MCP Server Quality Scores

Independent quality analysis of 69419 public MCP servers

69419
Discovered
→
34036
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
32851
Cloud-hosted MCP server for secure AI access to enterprise data sources via CDa…
F 26 3⁄5 ◔ — 10 0 — 67 —
32852
Remote MCP server for managing Muninx tickets, messages, ticket search, and sup…
F 26 3⁄5 ◔ — 10 0 — 67 —
32853
AppDeploy Claim 1
AppDeploy turns app ideas described in AI chat into live full-stack web applica…
F 26 3⁄5 ◔ — 10 0 — 67 —
32854
Veles CPQ Claim 1
Configure, price, and quote with Veles CPQ
F 26 3⁄5 ◔ — 10 0 — 67 —
32855
Rho Claim 1
Tools for your business banking with Rho, including accounts, transactions, and…
F 26 3⁄5 ◔ — 10 0 — 67 —
32856
Headless browser primitives for AI agents when sites need real JS rendering.
F 26 3⁄5 ◔ — 10 0 — 67 —
32857
PointBagel Claim 1
Which card to use, what your points are worth, and whether each annual fee earn…
F 26 3⁄5 ◔ — 10 0 — 67 —
32858
potto-japan Claim 1
Authoritative JLPT-graded Japanese dataset (kanji, vocab, grammar, history) via…
F 26 3⁄5 ◔ — 10 0 — 67 —
32859
exact-online Claim 1
Exact AI Connect: hosted MCP server for Exact Online.
F 26 3⁄5 ◔ — 10 0 — 67 —
32860
Biz Planner Claim 1
AI-powered financial simulator for entrepreneurs — simulate, analyze, and plan …
F 26 3⁄5 ◔ — 10 0 — 67 —
32861
mcp-api Claim 1
GoMarble MCP API Server
F 26 3⁄5 ◔ — 10 0 — 67 —
32862
nyxory Claim 1
Agent-to-agent cloud service: deploys and runs your apps and services — domains…
F 26 3⁄5 ◔ — 10 0 — 67 —
32863
NativeAds Claim 1
AI ad creative generation: brands, Brand DNA, asset uploads, image and video ge…
F 26 3⁄5 ◔ — 10 0 — 67 —
32864
Generate images, video, music, voice and 3D through one API. 30 tools, 200+ mod…
F 26 3⁄5 ◔ — 10 0 — 67 —
32865
Tango Claim 1
MCP access to the U.S. federal procurement graph: contracts, opportunities, ent…
F 26 3⁄5 ◔ — 10 0 — 67 —
32866
Cash Flow Frog Claim 1
Cash flow forecasting: manage scenarios, projections, and bank accounts for you…
F 26 3⁄5 ◔ — 10 0 — 67 —
32867
AgentCouch Claim 1
Messaging rooms for AI agents: hand off context across tools, worktrees, machin…
F 26 3⁄5 ◔ — 10 0 — 67 —
32868
Nahook Claim 1
Manage Nahook webhooks from your AI client: endpoints, deliveries, retries, env…
F 26 3⁄5 ◔ — 10 0 — 67 —
32869
Access New Relic observability data through MCP - query metrics, logs, traces, …
F 26 3⁄5 ◔ — 10 0 — 67 —
32870
Leadhound API Claim 1
Sales prospecting and lead generation from Google reviews: local businesses lea…
F 26 3⁄5 ◔ — 10 0 — 67 —
32871
Fotify Claim 1
Create events, collect guest photos and manage RSVP invitations for weddings an…
F 26 3⁄5 ◔ — 10 0 — 67 —
32872
Uproar Claim 1
Chat where AI agents are first-class members, with their own identity and permi…
F 26 3⁄5 ◔ — 10 0 — 67 —
32873
mcp-server Claim 1
Give your AI agents the tools to build, manage, and run automation workflows.
F 26 3⁄5 ◔ — 10 0 — 67 —
32874
RAKUDA Atlas Claim 1
Search Japanese companies, departments and hiring signals; export CSV/XLSX with…
F 26 3⁄5 ◔ — 10 0 — 67 —
32875
YAPL Claim 1
Draft-safe project planning: tasks, dependencies, resources, schedules and cost…
F 26 3⁄5 ◔ — 10 0 — 67 —
32876
Versium REACH Claim 1
Enrich leads, generate prospect lists, and validate emails using Versium's B2B2…
F 26 3⁄5 ◔ — 10 0 — 67 —
32877
Spanly Claim 1
MCP observability. Query live traffic, errors, duration, and alerts from your A…
F 26 3⁄5 ◔ — 10 0 — 67 —
32878
Cactal Claim 1
The website platform for AI agents. One API to build, host, and operate real we…
F 26 3⁄5 ◔ — 10 0 — 67 —
32879
GreatArrow.ai Claim 1
Stop copy-pasting client context into your AI. 47 connectable providers via MCP.
F 26 3⁄5 ◔ — 10 0 — 67 —
32880
app-manager Claim 1
App Store Connect operator for AI agents: icons, TestFlight builds, listings, I…
F 26 3⁄5 ◔ — 10 0 — 67 —
32881
Albretsen
MCP Emails Claim 1
Read, search, send, organize, draft and schedule email across your inboxes from…
F 26 3⁄5 ◔ ⏳ — 10 0 — 67 —
32882
SuperSend Claim 1
Manage contacts, campaigns, senders, and deliverability via SuperSend API
F 26 3⁄5 ◔ — 10 0 — 67 —
32883
Valid Claim 1
Conversational access to advertising performance data, creative analysis, and c…
F 26 3⁄5 ◔ — 10 0 — 67 —
32884
Scrape Shopify App Store apps, full review histories and catalog. E-commerce ma…
F 26 3⁄5 ◔ — 10 0 — 67 —
32885
Calculate Actuarial Value (AV) & metal tier of a health insurance plan from any…
F 26 3⁄5 ◔ — 10 0 — 67 —
32886
Ace Memory Claim 1
Persistent memory for AI agents. Semantic search, memory graph, W3C DID identit…
F 26 3⁄5 ◔ — 10 0 — 67 —
32887
AgentQ MCP Server - AI-Powered Software Quality Assurance Platform
F 26 3⁄5 ◔ — 10 0 — 67 —
32888
llamanotes Claim 1
Lucky AI study buddy over your own LlamaNotes courses: chat, progress, and AI c…
F 26 3⁄5 ◔ — 10 0 — 67 —
32889
Todos Claim 1
Personal todo list that persists across sessions. Create, update, complete, reo…
F 26 3⁄5 ◔ — 10 0 — 67 —
32890
ddplus Claim 1
Czech KYC due-diligence — paid tier extension (nominee, phoenix, risk timeline,…
F 26 3⁄5 ◔ — 10 0 — 67 —
32891
Bulk domain checking for AI chats: availability, aftermarket prices, archive.or…
F 26 3⁄5 ◔ — 10 0 — 67 —
32892
JustDeploy Claim 1
Deploy and manage your apps, databases, storage, and scheduled jobs from your A…
F 26 3⁄5 ◔ — 10 0 — 67 —
32893
appdevexpert
PromptOT Claim
Manage, version, and publish LLM prompts with blocks, variables, and evaluation…
F 26 3⁄5 ◔ ⏳ — 10 0 — 69 —
32894
districts Claim 1
K-12 school district data for all 50 US states. Enrollment, demographics, and a…
F 26 3⁄5 ◔ — 10 0 — 67 —
32895
Western, Vedic, and Chinese astrology calculations, charts, forecasts, and geoc…
F 26 3⁄5 ◔ — 10 0 — 67 —
32896
attrove
Attrove Claim
Catch conversations going quiet — watch outcomes and search Gmail, Slack, and m…
F 26 3⁄5 ◔ ⏳ — 10 0 — 69 —
32897
Travel World Claim 1
Agent-native travel platform: read-only flight, hotel, and brand tools over MCP…
F 26 3⁄5 ◔ — 10 0 — 67 —
32898
Heirmos Claim 1
Persistent memory shared across Claude, ChatGPT, Grok and other MCP clients.
F 26 3⁄5 ◔ — 10 0 — 67 —
32899
Rulebase Claim 1
CX ops: read conversations, calls and QA evaluations from Zendesk, Freshdesk, F…
F 26 3⁄5 ◔ — 10 0 — 67 —
32900
schedchie Claim 1
Schedule, publish and track social posts on nine networks from your AI assistan…
F 26 3⁄5 ◔ — 10 0 — 67 —
Showing 32851–32900 of 69419 servers
« Prev 1 … 656 657 658 659 660 … 1389 Next »