MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

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30006
Discovered
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24039
Scored
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1224
Verified
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16961
Complete
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Last updated 3 weeks, 3 days ago

Grade Distribution

Score Distribution

🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
25451
joepangallo
agent-pay Claim
Payment gateway for AI agents. Discover, provision, and pay for tool APIs.
 — ○ ⏳ — N/A N/A — 95 —
25452
gallardo.kevin0
my-project Claim
— ○ — N/A N/A — 95 —
25453
atnguyen143
Provides LLM-agnostic access to API documentation through MCP and REST endpoint…
 — ○ ⏳ — — — — 81 —
25454
daedalus
mcp-rs485 Claim
MCP server that exposes RS485 bus connectivity for reading and writing serial d…
 — ○ ⏳ — N/A N/A — — —
25455
proflulab
Enables conversion between multiple document formats including Markdown, HTML, …
 — ○ — N/A N/A — 95 —
25456
memrohq
Provides persistent memory for AI models by enabling the storage and retrieval …
 — ○ ⏳ — — — — — —
25457
Rih0z
Adversarial AI review API — independent AI reviews another AI's output. Stop LL…
 — ○ ⏳ — — — — — —
25458
xiaobenyang-com
calculator Claim
完成从基础四则运算到高等数学、统计、矩阵与数论的各类计算。处理几何求解、金融测算与单位换算等常见需求。加速公式验证、数据分析与工程建模的工作流程。
 — ○ ⏳ — N/A N/A — 95 —
25459
vinted-mcp Claim
MCP Server for Vinted that allows to search items, compare prices, and analyze …
 — ○ ⏳ — N/A N/A — — —
25460
Labs64 NetLicensing MCP server for AI-driven software license lifecycle managem…
 — ○ — N/A N/A — 69 —
25461
rog0x
docker Claim
Docker container management and Dockerfile analysis
 — ○ ⏳ — N/A N/A — — —
25462
youssefkobi
— ○ — N/A N/A — 95 —
25463
ahmetshbz1
Enables comprehensive filesystem operations including reading/writing files, di…
 — ○ ⏳ — N/A N/A — 95 —
25464
issuebadge
— ○ — N/A N/A — 95 —
25465
sebastianall1977
gmail-mcp2 Claim
— ○ — N/A N/A — 95 —
25466
jshph
Enzyme Claim
Semantic search and pattern discovery for Obsidian and markdown vaults.
 — ○ — N/A N/A — 95 —
25467
Kitty-Punch
Enables perpetuals trading on the Nado DEX via the Ink chain, featuring multi-w…
 — ○ — N/A N/A — 95 —
25468
ravenyeh
Provides real-time stock quotes, technical analysis, and intelligent trading re…
 — ○ — — — — 81 —
25469
BACH-AI-Tools
Enables creation, reading, and manipulation of Excel workbooks without Microsof…
 — ○ ⏳ — — — — 81 —
25470
Openfinanceorg
openfinance Claim
Connect your financial accounts to view balances, search transactions, and get …
 — ○ — N/A N/A — 83 —
25471
manusa
powerful Kubernetes MCP server with additional support for OpenShift. Besides p…
 — ○ ⏳ — N/A N/A — 95 —
25472
JCHETAN26
— ○ — N/A N/A — 95 —
25473
MCP-Mirror
Implements a structured development workflow for LLM-based coding with feature …
 — ○ — N/A N/A — 95 —
25474
NovusAevum
— ○ — N/A N/A — 95 —
25475
jovezhong
mcp-timeplus Claim 1
MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka…
 — ○ — — — — 81 —
25476
Ingest and analyze Terraform modules from multiple repositories for AI RAG syst…
 — ○ — N/A N/A — 81 —
25477
director Claim
MCP Playbooks for AI agents
 — ○ ⏳ — N/A N/A — — —
25478
ThinkWatch Claim
Enterprise AI bastion host for secure AI API and MCP access, with unified proxy…
 — ○ ⏳ — N/A N/A — — —
25479
Lone-Star-AI
Provides Claude Desktop with persistent memory across sessions, storing up to 1…
 — ○ — N/A N/A — 95 —
25480
dreamchaser.esque
sss Claim
— ○ — N/A N/A — 95 —
25481
keshrath
MCP server registry and marketplace - discover, install, activate tools on dema…
 — ○ ⏳ — N/A N/A — — —
25482
Graph-vector database that queried 1 billion edges for $2.50. Rust, OpenCypher,…
 — ○ ⏳ — N/A N/A — — —
25483
Automata-Labs-team
An MCP server for browser automation using Playwright
 — ○ — N/A N/A — 95 —
25484
Ejb503
Enable AI agents to interact with Reddit by reading posts, creating content, an…
 — ○ ⏳ — N/A N/A — 95 —
25485
NuraNet
An MCP server that integrates with Microsoft Copilot Studio to deliver humor co…
 — ○ ⏳ — N/A N/A — 95 —
25486
ronantakizawa
The GIS Data Conversion MCP allows reverse geocoding, WKT/GeoJSON conversion, T…
 — ○ — N/A N/A — 95 —
25487
dotbot Claim
Structured, auditable AI-assisted development for teams. Zero-dependency MCP se…
 — ○ ⏳ — N/A N/A — — — PO
25488
Recur Claim
Subscription payment platform for Taiwan — manage products, customers, and bill…
 — ○ ⏳ — — — — — —
25489
APIFold Claim
Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Str…
 — ○ ⏳ — — — — — —
25490
A pattern for LLM agents to explore and control any app — mobile or desktop. Ac…
 — ○ ⏳ — N/A N/A — — —
25491
apra-fleet Claim
Coordinate Claude Code agents across every machine in your network — from a sin…
 — ○ ⏳ — N/A N/A — — —
25492
forge Claim
Turn a one-line idea into a branch with tested, reviewed, committed code. The b…
 — ○ ⏳ — N/A N/A — — —
25493
pentest-ai Claim
The most autonomous pentesting AI on the market. MCP server + Python agents wit…
 — ○ ⏳ — N/A N/A — — —
25494
coupang-mcp Claim
Claude/Cursor에서 쿠팡 검색. 최저가 비교, 로켓배송 표시, 중고상품도 검색됨. API 키 불필요.
 — ○ ⏳ — N/A N/A — — —
25495
funky1688
Transforms any website's documentation into an MCP-compatible interactive knowl…
 — ○ — — — — 81 —
25496
mmorey
Connects AI assistants to the Runn.io resource planning platform to manage proj…
 — ○ ⏳ — — — — 81 —
25497
Open Brain Claim
Personal knowledge graph with 16 MCP tools. Auto-links, deduplicates, tracks th…
 — ○ ⏳ — — — — — —
25498
yifanyifan897645
git-summary Claim
Git repo intelligence: summaries, blame, changelogs, branch health, and history…
 — ○ ⏳ — N/A N/A — — —
25499
itsocialist
Enables interaction with Canny.io customer feedback platform through natural la…
 — ○ — — — — 81 —
25500
MCP-Mirror
Enables searching across multiple search engines (Google, Bing, YouTube, DuckDu…
 — ○ — — — — 81 —
Showing 25451–25500 of 30006 servers
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