MCP Server Quality Scores

Independent quality analysis of 66518 public MCP servers

66518
Discovered
31840
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 30 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
45751
shutovdef-dotcom
Connects Google Search Console to AI assistants, enabling SEO data analysis thr…
45752
IsaiahDupree
jobstack-mcp Claim
Unified jobs search over official feeds + ATS boards (USAJOBS, Adzuna, Muse, Gr…
45753
pipeworx-io
Enables searching and querying of Allegheny County, Pennsylvania open geospatia…
45754
kamolc4
Enables searching Verix records, retrieving record details, and running analysi…
45755
pixxelboy
Enables LLMs to analyze music (genre, mood, tempo, key), separate audio stems, …
81
45756
yanqiw
An append-only coordination memory for multi-agent and human work, backed by SQ…
N/A N/A
45757
srwoodsaz
Enables AI assistants to query Oura Ring health data (sleep, readiness, activit…
45758
epik-agent
epik-gh Claim
A GitHub MCP server that wraps the gh CLI to expose GitHub operations like issu…
N/A N/A
45759
attikpo-akrabal-godwin
PR-Reviewer Claim
Analyzes GitHub pull requests and creates detailed reports in Notion via MCP.
45760
agishub
Timezone converter, world clock, date math & meeting scheduler for AI agents. N…
45761
MCFLAMINGO
Agents browse Wild Wallet bodies + closets and file human-approved merge reques…
45762
executeautomation
Playwright Claim
Provides browser automation capabilities using Playwright, enabling LLMs to int…
N/A N/A 95
45763
Screed369
Irish used-car market MCP: search listings, stats, dealers & model guides via a…
N/A N/A
45764
RCOLKITT
Generate and manage Claude Code configs: CLAUDE.md, skills, agents, hooks, and …
N/A N/A 95
45765
Marckello
Enables AI assistants to interact with WooCommerce stores through 37 specialize…
81
45766
gatesplan
taskforce Claim
MCP server for AI agents to conduct multi-LLM roundtable discussions, returning…
N/A N/A
45767
altrsoftware
MCP server for ALTR data security: databases, tags, policies, classification, a…
N/A N/A
45768
3ii-factory
Enables AI coding agents to verify code against YAML specifications, detecting …
N/A N/A
45769
evan-moon
memex Claim
Persistent note storage for AI agents. Memex lets your assistant save, search, …
N/A N/A
45770
SuppleAardvark
An MCP server that provides tools to interact with JIRA for sprint management, …
45771
SrenoG
strava-mcp Claim
MCP server to fetch Strava activities using OAuth authentication with automatic…
N/A N/A
45772
reer-ide
RhinoMCP Claim
Connects Rhino and Grasshopper to Claude AI via the Model Context Protocol, ena…
N/A N/A
45773
twinity1
Syncs Confluence spaces to local files for efficient editing by coding agents, …
N/A N/A
45774
fieldcure
Windows-only headless LLM task automation engine with scheduling via Windows Ta…
N/A N/A
45775
MiChaelinzo
MediLinkAI Claim
Clinical decision-support MCP server that lets AI agents reason over live FHIR …
45776
artryazanov
Enables LLMs to perform real-time Google searches and retrieve web results via …
45777
Yuchenhui
Enables AI agents to manage and search data in Redis using natural language. Su…
81
45778
cyanheads
Search bills, legislators, committees, and events across all 50 US states, DC, …
45779
FORIFOR
MCP RAG Server is a Python MCP server that indexes documents in multiple format…
N/A N/A
45780
boska
vox Claim
Native macOS MCP server for voice I/O — Swift binary, SFSpeechRecognizer + Elev…
N/A N/A
45781
dallask
Provides conversational, actionable accessibility testing for AI agents, includ…
N/A N/A
45782
perforce
Enables AI assistants to interact with P4 Plan project management data via Grap…
45783
naaomiur
SimuBridge Claim
Enables AI assistants to control MATLAB Simulink models through natural languag…
N/A N/A
45784
kame6493-del
kabu-mcp Claim
Enables AI assistants to access real-time Japanese and global stock market data…
45785
gyannetics
A beginner-friendly MCP server offering time, math, internet quotes, dad jokes,…
45786
neelavalareddy
Enables Claude to search and install skills from a database of ~200k scraped Cl…
N/A N/A
45787
MuliMuri
Enables searching Google Scholar papers with year filtering, deduplication, and…
45788
idoco2003
vincikit Claim
AI stack configurator with conversational interviews and intelligent recommenda…
N/A N/A 75
45789
evandavid1
Provides access to OpenAI's advanced models (including o3) with integrated web …
81
45790
Lubodi-Code
Enables Claude to query Binance Spot market data, account balances, and execute…
45791
iflow-mcp
WinAutoWx Claim
An MCP server for automating WeChat on Windows, enabling sending messages to fr…
N/A N/A
45792
severity1
3commas-mcp Claim
A Model Context Protocol (MCP) server that integrates AI assistants with the 3C…
45793
pipeworx-io
Search, query, and explore City of Phoenix open geospatial data (parcels, zonin…
45794
pipeworx-io
Enables querying and searching Lincoln & Lancaster County GIS open geospatial d…
45795
CodeWever
Provides MCP-callable workflow rails for agents, enabling bounded work executio…
45796
outturndev
chartwire Claim
Generate production-ready chart code (Recharts, Chart.js, ECharts, Plotly) from…
45797
Shivam0176
Enables natural language management of personal expenses, including adding, lis…
N/A N/A
45798
luminarylane
This MCP server enables AI agents to extract, verify, and cache factual claims …
45799
ms-spown
OrgGen AI Claim
Generate org charts, MCD/ERD data models, and C4 architecture diagrams — pilot …
45800
Read and verify Content Credentials (C2PA) from images and media using the c2pa…
N/A N/A 81
Showing 45751–45800 of 66518 servers
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