MCP servers · SAFE only · ranked by rule
Best MCP servers, by job
The highest-rated SAFE MCP servers for each of 20 jobs, from 5,190 servers we audited from source. Up to 5 per job, ranked by trust score and then GitHub stars. Only servers rated SAFE are listed; 2,809 rated CAUTION or BLOCK are left out.
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ModelsAtlas. “Best MCP servers”. Retrieved 12 Nov 2026. https://modelsatlas.com/mcp/best
Best memory & knowledge MCP servers
Servers that give an agent long-term memory, notes and a knowledge base · All 330 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Graphitigetzep/graphiti | ✓SAFE B | 3 destructive | streamable-http | ★ 31,002GitHub stars | Claude Code · Claude Desktop |
| Memory Bankalioshr/memory-bank-mcp | ✓SAFE B | 2 write | stdio | ★ 921GitHub stars | Claude Code · Claude Desktop |
| Knowledge Graph Memoryshaneholloman/mcp-knowledge-graph | ✓SAFE B | 2 destructive | stdio | ★ 890GitHub stars | Claude Code · Claude Desktop |
| Axonharshkedia177/axon | ✓SAFE B | 2 write | stdio · streamable-http | ★ 813GitHub stars | Claude Code · Claude Desktop |
| MegaMemory0xk3vin/megamemory | ✓SAFE B | 1 destructive | stdio | ★ 707GitHub stars | Claude Code · Claude Desktop |
Best cloud & infra MCP servers
Servers that operate cloud accounts, containers, clusters and pipelines · All 243 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Minimadmayboroda/minima | ✓SAFE B | 1 read | stdio | ★ 1,049GitHub stars | Claude Code · Claude Desktop |
| Security Hubfuzzinglabs/mcp-security-hub | ✓SAFE B | 8 write | stdio | ★ 794GitHub stars | No config yet |
| Yutueat-pray-ai/yutu | ✓SAFE B | Not listed in source | stdio · streamable-http | ★ 695GitHub stars | Claude Code |
| Prometheuspab1it0/prometheus-mcp-server | ✓SAFE B | Not listed in source | sse · stdio | ★ 517GitHub stars | Claude Code |
| Code Execution Modeelusznik/mcp-server-code-execution-mode | ✓SAFE B | 1 read | stdio | ★ 339GitHub stars | Claude Code · Claude Desktop |
Best code intelligence MCP servers
Servers that search, analyse and review source code · All 180 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| exa-mcp-serverexa-labs/exa-mcp-server | ✓SAFE B | 2 write | stdio · streamable-http | ★ 5,089GitHub stars | Claude Code · Claude Desktop |
| Socraticodegiancarloerra/socraticode | ✓SAFE B | 3 destructive | stdio | ★ 3,319GitHub stars | Claude Code |
| Cheat Engine Bridgemiscusi-peek/cheatengine-mcp-bridge | ✓SAFE B | 12 destructive | stdio | ★ 1,514GitHub stars | No config yet |
| Axonharshkedia177/axon | ✓SAFE B | 2 write | stdio · streamable-http | ★ 813GitHub stars | Claude Code · Claude Desktop |
| MegaMemory0xk3vin/megamemory | ✓SAFE B | 1 destructive | stdio | ★ 707GitHub stars | Claude Code · Claude Desktop |
Best agent orchestration MCP servers
Servers that coordinate several agents, gateways and agent-to-agent protocols · All 172 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Minimadmayboroda/minima | ✓SAFE B | 1 read | stdio | ★ 1,049GitHub stars | Claude Code · Claude Desktop |
| LangChain.js MCP Adapterslangchain-ai/langchainjs-mcp-adapters | ✓SAFE B | 1 write | sse · streamable-http | ★ 248GitHub stars | Claude Code · Claude Desktop |
| Toolbox Langchain SDKgoogleapis/mcp-toolbox-sdk-python | ✓SAFE B | 1 read | Not declared | ★ 192GitHub stars | Claude Code · Claude Desktop |
| Mcp-Usemcp-use/mcp-use-ts | ✓SAFE B | 1 write | streamable-http | ★ 171GitHub stars | Claude Code · Claude Desktop |
| Claude IPCjdez427/claude-ipc-mcp | ✓SAFE B | 3 write | stdio | ★ 133GitHub stars | Claude Code · Claude Desktop |
Best databases MCP servers
Servers that query, inspect and manage databases and vector stores · All 156 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Neo4jneo4j-contrib/mcp-neo4j | ✓SAFE B | Not listed in source | sse · stdio | ★ 986GitHub stars | Claude Code |
| apple-health-mcpneiltron/apple-health-mcp | ✓SAFE B | 2 write | stdio | ★ 568GitHub stars | Claude Code |
| MotherDuckmotherduckdb/mcp-server-motherduck | ✓SAFE B | 3 read | stdio · streamable-http | ★ 525GitHub stars | Claude Code |
| Mementogannonh/memento-mcp | ✓SAFE B | 4 destructive | stdio | ★ 425GitHub stars | Claude Code · Claude Desktop |
| Ragdocshannesrudolph/mcp-ragdocs | ✓SAFE B | 2 destructive | stdio | ★ 265GitHub stars | Claude Code · Claude Desktop |
Best finance & crypto MCP servers
Servers that read markets, accounts and blockchains · All 123 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Alpacaalpacahq/alpaca-mcp-server | ✓SAFE B | 3 write | stdio · streamable-http | ★ 993GitHub stars | Claude Code |
| Yahoo Finance 2gadicc/yahoo-finance2 | ✓SAFE B | 1 write | stdio · streamable-http | ★ 802GitHub stars | Claude Code · Claude Desktop |
| AkToolsaahl/mcp-aktools | ✓SAFE B | 1 write | stdio | ★ 391GitHub stars | Claude Code |
| EVMmcpdotdirect/evm-mcp-server | ✓SAFE B | 3 write | stdio · streamable-http | ★ 379GitHub stars | Claude Code · Claude Desktop |
| Trading Skillsstaskh/trading_skills | ✓SAFE B | 6 write | Not declared | ★ 372GitHub stars | Claude Code · Claude Desktop |
Best web search MCP servers
Servers that search the web and scrape pages for an agent · All 122 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| exa-mcp-serverexa-labs/exa-mcp-server | ✓SAFE B | 2 write | stdio · streamable-http | ★ 5,089GitHub stars | Claude Code · Claude Desktop |
| Google Searchweb-agent-master/google-search | ✓SAFE B | 1 read | stdio | ★ 621GitHub stars | Claude Code · Claude Desktop |
| mcp-local-ragshinpr/mcp-local-rag | ✓SAFE B | 2 write | stdio | ★ 414GitHub stars | Claude Code |
| Local RAGshinpr/mcp-local-rag | ✓SAFE B | 2 write | stdio | ★ 405GitHub stars | Claude Code |
| Graphlitgraphlit/graphlit-mcp-server | ✓SAFE B | 4 destructive | stdio | ★ 379GitHub stars | Claude Code · Claude Desktop |
Best security MCP servers
Servers that scan, test and investigate security issues · All 120 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Agentic Radarsplx-ai/agentic-radar | ✓SAFE B | 1 write | sse · stdio · streamable-http | ★ 1,053GitHub stars | Claude Code · Claude Desktop |
| Kali Connectorwh0am123/mcp-kali-server | ✓SAFE B | 2 write | Not declared | ★ 830GitHub stars | No config yet |
| Security Hubfuzzinglabs/mcp-security-hub | ✓SAFE B | 8 write | stdio | ★ 794GitHub stars | No config yet |
| H1 Brainpatrikfehrenbach/h1-brain | ✓SAFE B | 3 write | Not declared | ★ 355GitHub stars | No config yet |
| Maigretburtthecoder/mcp-maigret | ✓SAFE B | 2 read | stdio | ★ 267GitHub stars | Claude Code · Claude Desktop |
Best browser automation MCP servers
Servers that drive a real browser: navigate, click, fill forms and read pages · All 118 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Playwrightmicrosoft/playwright-mcp | ✓SAFE B | Not listed in source | stdio | ★ 37,315GitHub stars | Claude Code |
| Browserbasebrowserbase/mcp-server-browserbase | ✓SAFE B | 1 write | stdio · streamable-http | ★ 3,413GitHub stars | Claude Code · Claude Desktop |
| Fetcherjae-jae/fetcher-mcp | ✓SAFE B | 1 write | sse · stdio · streamable-http | ★ 1,086GitHub stars | Claude Code · Claude Desktop |
| Browser Useco-browser/browser-use-mcp-server | ✓SAFE B | 2 read | Not declared | ★ 844GitHub stars | Claude Code · Claude Desktop |
| Vibetest Usebrowser-use/vibetest-use | ✓SAFE B | 2 write | Not declared | ★ 831GitHub stars | Claude Code · Claude Desktop |
Best marketing & analytics MCP servers
Servers that run ads, SEO and web analytics from an agent · All 96 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Google Meta Ads GA4 Connectoririnabuht12-oss/google-ads-meta-ads-mcp | ✓SAFE B | Not listed in source | streamable-http | ★ 2,486GitHub stars | No config yet |
| Google Search Consoleaminforou/mcp-gsc | ✓SAFE B | 2 destructive | sse · stdio | ★ 1,713GitHub stars | Claude Code · Claude Desktop |
| Reddit Buddykaranb192/reddit-mcp-buddy | ✓SAFE B | 1 write | stdio · streamable-http | ★ 837GitHub stars | Claude Code |
| Facebook Ads Librarytalknerdytome-labs/facebook-ads-library-mcp | ✓SAFE B | 5 read | stdio | ★ 310GitHub stars | Claude Code |
| Redditarindam200/reddit-mcp | ✓SAFE B | 10 read | Not declared | ★ 301GitHub stars | Claude Code · Claude Desktop |
Best image, video & audio MCP servers
Servers that generate and edit images, video, music and speech · All 92 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Abletonahujasid/ableton-mcp | ✓SAFE B | 1 write | Not declared | ★ 3,081GitHub stars | Claude Code · Claude Desktop |
| ComfyUIjoenorton/comfyui-mcp-server | ✓SAFE B | 5 write | stdio · streamable-http | ★ 408GitHub stars | No config yet |
| Mcptube0xchamin/mcptube | ✓SAFE B | 1 destructive | stdio · streamable-http | ★ 161GitHub stars | Claude Code · Claude Desktop |
| Wan 3.0anil-matcha/wan-3.0-api | ✓SAFE B | 4 read | Not declared | ★ 80GitHub stars | Claude Code · Claude Desktop |
| PixVersepixverseai/pixverse-mcp | ✓SAFE B | 3 write | stdio | ★ 52GitHub stars | Claude Code · Claude Desktop |
Best files & storage MCP servers
Servers that read, convert and manage files, documents and storage · All 84 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Markdownifyzcaceres/markdownify-mcp | ✓SAFE B | 11 read | stdio | ★ 2,996GitHub stars | Claude Code · Claude Desktop |
| Word Liveykarapazar/word-mcp-live | ✓SAFE B | Not listed in source | sse · stdio · streamable-http | ★ 228GitHub stars | Claude Code |
| Zettelkastenentanglr/zettelkasten-mcp | ✓SAFE B | 2 destructive | Not declared | ★ 166GitHub stars | Claude Code · Claude Desktop |
| Read Website Fastjust-every/mcp-read-website-fast | ✓SAFE B | 1 read | stdio | ★ 161GitHub stars | Claude Code · Claude Desktop |
| Document Operationstele-ai/doc-ops-mcp | ✓SAFE B | 4 write | stdio | ★ 140GitHub stars | Claude Code · Claude Desktop |
Best payments MCP servers
Servers that take payments, run checkout and move money · All 65 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Shopifygeli2001/shopify-mcp | ✓SAFE B | 7 destructive | stdio | ★ 238GitHub stars | Claude Code · Claude Desktop |
| JazzCashtehreemarbab/jazzcashmcp | ✓SAFE B | 1 write | stdio | ★ 73GitHub stars | Claude Code · Claude Desktop |
| Review Analyzermguozhen/voc-amazon-reviews | ✓SAFE B | 2 write | stdio · streamable-http | ★ 35GitHub stars | Claude Code |
| VARRDaugiemazza/varrd | ✓SAFE B | Not listed in source | streamable-http | ★ 24GitHub stars | Claude Code · Claude Desktop |
| walmart-mcpHasData/walmart-mcp | ✓SAFE B | Not listed in source | stdio · streamable-http | ★ 10GitHub stars | Claude Code |
Best chat & email MCP servers
Servers that send and read messages in chat apps and mailboxes · All 64 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| WhatsApplharries/whatsapp-mcp | ✓SAFE B | 3 write | stdio | ★ 6,292GitHub stars | Claude Code · Claude Desktop |
| Agent Kitkeyid-ai/agent-kit | ✓SAFE B | 2 destructive | Not declared | ★ 661GitHub stars | Claude Code · Claude Desktop |
| Apple Mailpatrickfreyer/apple-mail-mcp | ✓SAFE B | 1 read | stdio | ★ 223GitHub stars | Claude Code |
| Emailshy2593666979/mcp-server-email | ✓SAFE B | 2 write | stdio | ★ 80GitHub stars | Claude Code · Claude Desktop |
| Mailtrapmailtrap/mailtrap-mcp | ✓SAFE B | 25 destructive | stdio | ★ 65GitHub stars | Claude Code |
Best design tools MCP servers
Servers that work with design files, design systems and creative software · All 63 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| figma-developer-mcpGLips/Figma-Context-MCP | ✓SAFE B | 2 read | stdio · streamable-http | ★ 15,973GitHub stars | Claude Code |
| Magic21st-dev/magic-mcp | ✓SAFE B | Not listed in source | streamable-http | ★ 5,904GitHub stars | Claude Code · Claude Desktop |
| Lightswind UIcodewithmuhilan/lightswind-ui-library | ✓SAFE B | 8 read | stdio | ★ 1,078GitHub stars | Claude Code · Claude Desktop |
| Figma MCP Bridgegethopp/figma-mcp-bridge | ✓SAFE B | 3 destructive | stdio | ★ 734GitHub stars | Claude Code · Claude Desktop |
| Claude Talk to Figmaarinspunk/claude-talk-to-figma-mcp | ✓SAFE B | 2 destructive | stdio | ★ 665GitHub stars | Claude Code · Claude Desktop |
Best mobile development MCP servers
Servers that build, run and debug iOS and Android apps · All 52 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Apple Docmightydillah/apple-doc-mcp | ✓SAFE B | 6 read | stdio | ★ 633GitHub stars | Claude Code · Claude Desktop |
| DroidMindhyperb1iss/droidmind | ✓SAFE B | 8 read | sse · stdio | ★ 435GitHub stars | Claude Code · Claude Desktop |
| Figma Fluttermhmzdev/figma-flutter-mcp | ✓SAFE B | 13 read | stdio · streamable-http | ★ 244GitHub stars | Claude Code · Claude Desktop |
| Android Source Explorermrmike/android-source-explorer-mcp | ✓SAFE B | 11 read | Not declared | ★ 101GitHub stars | Claude Code · Claude Desktop |
| Android Agentnim444/mcp-android-server-python | ✓SAFE B | 1 destructive | stdio · streamable-http | ★ 58GitHub stars | Claude Code · Claude Desktop |
Best git & code hosting MCP servers
Servers that work with repositories, pull requests and code hosts · All 41 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Atlassian Rovoatlassian/atlassian-mcp-server | ✓SAFE B | Not listed in source | streamable-http | ★ 1,066GitHub stars | Claude Code · Claude Desktop |
| Idea Realitymnemox-ai/idea-reality-mcp | ✓SAFE B | 1 read | stdio · streamable-http | ★ 822GitHub stars | Claude Code |
| Git Ingestadhikasp/mcp-git-ingest | ✓SAFE B | 2 read | Not declared | ★ 314GitHub stars | Claude Code · Claude Desktop |
| Facebook Ads Librarytalknerdytome-labs/facebook-ads-library-mcp | ✓SAFE B | 5 read | stdio | ★ 310GitHub stars | Claude Code |
| Overleaf CLIaloth/olcli | ✓SAFE B | 1 destructive | stdio | ★ 202GitHub stars | Claude Code · Claude Desktop |
Best project management MCP servers
Servers that read and update issues, boards and tasks · All 38 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Atlassian Rovoatlassian/atlassian-mcp-server | ✓SAFE B | Not listed in source | streamable-http | ★ 1,066GitHub stars | Claude Code · Claude Desktop |
| Notionsuekou/mcp-notion-server | ✓SAFE B | 1 destructive | stdio | ★ 919GitHub stars | Claude Code · Claude Desktop |
| OmniFocusthemotionmachine/omnifocus-mcp | ✓SAFE B | 2 destructive | stdio | ★ 244GitHub stars | Claude Code · Claude Desktop |
| Atlassian Jiraaashari/mcp-server-atlassian-jira | ✓SAFE B | 1 destructive | stdio · streamable-http | ★ 77GitHub stars | No config yet |
| Atlassian Confluenceaashari/mcp-server-atlassian-confluence | ✓SAFE B | 1 destructive | stdio · streamable-http | ★ 63GitHub stars | No config yet |
Best calendar & office MCP servers
Servers that reach calendars, documents and office suites · All 36 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Workspace Automation Suitetanaikech/toolsformcpserver | ✓SAFE B | 6 read | Not declared | ★ 106GitHub stars | No config yet |
| Apple Booksvgnshiyer/apple-books-mcp | ✓SAFE B | 9 read | stdio | ★ 61GitHub stars | Claude Code |
| Agent Reachoutvibe-with-me-tools/agent-reachout | ✓SAFE B | 4 write | stdio | ★ 56GitHub stars | Claude Code · Claude Desktop |
| Evernoteverygoodplugins/mcp-evernote | ✓SAFE B | 2 destructive | stdio | ★ 33GitHub stars | Claude Code |
| Calendardeciduus/calendar-mcp | ✓SAFE B | Not listed in source | stdio · streamable-http | ★ 26GitHub stars | Claude Code |
Best logs & monitoring MCP servers
Servers that read logs, metrics, traces and alerts · All 34 →
| Server | Verdict | Tools | Transport | Popularity | Clients |
|---|---|---|---|---|---|
| Prometheuspab1it0/prometheus-mcp-server | ✓SAFE B | Not listed in source | sse · stdio | ★ 517GitHub stars | Claude Code |
| Langfuse Promptslangfuse/mcp-server-langfuse | ✓SAFE B | 2 read | stdio | ★ 173GitHub stars | Claude Code · Claude Desktop |
| Klagthemoah/klag | ✓SAFE B | 2 write | Not declared | ★ 88GitHub stars | Claude Code · Claude Desktop |
| Google Cloudkrzko/google-cloud-mcp | ✓SAFE B | 2 write | stdio | ★ 80GitHub stars | Claude Code · Claude Desktop |
| BitDivebitdive/mcp-server | ✓SAFE B | 1 read | stdio · streamable-http | ★ 75GitHub stars | No config yet |
Want least privilege rather than a job? See read-only servers and servers with no destructive tools. How the audit works: MCP security.
Questions
How are the best MCP servers chosen?
By a rule, not by hand. A server must be rated SAFE after a full read of its source. Copies of another server's page are left out, and where several servers share a name only the first SAFE one of that group is shown. The rest are ranked by trust score and then GitHub stars, and the top 5 for each job are listed.
Which MCP servers rank highest overall?
Playwright (microsoft/playwright-mcp), Graphiti (getzep/graphiti), figma-developer-mcp (GLips/Figma-Context-MCP), by trust score and then stars among the 2,381 SAFE servers.
Why leave out CAUTION and BLOCK servers?
A CAUTION server has findings you should read first and a BLOCK server has findings we would not install. Each one keeps its own page with the findings, and the job pages list every verdict.
Does SAFE mean a server cannot change my data?
No. SAFE means the audit found nothing in the source that contradicts what the server says it does. 23 of the 92 servers on this page still expose a destructive tool; the Tools column shows it.
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- How are the best MCP servers chosen?
- Which MCP servers rank highest overall?
- Why leave out CAUTION and BLOCK servers?