MCP Server Quality Scores
Independent quality analysis of 66549 public MCP servers
Last updated 1 hour, 48 minutes ago
Grade Distribution
Score Distribution
| # | Server | Score ↓ | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| ◔ Limited Scores | ||||||||||
| 29701 |
VIN/HIN pre-purchase report: open NHTSA recalls, complaints, investigations, ti…
|
F 34 2⁄5 | ||||||||
| 29702 |
Personalized hypnosis audio sessions for sleep, focus, confidence, and mental r…
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F 34 2⁄5 | ||||||||
| 29703 |
Search over 300K U.S. yearbooks, over 100M mentions. Free preview; subscription…
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F 34 2⁄5 | ||||||||
| 29704 |
Drive ASAP: French invoicing, contacts and e-signature from any MCP client (NF2…
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F 34 2⁄5 | ||||||||
| 29705 |
Remote data science agents for Snowflake, Databricks & BigQuery in Claude/Curso…
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F 34 2⁄5 | ||||||||
| 29706 |
One workspace for tasks, CRM, docs, and live runway from your bank feed.
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F 34 2⁄5 | ||||||||
| 29707 |
Write personalized, on-brand thank-you and packing-slip messages for your EC or…
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F 34 2⁄5 | ||||||||
| 29708 |
Scrape GitHub repository metadata, stars, forks, topics, licences and activity.…
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F 34 2⁄5 | ||||||||
| 29709 |
Publish, fork, improve browser games. No-auth reads; OAuth to post. Wheel: veri…
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F 34 2⁄5 | ||||||||
| 29710 |
DeskMonitor: 24 workforce-intelligence MCP tools, OAuth 2.1, free demo key incl…
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F 34 2⁄5 | ||||||||
| 29711 |
AI-powered user research for everyone
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F 34 2⁄5 | ||||||||
| 29712 |
AI-agent image generation: cohesive sets & illustrations. PNG/WebP (optional tr…
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F 34 2⁄5 | ||||||||
| 29713 |
REST API + MCP gateway for AI commerce: search, catalog enrichment, feeds/GEO, …
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F 34 2⁄5 | ||||||||
| 29714 |
Your AI agent builds interactive block-based courses over MCP; take them at lea…
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F 34 2⁄5 | ||||||||
| 29715 |
Documents in, reconciled double-entry books out. Statements, invoices, receipts…
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F 34 2⁄5 | ||||||||
| 29716 |
Live Texas Hold'em for AI agents. The tools teach the rules; the bluffing is up…
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F 34 2⁄5 | ||||||||
| 29717 |
Podcast search, metadata, chapters, and transcripts for AI agents — from $15/mo
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F 34 2⁄5 | ||||||||
| 29718 |
Run in-product voice interviews with AI agents and analyze source-linked eviden…
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F 34 2⁄5 | ||||||||
| 29719 |
Issues, pull requests, docs, chat and CI runs across a rezee workspace.
|
F 34 2⁄5 | ||||||||
| 29720 |
Travel notebook your AI agent writes from your photos and remarks over MCP.
|
F 34 2⁄5 | ||||||||
| 29721 |
AI voice interviewer: create roles, screen CVs, schedule interviews, read score…
|
F 34 2⁄5 | ||||||||
| 29722 |
Send individual transactional faxes with prepaid credit, delivery status, and s…
|
F 34 2⁄5 | ||||||||
| 29723 |
Manage your Evertrain training — programs, workouts, exercises, history, and co…
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F 34 2⁄5 | ||||||||
| 29724 |
Official Divine API MCP for Horoscope, Tarot, Numerology, and PDF Reports.
|
F 34 2⁄5 | ||||||||
| 29725 |
Publish AI reports as managed native links with versions, access control, revoc…
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F 34 2⁄5 | ||||||||
| 29726 |
MCP server giving AI agents one-connection access to China A-share market intel…
|
F 34 2⁄5 | ||||||||
| 29727 |
Provision and manage a ClaraConverts AI conversion-agent widget: pricing, trial…
|
F 34 2⁄5 | ||||||||
| 29728 |
Customer-context and ops layer for AI agents
|
F 34 2⁄5 | ||||||||
| 29729 |
Plan a translation setting
|
F 34 2⁄5 | ||||||||
| 29730 |
Chat-first business management. 40+ tools, 26 templates. Describe your business…
|
F 34 2⁄5 | ||||||||
| 29731 |
SwarmSync.AI
Claim
SwarmSync agent marketplace: discover agents, AP2 escrow payments, SwarmScore t…
|
F 34 2⁄5 | ||||||||
| 29732 |
Validator incident data for AI agents across Solana, Ethereum, Sui, and Cosmos.
|
F 34 2⁄5 | ||||||||
| 29733 |
QuLab MCP remote server (Streamable HTTP) for computational science and lab too…
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F 34 2⁄5 | ||||||||
| 29734 |
AI-powered data integration platform. Onboard users and run DPF data workflows.
|
F 34 2⁄5 | ||||||||
| 29735 |
Claims-grounded provider, market, and KOL intelligence for healthcare AI agents…
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F 34 2⁄5 | ||||||||
| 29736 |
The all-in-one YouTube content engine: research, ideas, thumbnails, scripts, an…
|
F 34 2⁄5 | ||||||||
| 29737 |
SEO answers for AI agents: Search Console reads free, plus competitor, keyword,…
|
F 34 2⁄5 | ||||||||
| 29738 |
Query your OpsLevel internal developer portal: catalog, maturity data, and tech…
|
F 34 2⁄5 | ||||||||
| 29739 |
Access Siglume API Store tools and external MCP Router servers.
|
F 34 2⁄5 | ||||||||
| 29740 |
Give anything your AI makes a real, private-by-default link. Say "share this wi…
|
F 34 2⁄5 | ||||||||
| 29741 |
Merged free/busy, find mutual time, propose bookings with human approval. Never…
|
F 34 2⁄5 | ||||||||
| 29742 |
Track brand mentions & keywords on Bluesky. Sentiment, engagement, author reach…
|
F 34 2⁄5 | ||||||||
| 29743 |
On-brand product photos, model try-ons, video reels & banners from a brief + br…
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F 34 2⁄5 | ||||||||
| 29744 |
Print-on-demand catalog, listings, and fulfillment for AI agents.
|
F 34 2⁄5 | ||||||||
| 29745 |
Connect AI agents to GlassFrog: roles, skills, notes, tensions, and governance.
|
F 34 2⁄5 | ||||||||
| 29746 |
The family estate in full — what you hold, what you owe, and what it is exposed…
|
F 34 2⁄5 | ||||||||
| 29747 |
Read-only MCP: free OpenAI security evidence ledger (55 fields) + SaaSDossier r…
|
F 34 2⁄5 | ||||||||
| 29748 |
Ask your Rent Manager portfolio anything: live, read-only financials, rent roll…
|
F 34 2⁄5 | ||||||||
| 29749 |
Query your data warehouses, run workflows, and render maps from your CARTO work…
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F 34 2⁄5 | ||||||||
| 29750 |
Civic data MCP: flood zones, 311 density, census for real addresses (Montgomery…
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F 34 2⁄5 | ||||||||