local macOS notes	https://github.com/sirmews/apple-notes-mcp
Todoist MCP	Manage personal tasks from chat	https://github.com/abhiz123/todoist-mcp-server
Google Keep MCP	CRUD operations on Keep notes	https://github.com/feuerdev/keep-mcp
Apple Books MCP	Turn EPUB/PDF libraries into a queryable KB	https://github.com/vgnshiyer/apple-books-mcp
Ebook-mcp	Local e-book browsing and summarization	https://github.com/onebirdrocks/ebook-mcp

15. Identity & Security 

Keycloak user tweaks, Semgrep scans—keep your model context protocol workspace safe without leaving the console

Tool	What it does	Link
Keycloak MCP	User, group, and realm administration via MCP	https://github.com/ChristophEnglisch/keycloak-model-context-protocol
Semgrep MCP	Static code analysis and vuln surfacing	https://github.com/semgrep/mcp
Netwrix MCP (⭐)	Access Analyzer for permission audits	https://github.com/netwrix/mcp-server-naa

16. Marketing & Analytics 

Facebook Ads stats, Fathom web traffic, plus AI copy helpers: perfect when ai mcp needs to boost SEO or track spend

Tool	What it does	Link
Open Strategy Partners Tools	Standardized editing codes & metadata generators	https://github.com/open-strategy-partners/osp_marketing_tools
Fathom Analytics MCP	Privacy-focused site analytics reporting	https://github.com/mackenly/mcp-fathom-analytics
Facebook Ads MCP	Programmatic ad management & reporting	https://github.com/gomarble-ai/facebook-ads-mcp-server

17. Aggregators & Connectors 

One hub, many apps: pipedream, zapier mcp, and toolhive install or route hundreds of integrations with one command

Tool	What it does	Link
Pipedream MCP	8,000+ APIs callable through one server	https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol
Zapier MCP	Zapier’s 8 k app catalog via MCP	https://zapier.com/mcp
Remote MCP	Centralised management for distributed servers	https://github.com/ssut/Remote-MCP
yamcp	Workspace manager to scan/monitor local MCP servers	https://github.com/hamidra/yamcp
ToolHive	Containerized deployment helper for MCP servers	https://github.com/StacklokLabs/toolhive
mcp-get	CLI installer/upgrader for NPM-based servers	https://github.com/michaellatman/mcp-get

18. Virtualization & IoT 

Spin up test boxes in E2B or talk to smart sensors via Coreflux MQTT—all through the same mcp server list

Tool	What it does	Link
E2B MCP (⭐)	Spin up disposable dev containers in the cloud	https://github.com/e2b-dev/mcp-server
Docker MCP	Manage local Docker daemon and compose stacks	https://github.com/QuantGeekDev/docker-mcp
Coreflux MQTT MCP	Turn MQTT broker into an automation hub for IoT	https://github.com/CorefluxCommunity/CorefluxMCPServer

19. Research & Literature 

Search papers on arXiv, books on Open Library, or code on PapersWithCode; a single what is mcp in ai query can now cite real sources

Tool	What it does	Link
ArXiv MCP	Search and fetch research papers	https://github.com/blazickjp/arxiv-mcp-server
PapersWithCode MCP	Track SOTA, conferences, and code bases	https://github.com/hbg/mcp-paperswithcode
Open Library MCP	Look up book & author info via Internet Archive	https://github.com/8enSmith/mcp-open-library
Ancestry MCP	Parse GEDCOM files and genetic datasets	https://github.com/reeeeemo/ancestry-mcp

20. Visualization, Mapping & Location 

Google Maps layers or QGIS projects; ask “Where’s the site?” and the model context protocol ai stack returns routes and geo shapes

Tool	What it does	Link
Google Maps MCP	Geocoding, routing, and place details	https://github.com/modelcontextprotocol/servers-archived/tree/main/src/google-maps
QGIS MCP	Operate QGIS Desktop layers and projects	https://github.com/jjsantos01/qgis_mcp

21. Miscellaneous & Fun 

Unity game hooks, mcp router tricks, and blender mcp experiments show how far an awesome mcp setup can stretch

Tool	What it does	Link
Unity MCP	Integrate AI into Unity Editor workflows	https://github.com/IvanMurzak/Unity-MCP
Unity3d Game MCP	Alternative Unity server for game engines	https://github.com/CoderGamester/mcp-unity
Model Context Protocol Open Library	Access classic lit with “awesome MCP” flair	(same as Open Library MCP above)
MCP Router	Gateway that auto-routes calls to sub-servers	https://github.com/mcp-router/mcp-router

Sources: Awesome MCP Servers by appcypher and Awesome MCP Servers by punkpeye

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