MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 2 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
19751
yokan-board
Yokan Board MCP Claim
Enables AI agents to interact with Yokan Kanban Board API to manage boards, col…
C 65 44 56 73 48 81
19752
emicklei
melrose Claim
interactive programming of melodies, producing MIDI
C 65 43 60 30 N/A 79 95
19753
rui-branco
Jira MCP Server Claim
Enables users to fetch and search Jira tickets, comments, and attachments direc…
C 65 44 90 38 54 69
19754
llnl
ParaView-MCP Claim
Integrates multimodal large language models with ParaView to enable the creatio…
C 65 43 82 30 N/A 48 90
19755
jsuarezruiz
This is a MCP designed to manage and interact with mobile devices and simulator…
C 65 33 58 N/A N/A 35 95
19756
PaddleHQ
Paddle MCP Server Claim 1
A Model Context Protocol server that provides tools for interacting with the Pa…
C 65 44 49 65 68 83
19757
wowinter13
solscan-mcp Claim
An MCP tool for querying Solana transactions using natural language with Solsca…
C 65 43 64 68 N/A 27 92
19758
granular-software
mcpresso Claim
TypeScript framework to build robust, agent-ready MCP servers around your APIs.
C 65 43 84 30 N/A 39 95
19759
baidu-xiling
Provides programmatic access to Baidu's Xiling Digital Human platform, enabling…
C 65 44 62 71 40 81
19760
frankbolero
dotnet-dump-mcp Claim
🤖 An AI-native MCP server for .NET memory dump investigations. Leverage LLMs (C…
C 65 33 52 N/A N/A 46 95
19761
lucas-flatwhite
Things App MCP Claim 1
An MCP server for Things 3 on macOS that enables AI assistants to create, read,…
C 65 43 57 71 N/A 35 90
19762
mcp360
mTarsier Claim
mTarsier - The Open Source MCP & Skill Manager for Claude, Cursor, VS Code & an…
C 65 43 64 36 N/A 73 90
19763
Tom-Ryder
AgentRunKit Claim
Swift 6 agent SDK: type-safe tools, streaming, cloud + on-device inference via …
C 65 33 54 N/A N/A 42 95
19764
pdogra1299
Bitbucket MCP Server Claim 1
An MCP server that enables interaction with Bitbucket repositories through the …
C 65 44 77 43 54 81
19765
back1ply
A Model Context Protocol (MCP) server that enables AI assistants to interact wi…
C 65 33 50 N/A N/A 51 95
19766
Taurus-Ai-Corp
An AI-powered eldercare platform that enables AI agents to monitor passive sens…
C 65 44 64 61 50 80
19767
martechery
Enables interaction with Google Ads through the Google Ads API using GCloud aut…
C 65 44 60 68 48 81
19768
lirantal
ls-mcp Claim
List MCP Server configurations in your system used by AI applications like Curs…
C 65 43 60 27 N/A 85 94
19769
cruxible-ai
cruxible-core Claim
Deterministic decision engine with receipts. Define rules in YAML, query a grap…
C 65 43 54 52 N/A 63 95
19770
custardcream98
Extracts YouTube video metadata, titles, and descriptions along with transcript…
C 65 43 60 63 N/A 41 92
19771
pure-maple
modelmux Claim
Model multiplexer — route tasks to Codex, Gemini, and Claude CLIs with smart ro…
C 65 43 60 38 N/A 67 95
19772
felixgeelhaar
coverctl Claim
Go code coverage analysis tool with MCP server for AI-powered coverage workflows
C 65 43 60 31 N/A 84 92
19773
dogmaai
Enables natural language trading operations through Alpaca's API, supporting st…
C 65 44 84 41 45 81
19774
cycodehq
Cycode Claim
Boost security in your dev lifecycle via SAST, SCA, Secrets & IaC scanning
C 65 44 60 45 81 81
19775
jibberish69
Connects Claude with Microsoft Outlook through the Graph API, providing compreh…
C 65 44 78 66 20 80
19776
sbroenne
Excel automation for AI - Sheets, Power Query, DAX, VBA, Tables, Ranges and mor…
C 65 43 66 20 N/A 83 95
19777
impure0xntk
Wakapi MCP Server Claim
Enables tracking and analyzing development time through the Wakapi API. Provide…
C 65 44 84 41 46 81
19778
phuongrealmax
code-guardian Claim
AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot d…
C 65 43 72 40 N/A 49 92
19779
besslframework-stack
project-tessera Claim
Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CS…
C 65 43 66 31 N/A 70 95
19780
dgalarza
YNAB MCP Server Claim
Enables AI assistants to help manage your You Need A Budget (YNAB) finances thr…
C 65 44 74 50 47 81
19781
gitkraken
gk-cli Claim
The GitKraken MCP Server for managing repos, PRs, issues across GitHub, GitLab,…
C 65 33 50 N/A N/A 49 95
19782
daviddraiumbrella
Provides read-only access to Umbrella Cost finops platform, enabling natural la…
C 65 44 96 40 27 81
19783
yfmeii
Enables AI assistants to automate WeChat Developer Tools for mini programs, all…
C 65 43 54 62 N/A 55 89
19784
intellectronica
skillz Claim
An MCP server for loading skills (shim for non-claude clients).
C 65 44 72 32 N/A 74 81
19785
mckinsey
vizro-mcp Claim
Tools and templates to create validated and maintainable data charts and dashbo…
C 65 43 60 30 N/A 79 96
19786
OldJii
mcp-dock Claim
A cross-platform MCP Server manager for Cursor, Claude, Windsurf, Zed & TRAE. F…
C 65 33 52 N/A N/A 48 95
19787
Oxidane-bot
An MCP server for downloading academic papers from multiple sources using intel…
C 65 44 45 70 70 81
19788
emmett-deen
Linear MCP Server Claim 2
A Model Context Protocol server implementation that enables AI assistants to in…
C 65 44 79 63 24 82
19789
ampcome-mcps
Shortcut MCP Server Claim 1
A Model Context Protocol server that integrates Shortcut project management fun…
C 65 44 63 68 43 81
19790
googleworkspace
dev-assist Claim
A monorepo for the Google Workspace Dev Assist project, providing an MCP server…
C 65 43 58 50 N/A 65 89
19791
christerso
civnode-mcp Claim 1
An MCP server for the CivNode 'slow web' social platform that enables interacti…
C 65 44 75 60 32 82
19792
loglmhq
A server that allows AI assistants to browse and read files from specified GitH…
C 65 44 68 68 35 81
19793
MigoXLab
MCP server for the Dingo: a comprehensive data quality evaluation tool. Server …
C 65 43 60 27 N/A 82 95
19794
t4dhg
MCP FactorialHR Claim
Full CRUD MCP server for FactorialHR: employees, teams, time off, projects, ATS…
C 64 43 64 46 N/A 64 83
19795
CDataSoftware
SFTP MCP Server by CData
C 64 33 58 N/A N/A 34 95
19796
CDataSoftware
JSON MCP Server by CData
C 64 33 58 N/A N/A 34 95
19797
pictify-io
Enables AI assistants to programmatically generate images, GIFs, and PDFs from …
C 64 44 60 77 30 81
19798
aliengiraffe
spotdb Claim
Ephemeral data sandbox for AI workflows with guardrails and security
C 64 43 64 41 N/A 74 81
19799
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
19800
devskido
Playwright MCP Server Claim 1
A Model Context Protocol server that provides browser automation capabilities u…
C 64 43 71 40 N/A 45 95
Showing 19751–19800 of 30006 servers
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