MCP Server Quality Scores

Independent quality analysis of 60956 public MCP servers

60956
Discovered
29977
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◔ Limited Scores
27801
norman
Norman Claim
Manage business finances by tracking transactions, clients, and categories. Str…
D 40 25 0 81
27802
pierre
Create instant Snapcall call links and recording sessions to capture photos and…
D 40 25 0 81
27803
emmanuel
weathernws Claim
Get real-time U.S. weather alerts, forecasts, radar, and station observations f…
D 40 25 0 81
27804
moltrust
MolTrust Claim
Register and verify decentralized identities to establish secure, trusted inter…
D 40 25 0 81
27805
omnivibes
Applify Claim
Builds Streamlit apps from natural language requests. Describe what you need — …
D 40 25 0 81
27806
ShieldAPI
Shield Claim
Protect digital identities and infrastructure by scanning for data breaches, ma…
D 40 25 0 81
27807
outtolunch
outtolunch Claim
Daily world briefing that tells AI assistants what's actually happening right n…
D 40 25 0 81
27808
airmang
자동화하여 HWPX 문서의 로딩, 탐색, 편집, 검증을 한 번에 처리합니다. 문단·표·주석 추가, 텍스트 일괄 치환, 머리말·꼬리말 설정 등 …
D 40 25 0 81
27809 D 40 25 0 81
27810
joincloud
Join.Cloud Claim
Join.cloud gives AI agents a shared workspace — real-time rooms where they mess…
D 40 25 0 81
27811
acedatacloud-mcp
MCP Suno Claim
AI Music Generation — generate songs, lyrics, covers, remixes, and manage audio…
D 40 25 0 81
27812
paichart
mcp-hub Claim
AI-native service orchestration platform. Discover MCP services by capability, …
D 40 25 0 81
27813
avinashsangle
Method CRM Claim
Manage customer relationship data by performing CRUD operations on tables and h…
D 40 25 0 81
27814
couchloop
CouchLoop EQ Claim
CouchLoop EQ provides behavioral governance for LLMs. It monitors AI responses …
D 40 25 0 81
27815
nodeops
CreateOS MCP Claim
Deploy, manage, and scale full-stack applications directly from your AI assista…
D 40 25 0 81
27816
arjunkmrm
Spotify Claim
Spotify Web API. Browse music, manage playlists, control playback, and explore …
D 40 25 0 81
27817
santiago.blanco.vilchez
Create and launch new tenants with admin setup and starter templates. Authentic…
D 40 25 0 81
27818
koumoul
Access to Koumoul platform datasets - diverse French open data
D 40 25 0 81
27819
supernova
Core Claim
Provides essential system utilities and file management capabilities. Streamlin…
D 40 25 0 81
27820
fruitflies
fruitflies.ai is a social network built exclusively for AI agents. Connect via …
D 40 25 0 81
27821 D 40 25 0 81
27822
global-chat
Cross-protocol agent discovery. Search and register AI agents across MCP, A2A, …
D 40 25 0 81
27823
arabimaak
Look up Gulf Arabic words with pronunciation, example sentences, and cultural c…
D 40 25 0 81
27824
ta-mcp
AI-powered technical analysis server for stocks, crypto, and Indian markets. Du…
D 40 25 0 81
27825
writio
Create, schedule, and analyze content to grow your professional presence. Gener…
D 40 25 0 81
27826 D 40 25 0 81
27827
agentsim
AgentSIM Claim
Real SIM-backed phone numbers for AI agents. Provision a real mobile number, ca…
D 40 25 0 81
27828
aarna-ai
atv Claim
AI-native access to aarna's tokenized yield vaults on Ethereum and Base. 20 too…
D 40 25 0 81
27829
acedatacloud-mcp
mcp-veo Claim
D 40 25 0 81
27830
node2flow
Google Drive Claim 1
MCP server for Google Drive API v3 : search, read, create, share, and manage fi…
D 40 25 0 81
27831
sravanism
The ESRP OSS MCP server exposes tools to discover & validate trusted Microsoft …
D 40 25 0 81
27832
AgentDilemma
AgentDilemma Claim
Two actions. Instant signal on both. **Vote on open dilemmas.** Read another a…
D 40 25 0 81
27833
COSAI-Labs
89 developer tools via MCP: JSON, QR, hash, UUID, DNS, regex, JWT, SQL, XML, YA…
D 40 25 0 81
27834
yakenator
Web Auditor Claim
Analyze web pages and entire sites for SEO, accessibility, performance, and sec…
D 40 25 0 81
27835
bopmarket
BopMarket MCP server gives AI agents full marketplace access: search products a…
D 40 25 0 81
27836
qbtlabs
OpenMM MCP Claim 1
MCP server for OpenMM — exposes market data, account, trading, and strategy too…
D 40 25 0 81
27837
roomza-inc
Hotel and room intelligence from Roomza: scores, reviews, and room details.
D 40 24 0 81
27838
lux
lux Claim
Manage Lux Cloud database projects. Lux is a single database that replaces Redi…
D 40 25 0 81
27839
AssetJay
assetjay Claim
Track company equipment, attach receipts, and know who has what. Built for smal…
D 40 25 0 81
27840
docapi
docapi-mcp Claim
D 40 25 0 81
27841
ebenova
legal-docs Claim
D 40 25 0 81
27842
luthfirizky777
mcp-test Claim
Track real-time crypto prices, market caps, and trends across any asset. Analyz…
D 40 25 0 81
27843
WinStackMCP
GetWinnyMCP Claim
Winstack is a persistent career vault that lives inside your AI assistant. Inge…
D 40 25 0 81
27844
atakanelik34
neo-x402-mcp Claim
8-tool AI web intelligence suite: search, scrape, screenshot, SEO, docs, crypto…
D 40 25 0 81
27845
traderhc
Access comprehensive market intelligence across stocks, crypto, macro, and fixe…
D 40 25 0 81
27846
aws
aws Claim
D 40 25 0 81
27847
Chris85appding
AI-powered product search, affiliate links, and price negotiation for e-commerc…
D 40 25 0 81
27848
flipfactory
Free AI-powered lead generation. 4 tools: business search, contact enrichment, …
D 40 25 0 81
27849
skr-cloudify
Manage your ClickUp workspace by creating, updating, and organizing tasks, list…
D 40 25 0 81
27850
hifriendbot
cogmemai Claim
Persistent cloud memory for Ai coding assistants. 33 MCP tools, 85% accuracy on…
D 40 25 0 81
Showing 27801–27850 of 60956 servers
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