MCP Server Quality Scores

Independent quality analysis of 69224 public MCP servers

69224
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
48701
og-mcp
ado-mcp Claim
Enables AI assistants to interact with Azure DevOps, providing tools for managi…
— ○ ⏳ — — — — — —
48702
mattlgroff
Single-file HTTP MCP server for Petfinder's API to find adoptable pets and anim…
— ○ ⏳ — — — — — —
48703
AiAgentKarl
Slack for AI agents — rooms, messaging and context sharing for multi-agent coll…
— ○ ⏳ — — — — — —
48704
c0x12c
@uselink/mcp Claim
MCP server to publish HTML/Markdown docs, upload assets, and reply to stakehold…
— ○ ⏳ — — — — — —
48705
hnizdiljan
Integrates with EasyProject API to manage projects, tasks, users, time tracking…
— ○ ⏳ — — — — — —
48706
VISystems
Provides production-grade starter templates for MCP servers with permission bou…
— ○ ⏳ — N/A N/A — — —
48707
ashwnn
edge-soc-mcp Claim
A Cloudflare Workers MCP server that puts a SOC analyst's enrichment, investiga…
— ○ ⏳ — — — — — —
48708
gesslar
Enables AI assistants to understand and query LPC codebases through natural lan…
— ○ ⏳ — N/A N/A — — —
48709
kctw-dev
Enables AI agents to directly control Figma Desktop via MCP, supporting UI crea…
— ○ ⏳ — N/A N/A — — —
48710
irohan0
A comprehensive quantitative finance MCP server providing live financial analys…
— ○ ⏳ — N/A N/A — — —
48711
zekebuilds-lab
captcha-mcp Claim
L402 Lightning paywall + Hashcash proof-of-work gate for MCP tool calls. Free t…
— ○ ⏳ — N/A N/A — — —
48712
jonastbrg
A local-first database and assistant layer for organizing, analyzing, and retri…
— ○ ⏳ — N/A N/A — — —
48713
HeyZod
fylings Claim
Search, verify & screen 1M+ African companies + their government contracts acro…
— ○ ⏳ — — — — — —
48714
heybearc
A Model Context Protocol (MCP) server for Proxmox Virtual Environment that enab…
— ○ ⏳ — N/A N/A — — —
48715
VeldinS
Enables AI agents to scan any website for agent-readiness and generate the nece…
— ○ ⏳ — — — — — —
48716
sandraschi
inkscape-mcp Claim
Enables AI agents to control Inkscape for vector graphics editing via MCP tools.
— ○ ⏳ — N/A N/A — — —
48717
i1ight
rag-paper Claim
A local-first paper RAG server that enables searching and managing academic PDF…
— ○ ⏳ — N/A N/A — — —
48718
marius-cetanas
An MCP server for Apple Mail that enables Claude to read, search, manage, and c…
— ○ ⏳ — N/A N/A — — —
48719
AviHack
A self-hosted MCP server that proxies MCP clients to Power BI, using your own E…
— ○ ⏳ — — — — — —
48720
cochbert
smart Claim
— ○ ⏳ — N/A N/A — 95 —
48721
loickaczmarek
mcp-weather Claim
Enables to interact with comprehensive weather data through the MCP protocol, i…
— ○ ⏳ — — — — — —
48722
chair15
A comprehensive MCP server that enables AI assistants to control music playback…
— ○ ⏳ — — — — — —
48723
pvoo
Enables LLMs to explore BigQuery datasets and tables, run safe read-only querie…
— ○ ⏳ — — — — — —
48724
di-omics
plr-mcp Claim
A Model Context Protocol server for PyLabRobot that exposes liquid handler, pla…
— ○ ⏳ — N/A N/A — — —
48725
danilop
Enables semantic search across all Kiro conversations (CLI and IDE), allowing t…
— ○ ⏳ — N/A N/A — — —
48726
iancollins27
mailsnail Claim
An open-source MCP server for sending physical mail (letters, postcards, certif…
— ○ ⏳ — — — — — —
48727
jfjensen
Provides persistent browser tabs with tools to read, click, type, and interact …
— ○ ⏳ — N/A N/A — — —
48728
drboden
Enables updating existing Google Drive files in place via Claude, preserving fi…
— ○ ⏳ — — — — — —
48729
BingZi-233
ssh-mcp Claim
An MCP server enabling Claude to execute commands on multiple remote servers vi…
— ○ ⏳ — — — — — —
48730
fkesheh
Manages a Neo4j knowledge graph of reusable Python functions, documentation, an…
— ○ ⏳ — N/A N/A — — —
48731
universal-mcp
Provides a standardized interface for interacting with Notion's tools and servi…
— ○ ⏳ — — — — — —
48732
ohrytskov
Read-only Stripe finance, ops, and risk reporting exposed via MCP, HTTP API, an…
— ○ ⏳ — N/A N/A — — —
48733
danielJL-altius
Enables shopping at Tiv Taam grocery store through Claude, including recipe par…
— ○ ⏳ — N/A N/A — — —
48734
vishnu27597
Automates GSTR-1 filing through Sandbox.co APIs, enabling seamless integration …
— ○ ⏳ — — — — — —
48735
argotdev
mcp-o11y Claim
An MCP server that demonstrates comprehensive observability with Sentry, OpenTe…
— ○ ⏳ — — — — — —
48736
piephai
A Model Context Protocol server for image optimization with advanced transforma…
— ○ ⏳ — N/A N/A — — —
48737
Xenodocs
Fetches up-to-date, version-specific documentation and code examples for any li…
— ○ ⏳ — — — — — —
48738
neco001
Provides advanced geospatial analytics for OpenStreetMap, including neighborhoo…
— ○ ⏳ — — — — — —
48739
Talap-creator
Real-time Claude.ai subscription awareness for AI coding assistants. Surfaces l…
— ○ ⏳ — N/A N/A — — —
48740
lcaliani
graylog-mcp Claim
Enables querying Graylog log management system for messages using natural langu…
— ○ ⏳ — — — — — —
48741
atillab1
embedded-mcp Claim
Lets AI assistants read, command, and debug microcontrollers over a serial conn…
— ○ ⏳ — N/A N/A — — —
48742
rschalkrce
Enables LLMs to query the RCE Cultural Heritage SPARQL endpoint using ontology …
— ○ ⏳ — — — — — —
48743
fpytloun
mnemory Claim
Self-hosted MCP server giving AI agents persistent memory for personalization a…
— ○ ⏳ — — — — — —
48744
luke-nielsen
Captures DNS queries leaving your Mac and serves them to Claude via MCP for tra…
— ○ ⏳ — N/A N/A — — —
48745
waabox
llm-backlog Claim
MCP server for managing a project backlog as Markdown files in Git, enabling AI…
— ○ ⏳ — N/A N/A — — —
48746
Starlight143
An MCP server that enforces runtime authorization for tool calls using Stage0 p…
— ○ ⏳ — — — — — —
48747
schwarztim
Provides access to Shodan's IoT search engine API for device search, host intel…
— ○ ⏳ — N/A N/A — — —
48748
KlrCe
Enables interaction with Brazil's Electronic Judicial Process (PJe) system to s…
— ○ ⏳ — N/A N/A — 95 —
48749
abhishekY495
Deploys a remote MCP server on Cloudflare Workers without authentication, enabl…
— ○ ⏳ — — — — — —
48750
iamdylanngo
Connects MCP-compatible clients like Claude to a MySQL database, enabling schem…
— ○ ⏳ — N/A N/A — — —
Showing 48701–48750 of 69224 servers
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