MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
30051
Bio-Data Parser Claim 1
Bioinformatics and genomic sequence parser for clinical research.
F 34 25 0 67
30052
oren198
memfleet Claim 1
Shared, governed memory for fleets of AI agents: judged contributions, provenan…
F 34 25 0 67
30053
sharepa Claim 1
Put an HTML or React artifact online as a web page with its own address, passwo…
F 34 25 0 67
30054
Verify photos are genuine camera captures, not AI-generated: C2PA checks and RA…
F 34 25 0 67
30055
InstantStudioAI
InstantClips Claim 1
Create branded vertical video ads from ecommerce product URLs or product photos.
F 34 25 0 67
30056
Cross-check a factual claim against a verified knowledge graph before you asser…
F 34 25 0 67
30057
Encrypted LangChain Session Agent
F 34 25 0 67
30058
Nuramem Claim 1
Cross-model memory for people and teams: one memory every AI you use loads at s…
F 34 25 0 67
30059
mcp-server Claim 1
AI-powered data integration platform. Onboard users and run DPF data workflows.
F 34 25 0 67
30060
VAT Validator solving Brazil 2026 Alphanumeric shift. Supports high-precision E…
F 34 25 0 67
30061
Pay-per-call crypto market intelligence for AI agents. USDC on Base via x402.
F 34 25 0 67
30062
soeru Claim 1
Write personalized, on-brand thank-you and packing-slip messages for your EC or…
F 34 25 0 67
30063
Respawn Signal Claim 1
Which brands sponsor which gaming creators, with evidence, on YouTube, TikTok, …
F 34 25 0 67
30064
signals Claim 1
Predictive Signals, Company Search, Sector Trends and Contacts for PEs, IBs, M&…
F 34 25 0 67
30065
Tasg Claim 1
Work management where AI agents are first-class members: tasks, projects, memor…
F 34 25 0 67
30066
XDC AI Claim 1
Wallet and payments for AI agents: auto-pay x402 APIs in USDC on XDC, within on…
F 34 25 0 67
30067
MCP Scoreboard Claimed 1
Allows MCP access to MCP Scoreboard data.
F 34 25 0 67
30068
Fed-Spend Claim 1
Federal contract intelligence: $7T+ awards, SAM.gov opps, pWin verdicts, recomp…
F 34 25 0 67
30069
LLM Orchestration Agent (Opentelemetry Api)
F 34 25 0 67
30070
Memocore Claim 1
Shared memory for all your AI agents, your whole team and every MCP client — sa…
F 34 25 0 67
30071
voltwake
A design-style library for AI agents: search real styles, fetch a ready-to-appl…
F 34 25 0 67
30072
VideoZero Claim 1
Creates 2D motion-graphics videos: kinetic typography, charts, formulas, narrat…
F 34 25 0 67
30073
SearchStack Claim 1
Agent-driven search: build, import, tune, search, and score result quality — al…
F 34 25 0 67
30074
shortgenius Claim 1
Generate AI short-form videos and auto-publish them to TikTok, YouTube, Instagr…
F 34 25 0 67
30075
microsoft-365 Claim 1
Permissioned access to Outlook, OneDrive and Teams via the user's own Microsoft…
F 34 25 0 67
30076
Search NVIDIA CUDA documentation and code samples from AI coding agents.
F 34 25 0 67
30077
Jet Tracker Claim 1
Brazilian business aviation: registry, real owner, flights, base, market, maint…
F 34 25 0 67
30078
RYLA Claim 1
Generate AI influencer photos, face swaps, and character sheets with a consiste…
F 34 25 0 67
30079
Zhihu/知乎 hot list, search/details, comments/replies, creators/articles, and vid…
F 34 25 0 67
30080
newtqnia Claim 1
Read-only access to NewTqnia news, terminology, and explainers in English and A…
F 34 25 0 67
30081
WorkOS Claim 1
Manage your WorkOS workspace in plain language: orgs, users, SSO, Directory Syn…
F 34 25 0 67
30082
tiktok-ads-mcp Claim 1
TikTok Ads automation with AI: analyze performance, manage campaigns, optimize …
F 34 25 0 67
30083
AiESphere Claim 1
Search jobs, tailor your resume, write cover letters, and file applications for…
F 34 25 0 67
30084
TruthScan Claim 1
Detect whether an image is AI-generated or real, with an AI-probability score a…
F 34 25 0 67
30085
Price trends, CAGR, rental yield for Singapore private and HDB property, from U…
F 34 25 0 67
30086
RepoFold Claim 1
A cited wiki of your GitHub repo: search, read pages, find symbols and ask, wit…
F 34 25 0 67
30087
HoodEx Claim 1
Neighbourhood intelligence for any address: livability scores, community and st…
F 34 25 0 67
30088
Manage HaasOnline crypto trading bots, labs, backtests and HaasScript across 20…
F 34 25 0 67
30089
Last day to make an offer and still fund inside a Canadian rate hold. Needs the…
F 34 25 0 67
30090
yaniv-fink
WordPress MCP server: generate SEO posts, AI images, autoblog & WooCommerce on …
F 34 25 0 67
30091
MCP foncier & urbanisme officiels francais (cadastre, PLU, DVF). LexIA Pro, EDI…
F 34 25 0 67
30092
Operators rank work; agents take, reserve, execute, attach evidence, and submit…
F 34 25 0 67
30093
PromptUI Claim 1
Build a working web app from a prompt, then deploy it to a live URL.
F 34 25 0 67
30094
Time Machine Claim 1
AI-powered corporate learning platform — manage courses, users, and insights vi…
F 34 25 0 67
30095
Pesquisa de legislação e jurisprudência brasileiras. Exclusivo para assinantes …
F 34 25 0 67
30096
wassel Claim 1
MENA commerce integration layer for AI agents: payments, BNPL, logistics, e-com…
F 34 25 0 67
30097
brainCloud MCP Claim 1
Manage brainCloud apps, cloud code, hooks and servers; API lookups to help gene…
F 34 25 0 67
30098
hmp-dev
HeyYumi Claim 1
Ground your AI in verified Korean venue data: search & book across Seoul, Gyeon…
F 34 25 0 67
30099
Limurse Claim 1
Find, vet and budget bookable influencers, photographers and videographers for …
F 34 25 0 67
30100
Brandyze Claim 1
French AI marketing intelligence: creators, brands, social listening — 158 MCP …
F 34 25 0 67
Showing 30051–30100 of 67197 servers
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