MCP Server Quality Scores

Independent quality analysis of 43459 public MCP servers

43459
Discovered
29462
Scored
2111
Verified
16952
Complete

Last updated 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
37701
clauxel
Remote MCP for A2A dependency inspector MCP, structured receipts, audit logs, a…
37702
brajendrak00068
Autonomous AI video editor over MCP: viral clips, captions, reframe, chroma key…
N/A N/A
37703
TN0123
one-shot-ui Claim
Deterministic UI extraction and screenshot diffing for AI coding agents.
N/A N/A
37704
prismicio
Deprecated MCP server for Prismic; users are advised to use the new Prismic CLI…
37705
mako10k
A secure MCP server for shell operations, terminal management, and process cont…
N/A N/A
37706
cloud-ru-tech
Lets AI assistants read, search, and post messages in Mattermost channels, mana…
37707
solomonneas
zeek-mcp Claim
An MCP server for Zeek and Suricata, providing intelligent log parsing, queryin…
N/A N/A
37708
restkhz
Enables LLMs to automate reverse engineering tasks using Cutter, including func…
N/A N/A
37709
pkyit
dm-mcp Claim
Provides secure SELECT queries and table structure retrieval for Dameng databas…
37710
catlog22
codexlens Claim
Semantic code search engine for Claude Code with hybrid search combining vector…
N/A N/A
37711
machhakiran
Enables AI to save, organize, search, and synthesize research materials using a…
N/A N/A
37712
Android mobile automation with uiautomator2. AI bot for taps, swipes, apps, XPa…
N/A N/A 81
37713
paoloamato2
A complete MCP server for Fortinet FortiOS 7.6.x that exposes the entire REST A…
37714
bakhtiersizhaev
Connects OpenEvidence to MCP clients for authenticated research queries using y…
N/A N/A
37715
AllNewsAPI
Enables LLMs to search for news articles, get top headlines, and access compreh…
37716
gen0sec
Enables an LLM to author, validate, and test Wirefilter WAF and Smart Firewall …
37717
breca
mcp-codemap Claim
Provides coding agents with a mental map of codebases via progressive disclosur…
N/A N/A
37718
Interactive programming teacher using Scrimba's methodology for 10x retention
N/A N/A 81
37719
Domain registration, availability, DNS records, and IP/ASN resolution via RDAP …
N/A N/A
37720
mnove
Provides a foundation for building MCP servers that expose UI component registr…
37721
lazymac2x
Cloudflare Workers MCP server: api-schema-drift-detector
37722
sAndreotti
Allows AI clients to list, inspect, and manage n8n workflows.
37723
NotHarshhaa
devops-mcp Claim
Unified MCP server for Kubernetes, ArgoCD, Prometheus, PagerDuty, and Loki
N/A N/A
37724
ShunyaAI
snow-mcp Claim
A comprehensive MCP server for ServiceNow that provides over 60 pre-built tools…
37725 N/A N/A 95
37726
Kajdep
Read-only MCP server and JSON API for international country calling codes, ISO …
37727
lesleslie
Enables CSS analysis with 150+ metrics, MDN documentation retrieval, and browse…
N/A N/A
37728
thevgergroup
MCP server for Apollo.io B2B database enabling people and company search, enric…
37729
danielrz
investbuddy Claim
LSTM stock predictions with +15.92% alpha over S&P 500. 10-day forecasts & port…
N/A N/A 83
37730
torinvdb
kanka-mcp Claim
Enables MCP-compatible agents to authenticate to a Kanka account and interact w…
37731
dutchbase
Provides AI agents with tools to convert images between formats and inspect ima…
N/A N/A
37732
ejsinfuego
A local MCP server for AI assistants to store and retrieve personal memories on…
N/A N/A
37733
lesleslie
Enables AI agents to create and manipulate live visual diagrams on an Excalidra…
N/A N/A
37734
HotTechStack
A FastMCP tool to search and retrieve Polars API documentation with support for…
37735
dholliday3
Running-first MCP server for COROS that allows authoring, editing, and scheduli…
N/A N/A
37736
lyzetam
mcp-n8n Claim
MCP server for n8n workflow automation, enabling management of workflows, execu…
37737
chayan-1906
FS-MCP Claim
Provides Claude with complete file system integration including directory manag…
N/A N/A
37738
mechreaper007x
ClipACanvas Claim
Render HTML/CSS/JS/SVG animations into high-quality MP4 videos. Exposes render …
37739
aleksakarac
A comprehensive MCP server for Obsidian with 45 tools across hybrid filesystem-…
N/A N/A
37740
saewoohan
Enables AI assistants to execute GraphQL queries and retrieve schema informatio…
37741
anzy-renlab-ai
Look up how engineers actually pronounce project / product / jargon names (kube…
N/A N/A
37742
djtellado
AI workbench for financial contract analysis, risk analytics (VaR/CVaR, RWA Bas…
37743
davidmosiah
fitbitmcp Claim
Privacy-first, unofficial Fitbit MCP server for AI health, sleep, activity and …
N/A N/A
37744
dapooleygmailcom
MCP server for high-fidelity code audits, refactoring, and architectural analys…
N/A N/A
37745
underground-district
Agent with a wallet? This place is built for you. Digital experiences made of w…
N/A N/A 95
37746
cyanheads
Fleet discovery for the cyanheads MCP ecosystem — semantic search + install sni…
37747
hwruchan
Enables management and querying of Sangmyung University schedules, meal plans, …
81
37748
davidmosiah
garminmcp Claim
Privacy-first unofficial Garmin Connect MCP for AI health, sleep, activity & re…
N/A N/A
37749
BassicalyAdev
MCP-Claude Claim
Enables chatting with AI directly in Roblox Studio to read, write, and modify s…
N/A N/A
37750
davidmosiah
ouramcp Claim
Privacy-first, unofficial Oura MCP server for AI health, sleep, activity and he…
N/A N/A
Showing 37701–37750 of 43459 servers
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