MCP Server Quality Scores

Independent quality analysis of 66549 public MCP servers

66549
Discovered
31852
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37851
marian-kamenistak
Engineering leadership benchmarks, 1:1 playbooks, developer value calculator. 3…
37852
dklymentiev
screenbox Claim
Provides AI agents with isolated virtual desktops containing a real Chromium br…
37853
aliyun
Serves as a universal interface between AI Agents and AnalyticDB PostgreSQL dat…
37854
cooderamily
Provides system hardware information (CPU, memory, storage, etc.) and system st…
N/A N/A
37855
anrawool
Manage Subscribers, Broadcasts, Sequences, Automations, and reporting in Mailri…
37856
Dayananda-D
devcdp Claim
Provides AI assistants with full browser DevTools access for debugging, includi…
N/A N/A
37857
mednabouli
Automatically generates typed React hooks for Next.js projects by crawling API …
N/A N/A 95
37858
matthijs1000
indesign-mcp Claim
A custom MCP server that lets Claude Code read, search, and manipulate Adobe In…
N/A N/A
37859
vannet
GotFreeFax Claim
Send free or paid faxes to US/Canada from Claude, ChatGPT, and other AI agents.
37860
Zeke-777
A Word document processing MCP server that exposes a single tool (docx_process)…
N/A N/A
37861
CSOAI-ORG
pci-dss-mcp Claim
pci-dss-mcp MCP server by MEOK AI Labs
N/A N/A
37862
tydeck1016
FlowMCP Claim
Cross-model AI memory persistence server that gives every AI tool you use acces…
37863
JoshuaSP
An MCP server for monitoring and managing training jobs on Modal. Built for LLM…
37864
hckhanh
Gitlab Utils Claim
Extend your GitLab workflows with additional utilities to enhance productivity …
N/A N/A 95
37865
parthmodi152
todoist-ai Claim
N/A N/A 95
37866
wiseappsai
Enables AI agents to manage Apple App Store Connect through the official API, i…
37867
davidmosiah
Source-aware archive for timeline-shift folklore, Mandela Effect reports and co…
N/A N/A
37868
sudomichael
Gizmo Analytics — cookieless web analytics for AI coding agents. Framework-awar…
37869
HimanshuSharmaKUL
mcp-spotify Claim
Enables AI agents to create, manage, and populate Spotify playlists using the S…
37870
Bishop81
Find WordPress plugin opportunities: abandoned, low-rated, or poorly-supported …
N/A N/A
37871
tunde-alao
Social MCP Claim
MCP server for extracting transcripts from Instagram videos using AssemblyAI, e…
N/A N/A
37872
skyttedk
email-mcp Claim
Local IMAP/SMTP MCP server that lets Claude read, search, draft, send, flag, an…
N/A N/A
37873
ismael9291
Enables interaction with the *arr media management suite (Sonarr, Radarr, Lidar…
37874
glassBead-tc
A production-ready MCP server for Airtable that enables programmatic management…
37875
hwang-yh-cto
space-ocr Claim
Multilingual structured OCR with verified per-character bboxes for AI agents.
N/A N/A
37876
JHSeo-git
Provide a simple and easy-to-run MCP server implementation that supports stdio …
N/A N/A 95
37877
hey-nate
An MCP server that lets you manage a Walmart Marketplace seller account in plai…
37878
Perufitlife
postwire-mcp Claim
Smart Distribute: one prompt → the best native post per platform, then publish …
N/A N/A
37879
blockmandev
Enables AI assistants to access and search TrendKia articles, retrieving clean …
37880
fabricioartur
Enables AI assistants to translate Portuguese text into LIBRAS glosses and scri…
37881
elfenlieds7
Enables AI assistants to generate photorealistic 3D scenes, indoor environments…
N/A N/A 95
37882
AntonioBlago
Remote SEO/GEO MCP: Search Console, keyword research, backlinks, competitor & o…
37883
cyanheads
Search posts, profiles, feeds, threads, and trending topics on Bluesky.
37884
Auxin-io
Provision demo user identities to test and prototype workflows securely. Explor…
N/A N/A 95
37885
elchanio-76
MCP server that provides tools for automating AWS Pricing Calculator estimate g…
37886
mmsge
A deny-by-default MCP server for Obsidian vaults where operators declare exact …
37887
rbenhaga
Enables Claude to search and analyze product listings from multiple French mark…
N/A N/A
37888
hslee16
archy Claim
Architectural sensor for Python codebases.
N/A N/A
37889
BASIC-BIT
VRChat MCP Claim
MCP server for VRChat friends, worlds, groups, events, notifications, and VRCX …
N/A N/A
37890
EvidInvest
Hybrid search over SEC filings, earnings transcripts, and a third-party data ma…
N/A N/A
37891
NicolasET
Connects LLMs to Google PageSpeed Insights to analyze web performance, accessib…
N/A N/A
37892
WeiYu021
Enables generating and editing images using OpenRouter's API with Gemini 2.5 Fl…
81
37893
Keenan-ux
boothcheck Claim
What a stock price is betting on: implied growth, duration, and margin, read fr…
37894
Zwondra
Live CRE analysis: Federal Reserve rates, Census 1/3/5-mile demographics, DCF m…
37895
kloudle
Cloud security scanning tools for AI agents. 7 purpose-built AWS scanners that…
81
37896
mcbuddy
mcp Claim
Local-first visual regression for AI agents: verdicts, diff images, explain_sna…
N/A N/A
37897 N/A N/A 95
37898
yansircc
mcp-wp Claim
A full control with your WP site
N/A N/A 95
37899
clauxel
A paid remote MCP for AI SDK data query MCP, built to return verdicts, receipts…
37900
doanhtuan123
mcp-opentym Claim
A lightweight MCP HTTP server giving AI assistants real tools to interact with …
N/A N/A
Showing 37851–37900 of 66549 servers
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