MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33911
Scored
→
2112
Verified
→
16953
Complete

Last updated 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
22451
iunera
druid-mcp-server ⚡ Claim 1
AI-powered MCP server for Apache Druid cluster management and analytic
C 65 3⁄3 ◐ ⏳ 54 N/A N/A 72 75 —
22452
Ucode-io
A server that implements the Model Context Protocol (MCP) standard, enabling LL…
C 65 4⁄4 ◐ ⏳ 78 67 — 19 81 —
22453
markswendsen-code
crunchyroll ⚡ Claim 2
MCP server for Crunchyroll anime streaming - search anime, manage watchlist, tr…
C 65 3⁄3 ◐ ⏳ 63 N/A N/A 29 95 —
22454
TheNextGenNexus
Search court records, patents, and trademarks for legal research
C 65 3⁄3 ◐ ⏳ 78 N/A N/A 21 83 —
22455
yfmeii
Enables AI assistants to automate WeChat Developer Tools for mini programs, all…
C 65 4⁄3 ◐ ⏳ 54 62 N/A 55 89 —
22456
keyurgolani
ThoughtMCP ⚡ Claim
Implements human-like cognitive architecture for enhanced AI reasoning through …
C 65 4⁄3 ◐ ⏳ 64 30 N/A 71 95 —
22457
0xReisearch
FastMCP implementation providing API access to DefiLlama Pro, CoinGecko Pro, an…
C 64 4⁄4 ◐ ⏳ 72 58 — 36 81 —
22458
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22459
CDataSoftware
Amazon S3 MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22460
Super-I-Tech
mcp-plexus ⚡ Claim
mcp-plexus
C 64 4⁄4 ◐ ⏳ 84 43 — 39 80 —
22461
jwadow
mcp-excel ⚡ Claim 1
Enables AI agents to analyze Excel files through atomic operations like filteri…
C 64 4⁄3 ◐ ⏳ 79 30 N/A 50 90 —
22462
andrijdavid
vinted-mcp ⚡ Claim 4
MCP Server for Vinted that allows to search items, compare prices, and analyze …
C 64 3⁄3 ◐ ⏳ 71 N/A N/A 50 67 —
22463
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22464
Alparse
snip-mcp ⚡ Claim 1
An MCP server for capturing screen regions directly into Claude Code conversati…
C 64 3⁄3 ◐ ⏳ 51 N/A N/A 45 95 —
22465
mobile-dev-inc
Maestro Claim
Maestro is the simplest and most effective UI testing framework for Mobile and …
C 64 4⁄3 ◐ ⏳ 56 35 N/A 73 95 —
22466
tolkonepiu
🏆 A ranked list of MCP servers. Updated weekly.
C 64 3⁄3 ◐ ⏳ 40 N/A N/A 64 95 —
22467
coolmew
Exposes Unity Editor project context and manipulation tools to AI coding agents…
C 64 3⁄3 ◐ ⏳ 50 N/A N/A 48 95 —
22468
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22469
Evan-Kim2028
Igloo MCP ⚡ Claim
Enables AI assistants to interact with Snowflake databases through SQL queries,…
C 64 4⁄4 ◐ ⏳ 64 38 — 78 81 —
22470
dcSpark
MCP Helius ⚡ Claim 1
A Model Context Protocol server that provides Claude with comprehensive access …
C 64 4⁄4 ◐ ⏳ 69 46 — 64 76 —
22471
jacobcwright
runpod-mcp ⚡ Claim 1
C 64 3⁄3 ◐ ⏳ 66 N/A N/A 20 95 —
22472
gwbtc
Urbit MCP Claim
A general-purpose MCP interface for Urbit, a networked personal server.
C 64 3⁄3 ◐ ⏳ 54 N/A N/A 40 95 —
22473
rohith1125
AI-controlled algorithmic trading engine exposing 40 MCP tools across 9 namespa…
C 64 3⁄3 ◐ ⏳ 60 N/A N/A 31 95 —
22474
federicodeponte
openpaper-mcp ⚡ Claim 1
Generate academic papers with AI agents and verified citations via OpenPaper.dev
C 64 3⁄3 ◐ ⏳ 60 N/A N/A 47 83 —
22475
Devin-AXIS
A2V Claim
A2V: Next-Gen AI Value Compute Protocol. …
C 64 4⁄3 ◐ ⏳ 72 46 N/A 33 95 —
22476
CDataSoftware
SQL Server Analysis Services MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22477
mcp-service
Enables AI assistants to crawl and extract data from Chinese social media platf…
C 64 4⁄3 ◐ ⏳ 54 68 N/A 32 95 —
22478
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22479
microsoft
mcp-gateway ✓ Claim
MCP Gateway is a reverse proxy and management layer for MCP servers, enabling s…
C 64 4⁄3 ◐ ⏳ 64 53 N/A 57 80 —
22480
NetApp
aide-mcp-server ⚡ Claim 1
MCP server for NetApp AI Data Engine
C 64 3⁄3 ◐ ⏳ 41 N/A N/A 62 95 —
22481
mikluko
JMAP Email Claim
Email management via JMAP — mailboxes, messages, identities, and Sieve scripts
C 64 4⁄3 ◐ ⏳ 60 70 N/A 34 84 —
22482
JiaboLi-GitHub
renderdoc-mcp Claim 1
An MCP server for RenderDoc: Empowering AI assistants to analyze GPU frame capt…
C 64 3⁄3 ◐ ⏳ 37 N/A N/A 66 95 — C
22483
ancrz
Penpot MCP Server ⚡ Claim
Enables AI agents to programmatically access self-hosted Penpot instances to re…
C 64 4⁄4 ◐ ⏳ 72 63 — 45 71 —
22484
CDataSoftware
Box MCP Server by CData
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 34 95 —
22485
ForrestKim42
A pattern for LLM agents to explore and control any app — mobile or desktop. Ac…
C 64 3⁄3 ◐ ⏳ 52 N/A N/A 42 95 —
22486
rachellarralde
Enables security scanning of code projects to identify common vulnerabilities l…
C 64 3⁄3 ◐ ⏳ 50 N/A N/A 45 95 —
22487
Coolver
Home Assistant MCP server agent. Enable Claude Code, Cursor, VS Code or any MCP…
C 64 4⁄4 ◐ ⏳ 43 71 N/A 63 82 —
22488
rkirkendall
A Model Context Protocol server that enables natural language commands to manag…
C 64 4⁄4 ◐ ⏳ 63 61 — 45 81 —
22489
t4dhg
MCP FactorialHR ⚡ Claim
A comprehensive MCP server that provides AI assistants with full access to Fact…
C 64 4⁄3 ◐ ⏳ 64 46 — 64 83 —
22490
pottekkat
DiceDB MCP Claim 1
An MCP server that enables AI applications to interact with DiceDB databases.
C 64 4⁄4 ◐ ⏳ 51 62 — 62 83 —
22491
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22492
supertrained
rhumb Claim
Tool intelligence over scored services: discover and compare providers, check A…
C 64 3⁄3 ◐ ⏳ 54 — — 56 83 —
22493
dunialabs
Peta Core Claim
A production-ready MCP gateway and control plane that provides credential vault…
C 64 4⁄3 ◐ ⏳ 54 46 — 64 95 —
22494
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22495
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22496
SameThoughts
Persistent, structured cloud memory for AI agents. BYOK — bring your own AI key.
C 64 3⁄3 ◐ ⏳ 54 N/A N/A 54 83 —
22497
mcp-wp
ai-command Claim
Control WordPress using WP-CLI, AI, and MCP.
C 64 3⁄3 ◐ ⏳ 50 N/A N/A 48 95 —
22498
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 3⁄3 ◐ ⏳ 58 N/A N/A 33 95 —
22499
muvon
mcp-binance-futures ⚡ Claim 1
MCP server for Binance USDT-M Futures trading — exposes tools for market data, …
C 64 4⁄4 ◐ ⏳ 53 72 — 48 81 —
22500
go-appsec
toolbox Claim
Collaborative application security testing between humans and agents via CLI an…
C 64 4⁄3 ◐ ⏳ 60 31 N/A 77 94 —
Showing 22451–22500 of 69236 servers
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