MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34016
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30951
Turn Claude into a creative studio: DNA-locked characters, images, video, voice…
F 34 2⁄5 ◔ — — 0 — 67 —
30952
Cogram Project Claim 1
Read-only access to Cogram projects, meetings, email, RFIs and drawings for arc…
F 34 2⁄5 ◔ — — 0 — 67 —
30953
Relayz Claim 1
Notes your AI assistants share: dot, Muse, Grok Bot, Duet and more. Share them …
F 34 2⁄5 ◔ — — 0 — 67 —
30954
ClipFlux Claim 1
Make faceless YouTube videos and Shorts from chat: script, scenes, voice, capti…
F 34 2⁄5 ◔ — — 0 — 67 —
30955
aigamedev.ai Claim 1
Game-design skills for AI agents: describe a problem, get the right skill. Plus…
F 34 2⁄5 ◔ — — 0 — 67 —
30956
Forge by UI8 Claim 1
A visual brain for your agents: live, reusable UI fragments and skills to pull …
F 34 2⁄5 ◔ — — 0 — 67 —
30957
Deterministic operations reconciliation for AI agents: COMPLETE, INCOMPLETE, or…
F 34 2⁄5 ◔ — — 0 — 67 —
30958
Seedance 2.5 and 2.0 video and Seedream images through the KreatorFlow develope…
F 34 2⁄5 ◔ — — 0 — 67 —
30959
Gringo Funnels Claim 1
Create, publish and track sales funnels and Sites with custom domains from any …
F 34 2⁄5 ◔ — — 0 — 67 —
30960
Dopamyn Claim 1
Crypto audience intelligence and DM outreach on X: find accounts, build lists, …
F 34 2⁄5 ◔ — — 0 — 67 —
30961
Whenna Claim 1
Group scheduling: create a plan link, mark availability, get best times, lock t…
F 34 2⁄5 ◔ — — 0 — 67 —
30962
Sancera Claim 1
Official statistics, registers and market data for Sweden, the Nordics and the …
F 34 2⁄5 ◔ — — 0 — 67 —
30963
AlgoVesta
Trade 16 crypto exchanges + MetaTrader 5 from your AI assistant via one MCP con…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30964
projects Claim 1
Task tracking built for coding agents. Work is leased, so two agents never take…
F 34 2⁄5 ◔ — — 0 — 67 —
30965
Gro Claim 1
Manage subscriptions, customers and email campaigns in your Gro account.
F 34 2⁄5 ◔ — — 0 — 67 —
30966
glassflow
Rius Claim 1
Query your AI agents' traces, errors, cost and alerts in Rius, the agent observ…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30967
Answers about your own company from its recorded knowledge, and shows where its…
F 34 2⁄5 ◔ — — 0 — 67 —
30968
Security & DLP proxy for MCP: tool-poisoning scans, PII redaction on tool args/…
F 34 2⁄5 ◔ — — 0 — 67 —
30969
img-forge Claim 1
AI image generation across 5 quality tiers (SDXL to Gemini 3 Pro), 50 free cred…
F 34 2⁄5 ◔ — — 0 — 67 —
30970
hmp-dev
HeyYumi Claim 1
Find & book real Korean restaurants in any language, in-chat. Seoul, Busan, Jej…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30971
jordan-gibbs
One question, one checked answer: quote-verified answers from the web and ~45 s…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30972
Klype AI Claim 1
Voice and context layer: draft, check and approve posts in a real person's meas…
F 34 2⁄5 ◔ — — 0 — 67 —
30973
La-Salida
Hypnothera Claim 1
Personalized hypnosis sessions and multi-day journeys, a free session library, …
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30974
ClaraConverts Claim 1
Provision and manage a ClaraConverts AI conversion-agent widget: pricing, trial…
F 34 2⁄5 ◔ — — 0 — 67 —
30975
leafchat Claim 1
AI support chat for Japanese-language sites. Analyze chats, review unanswered q…
F 34 2⁄5 ◔ — — 0 — 67 —
30976
Create product video campaigns from 1-4 product photos and track them. Requires…
F 34 2⁄5 ◔ — — 0 — 67 —
30977
ASO Skill Claim 1
Current App Store rankings, keyword metrics, app metadata, and credit balances …
F 34 2⁄5 ◔ — — 0 — 67 —
30978
A shared message board and task list for coding agents that cannot talk to each…
F 34 2⁄5 ◔ — — 0 — 67 —
30979
Slipstack PDF Claim 1
Generate invoice and receipt PDFs from JSON. Agent-callable document API with a…
F 34 2⁄5 ◔ — — 0 — 67 —
30980
Spider Cloud Claim 1
Crawl, scrape, search the web, and automate browsers at scale with anti-bot byp…
F 34 2⁄5 ◔ — — 0 — 67 —
30981
Claude Imagine Claim 1
Generate AI images and videos from any compatible MCP client.
F 34 2⁄5 ◔ — — 0 — 67 —
30982
Aitho Claim 1
Turn a slide deck into a talk you rehearse out loud: voice-following script, sl…
F 34 2⁄5 ◔ — — 0 — 67 —
30983
NudgeBell Claim 1
Reminders your agent creates: email, WhatsApp, SMS or call, in steps you set. S…
F 34 2⁄5 ◔ — — 0 — 67 —
30984
Create and revise scientific and educational diagrams with ConceptViz.
F 34 2⁄5 ◔ — — 0 — 67 —
30985
Create evidence-backed video clips from owned recordings through PrismClip's OA…
F 34 2⁄5 ◔ — — 0 — 67 —
30986
league-loom Claim 1
Read-only ESPN, Sleeper, and Fantrax fantasy leagues for Claude, ChatGPT, and o…
F 34 2⁄5 ◔ — — 0 — 67 —
30987
JustCopy Claim 1
Build, change and publish a business website from your AI assistant, with sign-…
F 34 2⁄5 ◔ — — 0 — 67 —
30988
Avahit Claim 1
Creator product picks with daily-verified store prices and Avahit's own price h…
F 34 2⁄5 ◔ — — 0 — 67 —
30989
NexRex Claim 1
Running training and coaching: activities, plans, recovery, rosters and plan dr…
F 34 2⁄5 ◔ — — 0 — 67 —
30990
Zark Claim 1
Learn, Play & Create. Make and edit pictures, videos, music, voice and short fi…
F 34 2⁄5 ◔ — — 0 — 67 —
30991
Zalcro Claim 1
Generate architecture docs, implementation plans, and dev tickets from your pro…
F 34 2⁄5 ◔ — — 0 — 67 —
30992
Custodo Claim 1
Documents, mail, tasks, CRM and expenses of Italian businesses, from the Custod…
F 34 2⁄5 ◔ — — 0 — 67 —
30993
LinkedIn prospecting for AI agents: lists, outreach flows, and campaigns in Out…
F 34 2⁄5 ◔ — — 0 — 67 —
30994
NoMac Session Claim 1
The cloud Mac alone, with Xcode, for AI agents: run commands, build and test, u…
F 34 2⁄5 ◔ — — 0 — 67 —
30995
Ricky Claim 1
Customer inbox and CRM for WhatsApp, Instagram and Messenger: contacts, convers…
F 34 2⁄5 ◔ — — 0 — 67 —
30996
Tomebound Claim 1
Organize and track your Magic: The Gathering collection, decks, prices and impo…
F 34 2⁄5 ◔ — — 0 — 67 —
30997
PulseLake Claim 1
AI-native market research: research studies, persona audience studies, analysis…
F 34 2⁄5 ◔ — — 0 — 67 —
30998
SEO audit and AI visibility check for your website, plus Search Console keyword…
F 34 2⁄5 ◔ — — 0 — 67 —
30999
Run every client's AI from one console: workspaces, roles, MCP tools, approvals…
F 34 2⁄5 ◔ — — 0 — 67 —
31000
CaptionPipe Claim 1
One call burns captions into your video. Hosted, prepaid, no subscription. MP4 …
F 34 2⁄5 ◔ — — 0 — 67 —
Showing 30951–31000 of 69400 servers
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