MCP Server Quality Scores

Independent quality analysis of 35110 public MCP servers

35110
Discovered
28942
Scored
2089
Verified
16951
Complete

Last updated 1 hour, 53 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33901
joonho-wowpocket
mcp-server Claim
N/A N/A 95
33902
Syntria-ai
A sovereign, six-layer permanent memory system that provides users with a struc…
81
33903
revelata
Fundamental data, including operating KPIs, you can't even find on Bloomberg — …
81
33904
tembo-io
Tembo Cloud API Claim
Provide a standardized interface for integrating with the Tembo Cloud platform.
N/A N/A 100
33905
Rentapad
Analyze images and videos by providing URLs or local file paths. Gain insights …
N/A N/A 95
33906
private-technology
An MCP server for GitHub Copilot that enables reading and processing Excel work…
81
33907
kapilthakare-cyberpunk
hello-server Claim
Greet anyone with a friendly, customizable message. Tailor tone and format for …
81
33908
adamcooke
contextgate Claim
N/A N/A 95
33909
wolfe-jam
wolfe-jam Claim
One IANA-registered format. 3 MCP servers. Pick your lane. …
N/A N/A 95
33910
bioanywhere
Connects AI assistants to GitLab, enabling natural language queries for merge r…
81
33911
file-organizer Claim 1
Security-hardened file organizer with smart categorization and duplicate detect…
N/A N/A 81
33912
GeekyRiolu
Analyze Instagram engagement to extract insights on post comments, compare acco…
N/A N/A 95
33913
micaelmalta
Enables web searching via DuckDuckGo and page fetching with automatic HTML-to-M…
81
33914
geraservicesuk
GeraMind MCP (placeholder) — personal context vault for AI agents. Launching 20…
N/A N/A 95
33915
miqui
yelp-mcp-sdk Claim
Provides Yelp Fusion API access through MCP tools and resources for searching b…
33916
byimprint
intelligence Claim
Agent-callable creator intelligence: 952+ scored YouTube creators across 180 ni…
33917
MCP-Mirror
Enables AI assistants to interact with Testomat.io test management platform, al…
81
33918
letchupkt
Enables AI assistants to execute penetration testing commands and security tool…
81
33919
LaunchpadAI
An open source toolkit that converts 280+ integrations into MCP servers for use…
N/A N/A 95
33920
danieleugenewilliams
Provides persistent local memory functionality for AI assistants, enabling them…
N/A N/A 95
33921
dev-bd37
Autonomous DeFi yield for AI agents on Base. 4 read-only MCP tools: query agent…
81
33922
OJamals
An MCP server that provides web search and semantic reranking capabilities usin…
81
33923
bboypoison159-7b43
ChainRay Claim
The most complete blockchain data and intelligence service for AI agents. 94 en…
81
33924
joepangallo
Scored trend intelligence from HN, Reddit, ArXiv, and GitHub.
N/A N/A 95
33925
ThornGuard Claim 1
Remote MCP security gateway for auth, redaction, policy enforcement, and audit …
N/A N/A 81
33926
svensxl
weather Claim 1
An MCP server for weather information.
N/A N/A 95
33927
CKBrennan
Real-time news with tone analysis, brand safety, and narrative shift signals fo…
N/A N/A
33928
simonamsharp
A model routing advisor for autonomous agents — get cost-optimised LLM recommen…
81
33929
github-2k6b
Community MCP server for Airtable that provides **30 tools** for managing Airt…
N/A N/A 95
33930
xhaiben
test-mcp2 Claim
N/A N/A 95
33931
supervise-dev
MCP Server Claim
Provides remote filesystem operations, git repository management, and process e…
81
33932
soongil.so9503
test-mcp Claim
Greet anyone instantly by name. Discover the origin of 'Hello, World' via a han…
81
33933
pablontiv
A Model Context Protocol server that extracts and processes content from PDF do…
N/A N/A 95
33934
adrianmarin1976
Local business data for SW Riverside County CA (Temecula, Murrieta, Menifee, La…
81
33935
@AgentWings
playwright-mcp Claim
N/A N/A 95
33936
darkt22002
Enables entropy-guided motor control for autonomous tool execution in MCP syste…
N/A N/A 95
33937 N/A N/A 95
33938
xiaobenyang-com
public_promo Claim
N/A N/A 95
33939
cookiecad
ClickUp MCP Claim
Enables ClickUp workspace management including tasks, docs, teams, spaces, and …
33940
tfinnern
helloworld Claim
N/A N/A 95
33941
petabloom
Access high quality transcripts for podcasts. Updated in real-time as new episo…
81
33942
ravi8585
Expert MCP server for derma roller (microneedling) guidance. 4 tools: needle si…
81
33943
jeffmetricas
Enables WhatsApp automation through MCP protocol, allowing users to manage sess…
N/A N/A 95
33944
mcp-fortress
Scan your connected services for vulnerabilities and malicious code. Monitor ru…
N/A N/A 95
33945
DataGraph Claim 1
Urban data for civic problem-solving: NYC subway, loneliness programs, violence…
N/A N/A 81
33946
jackculpan
FlightQueue Claim
TSA wait times, predictions, FAA delays, and baggage stats for 8,000+ airports.
33947
MCP-Mirror
Enables MCP client agents to play the classic Minesweeper game by connecting to…
N/A N/A 95
33948
igledaniel
tourmis Claim
N/A N/A 95
33949
gsepcore
gsep-mcp Claim
AI agent security via MCP: C3 firewall, C4 immune system, C5 action guard, self…
N/A N/A
33950 N/A N/A 95
Showing 33901–33950 of 35110 servers
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