MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
26951
zueai
mcp-manager Claim
Simple Web UI to install and manage MCP servers for Claude Desktop App.
81
26952
dmarcdkim
mcpv1 Claim
N/A N/A 95
26953
purmemo
pūrmemo Claim
AI conversation memory that works everywhere. Save and recall conversations acr…
26954
gibs
Gibs Claim
Regulatory compliance API for AI agents. Classify AI systems by risk level and …
N/A N/A 95
26955
ma-za-kpe
voice-sphere Claim
N/A N/A 95
26956
vikram-agentic
Enables automated LinkedIn lead generation and outreach through profile search,…
81
26957
yifanyifan897645
git-summary Claim
Git repo intelligence: summaries, blame, changelogs, branch health, and history…
N/A N/A
26958
Open Brain Claim
Personal knowledge graph with 16 MCP tools. Auto-links, deduplicates, tracks th…
26959
mmorey
Connects AI assistants to the Runn.io resource planning platform to manage proj…
81
26960
funky1688
Transforms any website's documentation into an MCP-compatible interactive knowl…
81
26961
coupang-mcp Claim
Claude/Cursor에서 쿠팡 검색. 최저가 비교, 로켓배송 표시, 중고상품도 검색됨. API 키 불필요.
N/A N/A
26962
pentest-ai Claim
The most autonomous pentesting AI on the market. MCP server + Python agents wit…
N/A N/A
26963
forge Claim
Turn a one-line idea into a branch with tested, reviewed, committed code. The b…
N/A N/A
26964
reprompt-dev
reprompt Claim
Score, rewrite, and optimize your AI prompts — research-backed analysis, rule-b…
N/A N/A
26965
juanascencion-guild
Enables deployment of MCP servers on Cloudflare Workers without authentication …
81
26966 N/A N/A 95
26967
apra-fleet Claim
Coordinate Claude Code agents across every machine in your network — from a sin…
N/A N/A
26968
A pattern for LLM agents to explore and control any app — mobile or desktop. Ac…
N/A N/A
26969
APIFold Claim
Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Str…
26970
Recur Claim
Subscription payment platform for Taiwan — manage products, customers, and bill…
26971
dotbot Claim
Structured, auditable AI-assisted development for teams. Zero-dependency MCP se…
N/A N/A PO
26972 N/A N/A 95
26973
Abraxas1010
Secure USDC payments for AI agents on Base blockchain with budget controls and …
N/A N/A 83
26974
bencousins22
ok Claim
N/A N/A 95
26975
svd-ai-lab
Matlab MCP Server in python
N/A N/A
26976
ronantakizawa
The GIS Data Conversion MCP allows reverse geocoding, WKT/GeoJSON conversion, T…
N/A N/A 95
26977
NuraNet
An MCP server that integrates with Microsoft Copilot Studio to deliver humor co…
N/A N/A 95
26978
Ejb503
Enable AI agents to interact with Reddit by reading posts, creating content, an…
N/A N/A 95
26979
Automata-Labs-team
An MCP server for browser automation using Playwright
N/A N/A 95
26980
Graph-vector database that queried 1 billion edges for $2.50. Rust, OpenCypher,…
N/A N/A
26981
indxr Claim
A fast codebase indexer and knowledge wiki for AI agents.
N/A N/A
26982
automatikstudio
Provides comprehensive website auditing for SEO, performance, accessibility, an…
81
26983
keshrath
MCP server registry and marketplace - discover, install, activate tools on dema…
N/A N/A
26984
dreamchaser.esque
sss Claim
N/A N/A 95
26985
Lone-Star-AI
Provides Claude Desktop with persistent memory across sessions, storing up to 1…
N/A N/A 95
26986
ThinkWatch Claim
Enterprise AI bastion host for secure AI API and MCP access, with unified proxy…
N/A N/A
26987
director Claim
MCP Playbooks for AI agents
N/A N/A
26988
Playwright-os
Enables browser automation through Playwright using accessibility tree snapshot…
N/A N/A 95
26989
Ingest and analyze Terraform modules from multiple repositories for AI RAG syst…
N/A N/A 81
26990
jovezhong
mcp-timeplus Claim 1
MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka…
81
26991 N/A N/A 95
26992
MCP-Mirror
Implements a structured development workflow for LLM-based coding with feature …
N/A N/A 95
26993
masflame
afrikure-mcp Claim
N/A N/A 95
26994 N/A N/A 95
26995 N/A N/A 95
26996
manusa
powerful Kubernetes MCP server with additional support for OpenShift. Besides p…
N/A N/A 95
26997
Openfinanceorg
openfinance Claim
Connect your financial accounts to view balances, search transactions, and get …
N/A N/A 83
26998
@Kapeli
dash-mcp-server Claim
N/A N/A 95
26999
BACH-AI-Tools
Enables creation, reading, and manipulation of Excel workbooks without Microsof…
81
27000
ravenyeh
Provides real-time stock quotes, technical analysis, and intelligent trading re…
81
Showing 26951–27000 of 30006 servers
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