MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31841
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41951
iflow-mcp
Enables AI-powered IDEs to perform SEO research including backlink analysis, ke…
N/A N/A
41952
bit-of-a-shambles
A Model Context Protocol (MCP) server for Microsoft Advertising (Bing Ads / Duc…
41953
doudoufu
Enables parsing, analysis, and export of power measurement data from Monsoon Po…
N/A N/A
41954
Code-Omega-Solutions
A read-only and write MCP server for Paperless-ngx, enabling document listing, …
41955
codewithadvi
Production-grade MCP server that enables AI assistants to access real-time fina…
N/A N/A
41956 N/A N/A 95
41957
zinin
Connects SketchUp to Claude AI through the Model Context Protocol, enabling pro…
N/A N/A
41958
Sherif-Aboulnasr
Enables AI agents to capture screen regions by defining a visual overlay or arb…
N/A N/A
41959
JasonJarvan
This MCP server enables AI agents to list, export, and search Zhihu collections…
N/A N/A
41960
thrashy
Enables natural language access to New Relic for monitoring, querying, and mana…
41961
TemidireAdesiji
An MCP server that exposes core Azure services as read-mostly tools any MCP cli…
41962
Abraxas1010
Secure USDC payments for AI agents on Base blockchain with budget controls and …
N/A N/A 83
41963
Patrowl
Exposes PatrowlIntel vulnerability intelligence (CVEs, EPSS, CISA KEV, public e…
41964
rlhf-loop
thumbgate Claim
81
41965
MonadWorks
agentify Claim
Agent Interface Compiler — One command. Every agent speaks your product. Transf…
N/A N/A
41966
SebastianGilPinzon
colab-mcp Claim
Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. …
N/A N/A
41967
neo4j-contrib
neo4j-gds Claim
Enables LLMs to run complex graph algorithms on Neo4j databases, answering grap…
41968
ApacheEcho
Enables local task planning and execution with DAG-based plans, multiple reason…
N/A N/A
41969
secemp9
MCP server for controlling the kitty terminal emulator. Exposes 40 tools for ma…
N/A N/A
41970 N/A N/A 95
41971
giftHEALTH
MCP server that integrates with Sumo Logic's API to perform log searches, data …
41972
shaqmughal
seekstone Claim
Filesystem-direct Obsidian MCP server with low context-tax. Reads your vault di…
N/A N/A
41973
theamazingwolf
Enables any MCP-compatible AI tool to read and leverage Cursor's context files …
N/A N/A
41974
pshort05
bookclaw-mcp Claim
Exposes BookClaw's author workflow to MCP clients over Streamable HTTP, providi…
41975
parasxos
C++26 paper reference MCP (`cpp26-ref`) backing a Claude Code plugin: `lookup_p…
N/A N/A
41976
bambinobino
Enables AI assistants to query Norwegian tax data, submit reports, look up popu…
N/A N/A
41977
androidua
A read-only MCP server that lets Claude Desktop interact with Apple Mail on mac…
N/A N/A
41978
leosakharoff
Enables AI assistants to search for music and create/manage playlists on YouTub…
81
41979
bdbrown4
Enables AI agents to query a GitHub user's public profile, repositories, langua…
41980
mazah81-gif
Deliver multilingual greetings, perform quick calculations, and generate images…
N/A N/A 95
41981
mikhalchankasm
MCP server for managing Navisworks viewpoint XML files, enabling sorting, audit…
N/A N/A
41982
Humanly-Labs
Plaud MCP Claim
Bring your Plaud Note recordings into Claude Desktop. Search meetings, pull tra…
N/A N/A
41983 N/A N/A 95
41984
hkopenai
Provides access to Hong Kong registered electors data from the Registration and…
41985
idyll
shortcut-mcp Claim
MCP server for interacting with Shortcut (project management) directly from Cla…
41986
Harper-Labs
Hosted MCP for YouTube Studio: uploads, metadata, playlists, comments, analytic…
41987
Leviai-ai
Tracks AI regulations, deadlines, risk assessments, and policy updates across m…
N/A N/A
41988
vistoazul
MCP server that enables AI agents to operate WhatsApp via Visto Azul API: send …
41989
ugarchance
An MCP server that uses Google's Gemini API to analyze videos and convert them …
41990
ackey-web
Enables autonomous AI agents to conduct non-custodial commerce using JPYC stabl…
N/A N/A
41991
aigen
AI agent economy. Earn AIGEN tokens by completing tasks, building tools, creati…
N/A N/A 95
41992
jacobpixleratgather
A Model Context Protocol server for Bitbucket Cloud that lets agents read pull …
41993
tpinzzz
A neuro-symbolic agent that turns cryptic CP-SAT INFEASIBLE errors into plain-E…
41994
zernio
Zernio Claim
Social APIs for developers and AI agents. Schedule posts, track analytics, answ…
N/A N/A 95
41995
atlaso-labs
mcp Claim
AI memory layer — one shared, persistent memory across every AI tool you connec…
41996
robford-brookai
Enables comprehensive management of DuploCloud infrastructure, including tenant…
81
41997
asj000221-debug
Exposes 219+ tools for Slack, Gmail, Google Workspace, Jira, Confluence, CRM, a…
N/A N/A
41998
luminarylane
Provides deterministic design style recommendations and structured tokens for A…
N/A N/A
41999
CASParser
Enables AI assistants to interact with the Cas Parser REST API for parsing CAS …
42000
isaaccorley
A Python MCP server that provides unified access to satellite and geospatial da…
Showing 41951–42000 of 66534 servers
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