MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31859
Scored
2112
Verified
16953
Complete

Last updated 14 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
32751
Plong-Wasin
outlook-mcp Claim
MCP server for sending and managing Microsoft Outlook email via the Microsoft G…
32752
brightseth
vibe Claim
Social layer for Claude Code - DMs, presence, games between AI-assisted develop…
N/A N/A 95
32753
sktime
sktime-mcp Claim
An MCP server that enables LLMs to discover, reason about, compose, and execute…
32754
pealmeida
Enables AI agents to delegate tasks, run adversarial reviews, and manage backgr…
N/A N/A
32755
per-simmons
monocle Claim
Gives AI agents the ability to interact with iOS simulators through 21+ tools f…
N/A N/A
32756
stevTresCloud
Enables spawning and managing multiple Claude Code agents in parallel with mode…
N/A N/A
32757
andsky
Enables AI assistants to directly control the Cocos Creator game editor via MCP…
N/A N/A
32758
Asem-D
Enables AI assistants to search, query, and manage ArcGIS Portal and Online con…
32759
fieldjoshua
Enables AI assistants to interact with the Upwork freelance marketplace, includ…
32760
dayainow
Connects users to mental health counseling centers and welfare programs based o…
32761
AiLMe-AI
MCP server for hybrid medical consultation integrating Western and Traditional …
N/A N/A
32762
qoomezhu
gomcp-worker Claim
Cloudflare Workers 上的 MCP 服务器,通过 CDP 控制 Lightpanda 浏览器,支持导航、搜索、获取 Markdown 和链接提…
32763
MaxenceBdu
paycoreDb Claim
Custom MCP server connected to a read-only SQLite database, exposing a schema r…
N/A N/A
32764
polybeta2
A Python MCP server that loads and analyzes HAR files locally, providing struct…
N/A N/A
32765
automatikstudio
Enables AI-powered generation of platform-optimized ad copy for Facebook, Googl…
81
32766
Zfinix
gta_mcp Claim
Enables GTA Online money making with live tools for weekly bonuses, business tr…
N/A N/A
32767
waszkowski
reddit-mcp Claim
Read-only MCP server for public Reddit content using TypeScript. Enables listin…
N/A N/A
32768
jackyxia918918
DramaCraft Claim
Integrates with Jianying (CapCut) and Chinese LLMs to automate short drama vide…
N/A N/A
32769
shibingli
MCP ToolKit Claim
A comprehensive MCP tools collection providing filesystem operations, command e…
32770
miloudbelarebia
MCPSentry Claim
The MCP bridge that audits your routes before exposing them to LLMs and blocks …
32771
sjgant80-hub
Exposes foldkit's 7-prime spine, 7 κ-bands, and 6 fold operations as MCP tools …
32772
jeffbai996
ibkr-mcp Claim
An MCP server that turns Interactive Brokers into a question-answering portfoli…
N/A N/A
32773
sweetrb
Enables AI assistants to query and export from the macOS Apple Photos library u…
N/A N/A
32774
fenilsonani
GetMyHotels Claim
Search hotels, get live prices, and check out in chat. Guest search needs no si…
32775
xTr161
Enables developers to generate structured software documentation including user…
N/A N/A
32776
anilsrml
Acts as a secure bridge connecting PostgreSQL databases to AI models, enabling …
N/A N/A
32777
chje12
설명
N/A N/A 95
32778
commercelayer
Enables AI agents to query commerce metrics data such as orders, carts, and ret…
32779
Ak47dev-biz
An integrated advisory system that transforms Claude into a personal career coa…
N/A N/A
32780
alphaassay
Most trading signals are noise. AlphaAssay puts them on trial — deflated Sharpe…
32781
librejustice
LibreJustice Claim
Search French and European case law and French legal texts (codes, statutes, tr…
32782
Runninghcm
Provides a audio/video creation toolbox via MCP protocol, enabling natural lang…
32783
tmdaidevs
Enables full CRUD control of Ontology items in Microsoft Fabric, including enti…
N/A N/A
32784
bangca85
cardloom-mcp Claim
Provides long-lived, cross-project technical memory for AI agents via markdown …
N/A N/A
32785
marcelofiorito
Offers AI-powered tools for Joint Venture Accounting in Oil & Gas, including AF…
32786
spr7a
A complete, all-in-one MCP server for Codeforces, enabling AI assistants to acc…
32787
ATE-Labs
MCP server for automating VLP lab VM operations, exposing VM management tools t…
32788
Winding2020
superset-mcp Claim
A Model Context Protocol (MCP) server for managing Apache Superset datasets, me…
32789
gabrielbardalesrojas
An MCP server for academic management of the EPIIS program, enabling AI-powered…
32790
chandanCoding
A secure tool-execution plane for agentic AI that enforces JWT authentication, …
32791
rahulsingh-cloud
Enables Cursor AI to query SonarQube for pull request metrics, issues, file iss…
32792
pipeworx-io
Enables querying Yu-Gi-Oh! TCG card data, such as card information, sets, and p…
32793
floatDreamWithSong
MCP server that automates WebGAL game development tasks such as resource manage…
N/A N/A
32794
cskwork
A Model Context Protocol (MCP) server for Google Calendar integration in Claude…
32795
elabbarw
Read-only access to Oracle Fusion Cloud ERP data via natural language queries, …
32796
goldplatinum11-jpg
agentctx Claim
Enables MCP-capable agents to retrieve live, task-scoped context from a curated…
N/A N/A
32797
saketh12e
Cortex Claim
Cortex is a local-first MCP server that provides persistent, shared, semantical…
N/A N/A
32798
stuartphilp
Enables interaction with Incident.io to manage incidents, severities, and healt…
32799
tzervas
A lightweight MCP server that enables querying a project's corpus (docs, decisi…
N/A N/A
32800
takeaseatventure
cron-mcp Claim
Enables AI agents to parse, validate, explain, and preview cron expressions, su…
Showing 32751–32800 of 66549 servers
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