MCP Server Quality Scores

Independent quality analysis of 69093 public MCP servers

69093
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
58851
JUNKDOGE-JOE
ae-mcp Claim
Enables MCP clients to drive Adobe After Effects via a Python server and CEP pa…
— ○ ⏳ — N/A N/A — — —
58852
335
Scouter MCP Claim
Query Scouter APM (objects, counters, XLog transactions) over stdio via a Scout…
— ○ ⏳ — N/A N/A — — —
58853
mnemosics
Save AI conversations into your Worldku memory and recall them from any MCP cli…
— ○ ⏳ — — — — — —
58854
FormatixAI
mcp-server Claim
Branded talent docs: assessment reports, profiles, shortlists & proposals in DO…
— ○ ⏳ — N/A N/A — — —
58855
esoiman
bizgpt Claim
— ○ ⏳ — N/A N/A — 95 —
58856
IanGuiloff
LeyChile MCP Claim
MCP server that connects AI to the Chilean legislation system (Ley Chile) for r…
— ○ ⏳ — — — — — —
58857
rkpraveendev
A personal AI assistant that connects git history, Gmail, Google Calendar, and …
— ○ ⏳ — N/A N/A — — —
58858
yama662607
inbox-mcp Claim
A privacy-first MCP server for inbox triage, enabling masked email reading, cal…
— ○ ⏳ — N/A N/A — — —
58859
dorukardahan
Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoin…
— ○ ⏳ — N/A N/A — 95 —
58860
Juanfi-ai
MCP server that gives Claude access to real-time Garmin Connect and Strava data…
— ○ ⏳ — — — — — —
58861
JuJu78
Self-hosted MCP server that exposes Google Search Console tools (list sites, qu…
— ○ ⏳ — N/A N/A — 95 —
58862
Yurich-ru
mcp-sessions Claim
Search and browse Claude Code conversation history across all your projects.
— ○ ⏳ — N/A N/A — — —
58863
ViperJuice
mcp-gateway Claim
Meta-server that reduces Claude Code tool bloat via progressive disclosure, aut…
— ○ ⏳ — N/A N/A — 95 —
58864
wundervault
Zero-knowledge secret vault for AI agents: use API keys, passwords, and SSH key…
— ○ ⏳ — — — — — —
58865
suddh123
Programmatic Tableau workbook (.twb/.twbx) generation. 47 MCP tools for charts,…
— ○ ⏳ — — — — 81 —
58866
basit-devBE
Exposes your local machine's filesystem, git, shell, network, databases, and sy…
— ○ ⏳ — N/A N/A — — —
58867
pmkasion
sssasd123 Claim
— ○ ⏳ — N/A N/A — 95 —
58868
cyanheads
Decodes, searches, validates, and crosswalks US medical codes (ICD-10-CM, ICD-1…
— ○ ⏳ — — — — — —
58869
privateyou.app
n4u Claim
— ○ ⏳ — N/A N/A — 95 —
58870
CSOAI-ORG
qr-code-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
58871
qqoqto
Enables AI assistants to query flight routes, real-time flight tracking, weathe…
— ○ ⏳ — — — — — —
58872
pymupdf
MCP server for exporting PDF to markdown, optimized for LLM consumption.
— ○ ⏳ — N/A N/A — — —
58873
slothflowlabs
Duckle ships its own Model Context Protocol server, so Claude can browse the fu…
— ○ ⏳ — N/A N/A — — —
58874
BACH-AI-Tools
Provides tools to scrape, extract structured data, and crawl webpages, with acc…
— ○ ⏳ — — — — 81 —
58875
CodedVibesX
MCP server that verifies restaurant booking outcomes by reconciling API claims …
— ○ ⏳ — N/A N/A — — —
58876
taejin5314
ikea-mcp Claim
Read-only MCP server for IKEA product search and in-store stock lookup.
— ○ ⏳ — — — — — —
58877
CSOAI-ORG
pdf-tools-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
58878
jrierapeiro
Enables fetching real-time financial market data, including price, key metrics,…
— ○ ⏳ — — — — — —
58879
purpleslurple
Enables natural language access to Microsoft OneNote notebooks, sections, and p…
— ○ ⏳ — N/A N/A — — —
58880
bioanywhere
Enables AI assistants to interact with GitLab projects through natural language…
— ○ ⏳ — — — — 81 —
58881
fritzprix
fred-mcp Claim
Enables users to search, retrieve, and explore economic data series from the Fe…
— ○ ⏳ — N/A N/A — — —
58882
OSU-NLP-Group
ChemMCP Claim
ChemMCP is an easy-to-use and extensible chemistry toolkit for LLMs and AI assi…
— ○ ⏳ — — — — — —
58883
parajuliminiyan
An AI-powered QA automation tool that crawls web pages, generates Playwright-ba…
— ○ ⏳ — N/A N/A — — —
58884
devRonPark
Translates Korean KakaoTalk messages to natural Japanese with pronunciation and…
— ○ ⏳ — — — — — —
58885
UPDerechoIA
up-law-mcp Claim
A template for building legal MCP servers that enforces source citation to redu…
— ○ ⏳ — N/A N/A — — —
58886
AiAgentKarl
Enables searching the NIST NVD for CVEs, retrieving full CVE details, checking …
— ○ ⏳ — — — — — —
58887
TeleAI-UAGI
telemem Claim
Long-term and multimodal memory for AI agents - character-aware, mem0-compatibl…
— ○ ⏳ — N/A N/A — — —
58888
togethercomputer
Generate images seamlessly using the Together AI Flux Schnell image API. Enhanc…
— ○ ⏳ — N/A N/A — 95 —
58889
ldastey-dev
Enables interaction with Devin's API across all versions (v1, v2, v3beta1) with…
— ○ ⏳ — — — — 81 —
58890
mohamedyameen
Deploy web apps with sign-in, per-user storage, realtime and AI built in.
— ○ ⏳ — — — — — —
58891
embracingearth-space
Free public tax MCP: GST/VAT, income, company & capital-gains tax for 50+ count…
— ○ ⏳ — — — — — —
58892
davidmosiah
UAP Pulse Claim
Search and map declassified Pentagon UAP/UFO files from the PURSUE release.
— ○ ⏳ — N/A N/A — — —
58893
jsynowiec
airly Claim
Enables natural language interaction with air quality data from Airly, includin…
— ○ ⏳ — — — — — —
58894
pipeworx-io
Unpaywall Claim
Unpaywall MCP — open-access lookup for scholarly papers (free, no key)
— ○ ⏳ — — — — — —
58895
HansF
irail-mcp Claim
Provides Belgian railway travel information via the iRail API, including statio…
— ○ ⏳ — — — — — —
58896
moisescabello
An unofficial MCP server that enables adding content to daily notes, creating n…
— ○ ⏳ — N/A N/A — — —
58897
SMABoundless
Enables searching and retrieving scholarly works, authors, institutions, and ci…
— ○ ⏳ — N/A N/A — — —
58898 — ○ ⏳ — N/A N/A — 95 —
58899
FuturPanda
Laguarde Claim
Self-hostable policy control plane for AI coding agents.
— ○ ⏳ — N/A N/A — — —
58900
jaejin0me
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
— ○ ⏳ — N/A N/A — 95 —
Showing 58851–58900 of 69093 servers