MCP Server Quality Scores

Independent quality analysis of 69448 public MCP servers

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69448
Discovered
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34112
Scored
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2112
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16953
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Last updated 44 minutes ago

Grade Distribution

Score Distribution

Newly Added

WhatsAble for WhatsApp Business F Stashhh F Chess Coach F Metodix — training log for coaches F LongSpan F

Biggest Gainers

Airport Pickups London +31 MacTech Federal Market +23 Data Center Index +12

Biggest Drops

Second Opinion -48 worldhums -48 Black Label Continuum Website MCP -48
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
35301
Advanced-Binary-Operations
QuReDec Claim
Evidence-backed decision briefs with citations — recommendation, confidence, ri…
 — ○ ⏳ — N/A N/A — 83 —
35302
lazymac2x
Cloudflare Workers MCP server: color-palette
 — ○ ⏳ — — — — — —
35303
webloom-agency
Find backlink opportunities, analyze competitors, discover similar domains with…
 — ○ ⏳ — — — — — —
35304
StoneSho
Enables AI to remotely control StarUML for generating UML diagrams (use case, c…
 — ○ ⏳ — N/A N/A — — —
35305
cppalliance
A local MCP server that gives an LLM agent read access to the WG21 (ISO C++) co…
 — ○ ⏳ — N/A N/A — — —
35306
DerechoVirtual
MCP server for vpbx.me virtual PBX, enabling assistants to access telephony fea…
 — ○ ⏳ — — — — — —
35307
jmac-o3
Enables interaction with Google Ads API through MCP, allowing search and listin…
 — ○ ⏳ — — — — — —
35308
dividduang
An MCP server that bridges AI assistants to real terminal sessions, enabling cr…
 — ○ ⏳ — N/A N/A — — —
35309
Chris-June
A sophisticated AI-powered server providing intelligent, context-aware conversa…
 — ○ ⏳ — — — — — —
35310
AG-Dynamics-GH
Preference-aware events discovery MCP server that aggregates events, restaurant…
 — ○ ⏳ — N/A N/A — — —
35311
choplin
jira-cli-mcp Claim
MCP server that wraps the jira-cli command-line tool to enable AI assistants to…
 — ○ ⏳ — N/A N/A — — —
35312
scottschram
Text-to-speech MCP server using the Kokoro-82M model accelerated with MLX on Ap…
 — ○ ⏳ — N/A N/A — — —
35313
rajat1994
An MCP server that turns any public GitHub repository into a PDF report contain…
 — ○ ⏳ — N/A N/A — — —
35314
ScrapperEthan
CodeGraph Claim
An MCP server that provides semantic code intelligence by pre-indexing codebase…
 — ○ ⏳ — N/A N/A — — —
35315
appalchapa
Exposes marketing catalogs (offers, assets, campaigns, and computed metrics) to…
 — ○ ⏳ — — — — — —
35316
puneetsharma2791
linear-mcp Claim
A read-only MCP server for Linear that enables listing teams, cycles, and issue…
 — ○ ⏳ — — — — — —
35317
Lingnik
Gives AI agents read and write access to Apple Reminders via iCloud CalDAV, syn…
 — ○ ⏳ — — — — — —
35318
ThePianistDirector
HumanOps Claim 1
MCP server for AI agents to dispatch real-world tasks to verified human operato…
 — ○ ⏳ — N/A N/A — 83 —
35319
RustamFaskhutdzinau
Provides read-only access to Google Ads account data including campaigns, ad gr…
 — ○ ⏳ — — — — — —
35320
PranayK07
Enables deterministic visual and structural analysis of PDF and DOCX documents,…
 — ○ ⏳ — N/A N/A — — —
35321
yaterf
Deploy a remote MCP server on Cloudflare Workers without authentication, enabli…
 — ○ ⏳ — — — — — —
35322
Anselmoo
An MCP server that performs comprehensive Python code analysis using Ruff, ty, …
 — ○ ⏳ — — — — — —
35323
unstoppabledomains
Domain search, registration, DNS, marketplace, and checkout with your AI agent.
 — ○ ⏳ — — — — — —
35324
vvzvlad
research-mcp Claim
A stateless MCP server that provides web search, single page reading, and batch…
 — ○ ⏳ — — — — — —
35325
sawyershoemaker
grubhub-mcp Claim
An MCP server for Grubhub that enables searching restaurants, browsing menus, b…
 — ○ ⏳ — — — — — —
35326
elliottlawson
mcp-sentry Claim
Enables AI assistants to retrieve and analyze Sentry issues, including error re…
 — ○ ⏳ — — — — — —
35327
timaw513-emergenit
Enables AI assistants to interact with Salesforce orgs through natural language…
 — ○ ⏳ — N/A N/A — — —
35328
AlvisoOculus
Equity comp tax/trade optimizer: ISO/AMT exercise, NSO, RSU, QSBS, concentratio…
 — ○ ⏳ — — — — — —
35329
Dhugster
A government-oriented MCP server implementing security controls for AegisReader…
 — ○ ⏳ — N/A N/A — 95 —
35330
SPIRY-RO
slush-meme-mcp Claim 1
AI-native meme coin launchpad on Avalanche. Deploy tokens, simulate trades, que…
 — ○ ⏳ — N/A N/A — 75 —
35331
offdutysorcerer-code
ProjectsMCP Claim
A plugin-based MCP platform providing tools for project file management, Git op…
 — ○ ⏳ — N/A N/A — — —
35332
h4ndzdatm0ld
otg-mcp Claim
Enables interaction with Open Traffic Generators (OTG) through a standardized A…
 — ○ ⏳ — — — — — —
35333
captenmasin
MCP server for Laravel Cloud to manage projects, environments, deployments, and…
 — ○ ⏳ — — — — — —
35334
dkvdm
An MCP server that enables secure credential retrieval from 1Password to be use…
 — ○ ⏳ — N/A N/A — 95 —
35335
CSOAI-ORG
music-production-ai-mcp MCP server by MEOK AI Labs
 — ○ ⏳ — N/A N/A — 95 —
35336
SharkyND
An MCP server for integrating with Atlassian products including Confluence, Jir…
 — ○ ⏳ — N/A N/A — — —
35337
chrisryugj
MCP server that enables searching Korean patents, trademarks, and designs via K…
 — ○ ⏳ — — — — — —
35338
pickstar-2002
Enables comprehensive video file analysis including extracting metadata, stream…
 — ○ ⏳ — N/A N/A — 95 —
35339
WispAyr
NetOps Claim
A comprehensive network management platform for tracking devices, sites, and to…
 — ○ ⏳ — — — — 81 —
35340
jameselkins
artemis-mcp Claim
Enables interaction with the Artemis API to retrieve crypto token metrics and g…
 — ○ ⏳ — N/A N/A — — —
35341
olavocarvalho
Enables AI agents to read, edit, execute cells, and capture outputs from Jupyte…
 — ○ ⏳ — N/A N/A — — —
35342
philglazer
Enables searching and discovering machine learning papers, state-of-the-art ben…
 — ○ ⏳ — — — — 81 —
35343
jowharshamshiri
InSite Claim
A comprehensive browser automation MCP server using Playwright, offering 50+ to…
 — ○ ⏳ — N/A N/A — — —
35344
bracesproul
Template for serving FastMCP servers over Streamable HTTP within a LangGraph Se…
 — ○ ⏳ — — — — — —
35345
huangmiuXyz
A TypeScript-based Model Context Protocol server that integrates with Volcengin…
 — ○ ⏳ — — — — 81 —
35346
junter1989k-ai
Global shipping labels for AI agents via AfterShip with your own carrier accoun…
 — ○ ⏳ — — — — — —
35347
Hackerobi
Turn Claude Desktop into a network security analyst. A comprehensive MCP server…
 — ○ ⏳ — N/A N/A — — —
35348
github-2k6b
Community MCP server for Airtable that provides **30 tools** for managing Airt…
 — ○ ⏳ — N/A N/A — 95 —
35349
benoitvx
DVF Paris Claim
An MCP app that displays interactive Paris real estate price statistics per arr…
 — ○ ⏳ — — — — — —
35350
ndnfl
qbo-mcp Claim
MCP server for editing QuickBooks Online transactions via natural language or C…
 — ○ ⏳ — N/A N/A — — —
Showing 35301–35350 of 69448 servers
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