MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34005
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 33 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30201
PersonalOS Claim 1
Build and keep small personal apps (worlds) on a person's PersonalOS wall: logs…
F 34 2⁄5 ◔ — — 0 — 67 —
30202
Kelpo Claim 1
Make AI videos by chatting: TikTok, Reels, Shorts or long-form YouTube, starrin…
F 34 2⁄5 ◔ — — 0 — 67 —
30203
Untangle Claim 1
Bioprocess design: generate purification routes, simulate fermentation and sepa…
F 34 2⁄5 ◔ — — 0 — 67 —
30204
Structured Output Agent (Openai)
F 34 2⁄5 ◔ — — 0 — 67 —
30205
Prosp Claim 1
B2B prospect discovery: find companies by industry, size and market, checked ag…
F 34 2⁄5 ◔ — — 0 — 67 —
30206
YouTube video/channel search, suggestions, details, comments/replies, Shorts, t…
F 34 2⁄5 ◔ — — 0 — 67 —
30207
Runik AI Claim 1
Chat-first business management. 40+ tools, 26 templates. Describe your business…
F 34 2⁄5 ◔ — — 0 — 67 —
30208
adside Claim 1
AI agents that manage paid ads on Meta, LinkedIn, and Google Ads from any MCP c…
F 34 2⁄5 ◔ — — 0 — 67 —
30209
Contexel Claim 1
Shared AI memory. ChatGPT, Claude, Cursor and any MCP app read and write the sa…
F 34 2⁄5 ◔ — — 0 — 67 —
30210
Amazon Seller Central and Ads data for AI: account health, FBA inventory, reimb…
F 34 2⁄5 ◔ — — 0 — 67 —
30211
Chipp Packs Claim 1
Chipp: the feature pack and recipe catalog, pack installs, checkout, and the pr…
F 34 2⁄5 ◔ — — 0 — 67 —
30212
SLXD People Claim 1
Manage employees, absences, clockings and schedules from an AI assistant.
F 34 2⁄5 ◔ — — 0 — 67 —
30213
Refix Claim 1
Ask questions about company data, set up watchers on ongoing goals, and catch u…
F 34 2⁄5 ◔ — — 0 — 67 —
30214
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 —
30215
Generate images, video and voice, and read Meta ad libraries, paying per genera…
F 34 2⁄5 ◔ — — 0 — 67 —
30216
Krater Claim 1
Video, music, voice, images, AI detection and 500+ AI models from one Krater ac…
F 34 2⁄5 ◔ — — 0 — 67 —
30217
Divinci AI Claim 1
Release management and QA for custom AI assistants: RAG, releases, scored QA, s…
F 34 2⁄5 ◔ — — 0 — 67 —
30218
CommercialBuses Claim 1
The commercial bus vocabulary: what each kind is, seats, use, and licence neede…
F 34 2⁄5 ◔ — — 0 — 67 —
30219
mcp Claim 1
AI agents query normalized financial services data and run workflows via Milema…
F 34 2⁄5 ◔ — — 0 — 67 —
30220
leadsmarts Claim 1
Qualify B2B leads: live-web research, Hot/Warm/Cold verdicts with evidence, and…
F 34 2⁄5 ◔ — — 0 — 67 —
30221
slopcheck Claim 1
Score a YouTube channel's upload pattern against YouTube's inauthentic-content …
F 34 2⁄5 ◔ — — 0 — 67 —
30222
Cherry Notes Claim 1
Tasks that outlive the chat. Capture features and tasks on your phone; your AI …
F 34 2⁄5 ◔ — — 0 — 67 —
30223
CiteHawk Claim 1
AI-search visibility (GEO) analytics: brand scores, competitor rankings, recomm…
F 34 2⁄5 ◔ — — 0 — 67 —
30224
Korpus Claim 1
Shared memory for teams and their AI agents: Markdown concepts with typed links…
F 34 2⁄5 ◔ — — 0 — 67 —
30225
Lundio Claim 1
Swiss commercial register: companies, officers, bankruptcy risk, and your monit…
F 34 2⁄5 ◔ — — 0 — 67 —
30226
Unofficial read-only search over LinkedIn's public Ad Library: 253,610 B2B ads …
F 34 2⁄5 ◔ — — 0 — 67 —
30227
Vibe Patent Claim 1
Idea to patent draft in minutes, with attorney filing.
F 34 2⁄5 ◔ — — 0 — 67 —
30228
Run it by Claim 1
Open forms, surveys and approvals by link: people answer on their phone, your a…
F 34 2⁄5 ◔ — — 0 — 67 —
30229
Synlake Claim 1
Unified API to query AWS, GCP, Azure and generate Terraform/CLI execution kits …
F 34 2⁄5 ◔ — — 0 — 67 —
30230
almanaclabs
Blaze Claim 1
Create, edit, and schedule social media posts, carousels, videos, blogs, and em…
F 34 2⁄5 ◔ ⏳ — — 0 — 67 —
30231
Judt Claim 1
Apps and sites for your agent, with databases, storage, queues and workflows bu…
F 34 2⁄5 ◔ — — 0 — 67 —
30232
Veltake Studio Claim 1
Make films, ads, images, video, speech and music in Veltake Studio from any AI …
F 34 2⁄5 ◔ — — 0 — 67 —
30233
GWIX Claim 1
Global market intelligence from premier data partners and government agencies, …
F 34 2⁄5 ◔ — — 0 — 67 —
30234
Keyless Saskatchewan labour-market data: measured wages and rents, roles, jobs,…
F 34 2⁄5 ◔ — 0 — — 67 —
30235
agents Claim 1
Programmatic control of the Hiro security platform: scans, tasks, plans, and ap…
F 34 2⁄5 ◔ — — 0 — 67 —
30236
HireGPS Claim 1
Recruiter-style resume checker: scores, shortlist decisions, risks, CV rewrites…
F 34 2⁄5 ◔ — — 0 — 67 —
30237
AuditAE SEO MCP Claim 1
SEO MCP: Search Console, GA4, SERP and domain data, rank tracking, AI citations…
F 34 2⁄5 ◔ — — 0 — 67 —
30238
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 —
30239
polo Claim 1
First dedicated polo MCP — 2026 USPA, Argentine Triple Crown, British Open. Tou…
F 34 2⁄5 ◔ — — 0 — 67 —
30240
InfraPulse Claim 1
AI agent infrastructure for discovery, authorization, execution, identity, and …
F 34 2⁄5 ◔ — — 0 — 67 —
30241
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 —
30242
WhatsApp MCP for chats you choose: read/write by default, no daily send quota, …
F 34 2⁄5 ◔ — — 0 — 67 —
30243
Search and read public Black Water Window Cleaning pages with source URLs.
F 34 2⁄5 ◔ — — 0 — 67 —
30244
Korey Claim 1
The AI orchestration agent for modern software teams.
F 34 2⁄5 ◔ — — 0 — 67 —
30245
plero Claim 1
Operating system for creative companies: clients, projects, estimates, contract…
F 34 2⁄5 ◔ — — 0 — 67 —
30246
Realastat Claim 1
Real estate deal analysis from chat: rental underwriting, buy-box matching, dea…
F 34 2⁄5 ◔ — — 0 — 67 —
30247
continuum Claim 1
Agent continuity audits, referrals, sponsor packets, and Stripe Checkout for Co…
F 34 2⁄5 ◔ — — 0 — 67 —
30248
pdf-text Claim 1
PDF URL → extracted text for bots. Free try then prepaid TEST. https://pdf.kyma…
F 34 2⁄5 ◔ — — 0 — 67 —
30249
Enzo's Claim 1
Search US homes for sale by style and budget, with honest buy verdicts and vide…
F 34 2⁄5 ◔ — — 0 — 67 —
30250
Launchscene Claim 1
Real tech launch videos, scene by scene: search, see each scene, get timing to …
F 34 2⁄5 ◔ — — 0 — 67 —
Showing 30201–30250 of 69400 servers
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