MCP Server Quality Scores

Independent quality analysis of 59785 public MCP servers

59785
Discovered
29913
Scored
2112
Verified
16953
Complete

Last updated 32 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21801
alansmodic
Connects AI assistants to Pocket Casts accounts for browsing subscriptions, rea…
C 68 33 72 27 95
21802
1Panel-dev
mcp-1panel Claim
mcp-1panel is an implementation of the Model Context Protocol (MCP) server for …
C 68 44 60 60 N/A 78 80
21803
GeiserX
cashpilot-mcp Claim 1
MCP server for CashPilot — monitor passive income, bandwidth sharing, and DePIN…
C 68 33 49 N/A N/A 78 83
21804
shenqingtech
The MCP provides comprehensive financial data and analytical tool support for A…
C 68 43 68 71 N/A 36 90
21805
webmoleai
mcp-license-audit Claim
Audit dependency licenses for compatibility issues. Flags GPL/AGPL conflicts.
C 68 33 66 N/A N/A 34 95
21806
yunq
免费音乐MCP服务器,提供音乐搜索、播放控制、音量调节和播放列表管理功能,专为小智AI音响设计。
C 68 33 72 N/A N/A 25 95
21807
zimsoft
智睦云打印 Claim
调用官方智睦云打印服务(any.webprinter.cn),支持查询打印机、上传本地文件、创建漫游打印任务、直接打印到指定设备,以及分别更新单双面、颜色、份…
C 68 33 54 N/A N/A 56 95
21808
NayakwadiS
mftool-mcp Claim 1
MCP Server for publicly available Indian Mutual Funds data
C 68 33 51 N/A N/A 59 95
21809
pavelsukhachev
Coolify MCP Server Claim 1
An MCP server that enables AI assistants to manage infrastructure, applications…
C 68 44 63 70 56 81
21810
Guffawaffle
Lex Claim
Episodic memory and architectural policy for AI agents. Frames, Atlas, and Poli…
C 68 43 56 43 N/A 92 90
21811
hexi4764
Automates the Douyin Creator Platform to manage login states and publish image-…
C 68 33 72 N/A N/A 25 95
21812
spiffy-oss
artguard Claim
Open-source AI artifact scanner. Detect malicious agent skills, MCP servers, an…
C 68 33 54 N/A N/A 55 95
21813
maragathamani-boothalingam
math-mcp-server Claim
C 68 33 72 N/A N/A 27 95
21814
BrowserGenie
An MCP server that provides AI models with full browser automation capabilities…
C 68 33 45 N/A N/A 69 95
21815
exp78
telldone Claim
Voice-first planning — notes, tasks, events and AI reports. 21 tools. iOS + App…
C 68 33 58 N/A N/A 73 78
21816
gx-55
multi-gmail-mcp Claim 1
Manage multiple Gmail accounts in Claude Desktop — search, send, reply, draft, …
C 68 33 78 N/A N/A 31 83
21817
firebase
firebase-mcp Claim
Gives AI development tools Firebase-specific capabilities and expertise.
C 68 43 56 42 N/A 84 95
21818
alludium
Provides tools to interact with the Harmonic AI API for company and person enri…
C 68 44 72 70 42 81
21819
hanley-development
Connects to Oracle Autonomous Database via OCI Bastion tunneling to enable AI-p…
C 68 33 72 N/A N/A 25 95
21820
freshtechbro
Vibe-Coder-MCP Claim 1
Vibe-Coder-MCP server extends AI assistants with specialized software developm…
C 68 44 81 43 N/A 63 80
21821
kozo93
HubSpot MCP Server Claim
Provides comprehensive access to HubSpot's CRM API, enabling management of cont…
C 68 44 62 70 56 81
21822
camcarre
hevymcp Claim
C 68 33 48 N/A N/A 66 95
21823
schuay
MCP server that exposes GDB debugging as tools. An AI assistant can set breakpo…
C 68 43 72 56 N/A 47 90
21824
AaronWander
EmbedMCP Claim
Provides easy-to-use kits that allow you to quickly create MCP servers Any embe…
C 68 33 58 N/A N/A 48 95 C
21825
OrionPotter
MCP Files Claim
Enables agents to quickly find and edit code in a codebase with surgical precis…
C 68 44 78 60 45 81
21826
drhelius
Geargrafx Claim
PC Engine / TurboGrafx-16 / SuperGrafx / PCE CD-ROM² emulator, debugger, and em…
C 68 33 48 N/A N/A 66 95 C
21827
tzenderman
Shopify MCP Server Claim
Enables interaction with Shopify store data via the GraphQL Admin API to manage…
C 68 44 60 71 60 81
21828
3xfreedom
Search, discover, and contribute to AgentPedia - the knowledge base for AI agen…
C 68 33 60 N/A N/A 63 83
21829
vjik
Lightweight MCP server for providing user prompts defined in Markdown with argu…
C 68 33 54 N/A N/A 57 95
21830
shinzo-labs
shinzo Claim
Complete observability platform for AI agents and MCP servers. Improve your AI …
C 68 43 60 72 N/A 38 95
21831
Junwoo-Seo-1998
SSAFY Lunch Menu Claim
Check daily SSAFY cafeteria menus by date. Get floor-specific lunch options to …
C 68 33 60 N/A N/A 44 95
21832
perforce
Integrates with Perforce P4 version control system via Model Context Protocol, …
C 68 43 60 50 69 95
21833
adriyansyah-mf
MCP Pentest Claim
An automated penetration testing framework that enables intelligent security as…
C 68 43 78 56 N/A 29 95
21834
gowtham0992
link Claim
Local personal memory for agents as MCP tools — remember, recall, search, conte…
C 68 33 62 N/A N/A 41 95
21835
denis-platonov
qtm4j-mcp-server Claim 1
MCP server for QTM4J (QMetry Test Management for Jira) Open API, enabling test …
C 68 33 57 76 75
21836
raultov
chrome-debug-mcp is an asynchronous Rust-based Model Context Protocol (MCP) ser…
C 68 43 54 60 N/A 70 90
21837
txn2
kubefwd Claim
Kubernetes bulk port forwarding with service discovery, /etc/hosts management, …
C 68 43 60 37 N/A 92 92
21838
JonnoC
CodeRAG Claim 1
An MCP server that transforms codebases into knowledge graphs using Neo4J, enab…
C 68 44 77 62 43 81
21839
JaviMaligno
Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, b…
C 68 44 86 42 59 80
21840
JaneKarunyaJ
A local AI-powered file reader that connects a Python MCP server with Ollama's …
C 68 33 72 N/A N/A 25 95
21841
JM-404
Connects AI assistants to ActivityWatch for real-time computer activity awarene…
C 68 33 66 N/A N/A 37 95
21842
feamster
Enables control of the Elektron Digitakt II drum machine through MIDI commands.…
C 68 43 84 50 N/A 27 95
21843
anuj-delta
swagger-mcp Claim
C 68 43 90 42 N/A 42 87
21844
Mavericky007
Enables multiple Claude Code instances to communicate through direct messages a…
C 68 33 66 N/A N/A 35 95
21845
TwillAI
summon-app Claim
Postman for MCP servers
C 68 43 68 35 N/A 80 90
21846
feelautom
Industrial-grade MCP server for Siemens TIA Portal (V17–V21). 120+ tools for PL…
C 68 33 58 N/A N/A 48 95
21847
razz-games
razz-mcp Claim
Play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with…
C 68 33 62 57 83
21848
vrppaul
semantic-code-mcp Claim
A local MCP server that provides semantic code search for Python codebases usin…
C 68 43 64 50 N/A 63 94
21849
adelaidasofia
Multi-account MCP for Gmail, Calendar, Drive, Docs, and Sheets — 61 tools, toke…
C 68 33 72 N/A N/A 25 95
21850
daedalus
mcp-pymetasploit3 Claim 1
Enables interaction with Metasploit Framework via the msfrpc protocol, exposing…
C 68 33 45 72 95
Showing 21801–21850 of 59785 servers
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