MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

69448
Discovered
→
34084
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
33201
mcp Claim 1
Explore your Userbrain user test data, summarize feedback, and uncover actionab…
F 26 3⁄5 ◔ — 10 0 — 67 —
33202
RepScale Claim 1
Sales research and prep tools for B2B reps. Prospect briefs, angles, citations.
F 26 3⁄5 ◔ — 10 0 — 67 —
33203
Lemonado Claim 2
MCP server for querying and analyzing data from ad platforms, analytics tools, …
F 26 3⁄5 ◔ — 10 0 — 67 —
33204
Aginera Claim 1
Construction takeoffs, routes and schedules; PDF to CAD; floor plan to 3D dollh…
F 26 3⁄5 ◔ — 10 0 — 67 —
33205
dobby-ai
dobby Claim
Connect, monitor, and control AI agents — tasks, approvals, schedules, and gove…
F 26 3⁄5 ◔ ⏳ — 10 0 — 69 —
33206
checkslip-mcp Claim 1
Verify Thai bank transfer slips: amount, receiver, date, and duplicate reuse vi…
F 26 3⁄5 ◔ — 10 0 — 67 —
33207
Clip Twitch, YouTube and Kick VODs, rank moments by viral score and schedule po…
F 26 3⁄5 ◔ — 10 0 — 67 —
33208
Hatchable Claim 1
Build, deploy, and host full-stack web apps from any MCP client. DB, auth, stor…
F 26 3⁄5 ◔ — 10 0 — 67 —
33209
n3tz Atlas Claim 1
Governed company knowledge over MCP. Synthetic read-only demo; customer Atlas b…
F 26 3⁄5 ◔ — 10 0 — 67 —
33210
Axiom Claim 1
The marketplace where agents don't just use tools — they build, publish, and co…
F 26 3⁄5 ◔ — 10 0 — 67 —
33211
TickerAll Claim 1
Connect your MetaTrader 5 accounts to Claude: trading, market data, account man…
F 26 3⁄5 ◔ — 10 0 — 67 —
33212
Read-only MCP over the LivingMeta AI-in-Research corpus: 12,400 papers, gaps, p…
F 26 3⁄5 ◔ — 10 0 — 67 —
33213
Opinly Claim 1
SEO, competitor and AI-search data, plus blog management — draft, schedule and …
F 26 3⁄5 ◔ — 10 0 — 67 —
33214
Trayo Claim 1
Real-time B2B buying signals on your target accounts: funding, hiring, leadersh…
F 26 3⁄5 ◔ — 10 0 — 67 —
33215
Book, reschedule, and cancel home services (cleaning, lawn, snow) via phone OTP…
F 26 3⁄5 ◔ — 10 0 — 67 —
33216
Read-only financial facts from SEC/EU/KR filings: tickers, periods, report line…
F 26 3⁄5 ◔ — 10 0 — 67 —
33217
throughline Claim 1
A persistent AI self you own — memory, persona, judgment — portable across all …
F 26 3⁄5 ◔ — 10 0 — 67 —
33218
Stratyfix Claim 1
Ask about your deals, pace to target, and team odds from Stratyfix. Read only, …
F 26 3⁄5 ◔ — 10 0 — 67 —
33219
Forecasts, climate history, severe alerts by location — for outdoor-event plann…
F 26 3⁄5 ◔ — 10 0 — 67 —
33220
Search Brazilian case law from federal and state courts with verified decisions…
F 26 3⁄5 ◔ — 10 0 — 67 —
33221
Katalon TestOps Model Context Protocol (MCP) server
F 26 3⁄5 ◔ — 10 0 — 67 —
33222
Search GitHub, npm, PyPI, StackOverflow, ArXiv from one MCP — built for coding …
F 26 3⁄5 ◔ — 10 0 — 67 —
33223
invoice-badger Claim 1
Invoicing you drive by talking to your AI: log time, raise invoices and track w…
F 26 3⁄5 ◔ — 10 0 — 67 —
33224
Historis Claim 1
Historis keeps track of what happened — so you and your AI are never out of syn…
F 26 3⁄5 ◔ — 10 0 — 67 —
33225
MailStream Claim 1
The first MCP server for physical mail: send postcards and letters, manage list…
F 26 3⁄5 ◔ — 10 0 — 67 —
33226
backrow Claim 1
Turn any recording or document into notes, flashcards and quizzes your agent ca…
F 26 3⁄5 ◔ — 10 0 — 67 —
33227
Human Design Claim 1
Calculate Human Design bodygraph charts, save people, compare charts, and analy…
F 26 3⁄5 ◔ — 10 0 — 67 —
33228
Groniz MCP Claim 1
Post & schedule to 32+ networks: X, Facebook, Instagram, Threads, LinkedIn, Tik…
F 26 3⁄5 ◔ — 10 0 — 67 —
33229
TruthScan Claim 1
Detect whether an image is AI-generated or real, with an AI-probability score a…
F 26 3⁄5 ◔ — 10 0 — 67 —
33230
Query Meta Ads performance data — accounts, campaigns, ad sets, ads, metrics & …
F 26 3⁄5 ◔ — 10 0 — 67 —
33231
Turrior MCP Claim 1
Authenticated remote MCP server for Turrior.
F 26 3⁄5 ◔ — 10 0 — 67 —
33232
Demiton Claim 1
AI infrastructure for Australian civil construction. Public procurement data an…
F 26 3⁄5 ◔ — 10 0 — 67 —
33233
Conversational access to advertising performance data, creative analysis, and c…
F 26 3⁄5 ◔ — 10 0 — 67 —
33234
Nomad Forecast Claim 1
Trip planning for nomadic families: multi-stop trips, Schengen/visa, climate, d…
F 26 3⁄5 ◔ — 10 0 — 67 —
33235
Live and historical NBA/NFL/NHL data — fantasy bots, content sites, betting res…
F 26 3⁄5 ◔ — 10 0 — 67 —
33236
CoinGecko-backed live prices, market caps, DeFi metrics — no per-user API key n…
F 26 3⁄5 ◔ — 10 0 — 67 —
33237
Tolstoy Library Claim 1
Browse, search, rename, and favorite your Tolstoy media library from any AI cli…
F 26 3⁄5 ◔ — 10 0 — 67 —
33238
ThousandEyes MCP Server for network intelligence: outages, anomalies, alerts, e…
F 26 3⁄5 ◔ — 10 0 — 67 —
33239
The CloudBees Unify MCP server for managing Feature Management,CI/CD,Release Or…
F 26 3⁄5 ◔ — 10 0 — 67 —
33240
Morphed Claim 1
Create AI images and videos, manage projects and credits, and use workspace cam…
F 26 3⁄5 ◔ — 10 0 — 67 —
33241
NP Ledger Claim 1
Nonprofit fund accounting your AI agent helps you run — read the books and post…
F 26 3⁄5 ◔ — 10 0 — 67 —
33242
Snitcher Claim 1
Identify companies visiting your website: organisations, contacts, segments, ta…
F 26 3⁄5 ◔ — 10 0 — 67 —
33243
mcp Claim 1
Instagram/TikTok/Facebook audience analysis: public post timelines, engagement,…
F 26 3⁄5 ◔ — 10 0 — 67 —
33244
MileMaker MCP Claim 1
MileMaker MCP server provides mapping services for commercial transportation.
F 26 3⁄5 ◔ — 10 0 — 67 —
33245
Neura Relay MCP Claim 1
Govern proposed Action Cards with Decision Receipts before developer-owned exec…
F 26 3⁄5 ◔ — 10 0 — 67 —
33246
Amplitude Claim 1
Search, access, and get insights on your Amplitude data
F 26 3⁄5 ◔ — 10 0 — 67 —
33247
DataSnipe MCP Claim 1
Extract structured data points from research papers and other documents with an…
F 26 3⁄5 ◔ — 10 0 — 67 —
33248
chorilo Claim 1
Choir management for AI assistants: events, RSVP, announcements and sheet music…
F 26 3⁄5 ◔ — 10 0 — 67 —
33249
Tulimoa Gateway Claim 1
The MCP gateway with an EU-hosted, persistent memory layer that shrinks your to…
F 26 3⁄5 ◔ — 10 0 — 67 —
33250
Kalender Sync Claim 1
GDPR-compliant calendar access for AI assistants. Google, Microsoft 365, Apple …
F 26 3⁄5 ◔ — 10 0 — 67 —
Showing 33201–33250 of 69448 servers
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