MCP Server Quality Scores

Independent quality analysis of 69365 public MCP servers

69365
Discovered
→
34005
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 minute ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30051
canvora
Canvora Claim 1
Turn any idea, URL, doc, or PDF into on-brand visuals: 100+ formats, native in …
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30052
nitrinoai
Nitrino Claim 1
AI sales agent: finds B2B buyers, researches each one, writes from your account…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30053
Negmus
Narva Claim 1
Make faceless YouTube videos and Shorts from a topic or script, then publish to…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30054
Rainfrog Claim 1
On-brand AI image and video campaigns with persistent characters and products, …
F 34 2⁄5 ◔ — — 0 — 67 —
30055
Score short vertical video ads by link: hook, story, offer, audience, picture a…
F 34 2⁄5 ◔ — — 0 — 67 —
30056
sanjaybhagia
Trvlrr Claim 1
Your travel history and upcoming trips: flights, stays, activities, places, pho…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30057
openhelm Claim 1
Autonomous cloud agent tasks: real browser + your tools, structured evidence-ba…
F 34 2⁄5 ◔ — — 0 — 67 —
30058
TriPeak Claim 1
Triathlon coaching: training plans, load (CTL/ATL/TSB), session grading and rac…
F 34 2⁄5 ◔ — — 0 — 67 —
30059
podonos
Onepin Claim 1
AI Voice Production Agent: picks from 30+ TTS models, fixes pronunciation, vali…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30060
ANLTD
Memocore Claim 1
Cloud memory for AI agents and teams — save, search, recall.
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30061
Lunafic Claim 1
Build your Lunafic roleplay worlds and their wiki by talking, and read back the…
F 34 2⁄5 ◔ — — 0 — 67 —
30062
ClipFlux Claim 1
Make faceless YouTube videos and Shorts from chat: script, scenes, voice, capti…
F 34 2⁄5 ◔ — — 0 — 67 —
30063
memory Claim 1
Portable memory for AI agents: capture once, recall across Claude, Cursor, and …
F 34 2⁄5 ◔ — — 0 — 67 —
30064
PostPiper Claim 1
Manage social accounts, drafts, images, publishing, and scheduling with PostPip…
F 34 2⁄5 ◔ — — 0 — 67 —
30065
AIStoryHub
Trainable non-fiction writing voice, presets, and an anti-AI-tells audit for Cl…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30066
TommosCRM
Tommos Claim 1
A CRM with AI agents that take B2B inquiries to a signed contract. Contacts, de…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30067
ahel-technologies
Ahel Claim 1
Data and tools for your AI agent: company, people, SEO, social and EU register …
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30068
sayitagainai
Say It Again Claim 1
AI UGC videos of your store's products: read a product, write 3 scripts, make t…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30069
Loxone AI Claim 1
Control a Loxone Miniserver smart home: lights, blinds, climate, scenes and ene…
F 34 2⁄5 ◔ — — 0 — 67 —
30070
Timmy-Hedgr
Shared baby tracker: log feeds, sleep, nappies and solids; check nap windows an…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30071
Saify-Technologies
Generate synthetic random user data for testing, demos, and development without…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30072
glassflow
Rius Claim 1
Query your AI agents' traces, errors, cost and alerts in Rius, the agent observ…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30073
rutash
brainattic Claim 1
The knowledge base your AI reads and writes, under your rules — over MCP, EU-ho…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30074
arbitron-team
Arbitron Claim 1
Crypto perp funding, spreads and listings, plus your own Arbitron cards, trades…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30075
Churnsolution
Churn Solution Claim 1
Query Churn Solution cancellation-flow metrics, revenue, and feedback analytics…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30076
Apatero Studio Claim 1
AI image and video generation, talking avatars, consistent characters and photo…
F 34 2⁄5 ◔ — — 0 — 67 —
30077
lucidsoftware
Lucid Claim 1
Lucid’s connector creates diagrams, searches, edits, shares, and retrieves docs…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30078
aigamedev.ai Claim 1
Game-design skills for AI agents: describe a problem, get the right skill. Plus…
F 34 2⁄5 ◔ — — 0 — 67 —
30079
Nuramem Claim 1
Cross-model memory for people and teams: one memory every AI you use loads at s…
F 34 2⁄5 ◔ — — 0 — 67 —
30080
MarketTrace
Crypto perps for AI agents: funding, open interest, liquidations, order book, C…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30081
mcp Claim 1
Confidential compute and inference sold to agents over x402 USDC, plus an agent…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30082
bannerproof
Bannerproof Claim 1
EU cookie-consent audit: trackers before consent, Reject all, Consent Mode v2, …
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30083
ccromp
MarketCore Claim 1
Create on-brand marketing deliverables and GTM docs with AI-powered blueprints …
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30084
jaybro2042-alt
Liminal Claim 1
Augment your work with Liminal. Stop repeating yourself and build on what’s alr…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30085
EmpirioLabs-AI
EmpirioLabs AI Claim 1
Every EmpirioLabs model and platform feature as tools: chat, media, search, job…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30086
Canadian grocery shelf prices from 80+ stores, every province. Free key: 100 ca…
F 34 2⁄5 ◔ — — 0 — 67 —
30087
Pensero Claim 1
Engineering metrics from Pensero: delivery, quality, AI usage and cost, Signals…
F 34 2⁄5 ◔ — — 0 — 67 —
30088
glifxyz
Glif Claim 1
Generate images, video, and audio with Glif's media-generation agent
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30089
fAlpha Claim 1
Explainable model signals, drivers, news sentiment, SEC filings and macro data …
F 34 2⁄5 ◔ — — 0 — 67 —
30090
Realeyes
VerifEye Claim 1
VerifEye Face API: Identify (apparent age, gender, emotions, attention), Onboar…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30091
ThomasWainstein
Pilot5 Claim 1
Five AI models debate your decision blind, then give one recommendation and the…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30092
ottoman9
SVG Lab Claim 1
SVG Lab MCP: the Design Engine for AI. App screens, icons, illustrations and ch…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30093
hmp-dev
HeyYumi Claim 1
Find & book real Korean restaurants in any language, in-chat. Seoul, Busan, Jej…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30094
deepscout-ai
DeepScout Claim 1
Scrape any e-shop and match products across shops without EAN. API & MCP for AI…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30095
jordan-gibbs
One question, one checked answer: quote-verified answers from the web and ~45 s…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30096
UK Companies House company search, officers and PSC via the official API. Runs …
F 34 2⁄5 ◔ — — 0 — 67 —
30097
letterlyapp
Letterly Claim 1
Bring Letterly voice notes and meetings into your AI chat to search, rewrite, t…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30098
Read your real phone and browser screen time, and tighten your limits, in the R…
F 34 2⁄5 ◔ — — 0 — 67 —
30099
La-Salida
Hypnothera Claim 1
Personalized hypnosis sessions and multi-day journeys, a free session library, …
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30100
causely-oss
causely Claim 1
Causal reasoning for reliability: root cause, blast radius, and service health …
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
Showing 30051–30100 of 69365 servers
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