MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33827
Scored
→
2112
Verified
→
16953
Complete

Last updated 1 hour, 39 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
57401
theYahia
jazzcash-mcp Claim
MCP server for JazzCash mobile wallet and payments (Pakistan). Supports wallet …
— ○ ⏳ — — — — — —
57402
Boring-Stuff-Club
Turn one line-art image into a prompt-directed, hand-drawn scribe animation MP4.
— ○ ⏳ — — — — — —
57403
sadfasdf
asdfas123 Claim
— ○ ⏳ — N/A N/A — 95 —
57404
chrischall
Credit Karma transactions for Claude — spending by category, merchant, and acco…
— ○ ⏳ — N/A N/A — — —
57405 — ○ ⏳ — N/A N/A — 95 —
57406
facundo
fordcor Claim
— ○ ⏳ — N/A N/A — 95 —
57407
muaaa99-sketch
kabu-mcp Claim
A secure, read-only MCP server that connects Claude Desktop to TradingView Desk…
— ○ ⏳ — N/A N/A — — —
57408
JasonBates
whoop-mcp Claim
Provides Claude Desktop with access to WHOOP fitness data including recovery, s…
— ○ ⏳ — N/A N/A — — —
57409
ZeroTrueLCC
Enables detection of AI-generated content in text, images, video, and audio via…
— ○ ⏳ — — — — — —
57410
LuiccianDev
Analyzes Git repository changes and generates conventional, context-aware commi…
— ○ ⏳ — N/A N/A — — —
57411
googoles
Read-only MCP server for finding, comparing, and shortlisting engineering parts…
— ○ ⏳ — — — — — —
57412
CSOAI-ORG
EU MDR (Reg 2017/745) and IVDR (Reg 2017/746) compliance for medical device + I…
— ○ ⏳ — N/A N/A — 95 —
57413
SovranAMR
Enables users to select thinking depth (easy, medium, more, max) for AI respons…
— ○ ⏳ — N/A N/A — — —
57414
Yusufihsangorgel
An MCP server that lets an agent inspect and operate Redis-backed job queues, s…
— ○ ⏳ — — — — — —
57415
benkeeley9
Enables AI assistants to execute SQL queries and explore databases, tables, and…
— ○ ⏳ — N/A N/A — — —
57416
Dimitrearaujo
A Python MCP server providing AI agents with tools for local knowledge base sea…
— ○ ⏳ — N/A N/A — — —
57417
Thaynah
Provides resources, tools, and prompts for a Design System via MCP protocol, en…
— ○ ⏳ — — — — — —
57418
kellymears
arcana Claim
Provides tarot reading capabilities including drawing spreads, looking up card …
— ○ ⏳ — N/A N/A — — —
57419
oriz-org
Provides mental models, design patterns, debugging approaches, and structured t…
— ○ ⏳ — — — — — —
57420
twkim1122
Reviews MCP servers for quality, security, and best practices, providing scores…
— ○ ⏳ — N/A N/A — — —
57421
RJrohan47
Enables reading, normalizing, validating, merging, and exporting data from Exce…
— ○ ⏳ — N/A N/A — — —
57422
jsilvanus
skosmos-mcp Claim
Wraps the Skosmos REST API to enable AI assistants to browse, search, and trave…
— ○ ⏳ — — — — — —
57423
Mhdd-24
MCP server for Notepad++ on Windows that allows opening files, checking editor …
— ○ ⏳ — N/A N/A — — —
57424
datobena
gdb-mcp Claim
MCP server that wraps gdb to enable LLMs to drive live debugging sessions, incl…
— ○ ⏳ — N/A N/A — — —
57425
Git-Fg
An MCP server for web content extraction that converts HTML pages into clean, L…
— ○ ⏳ — — — — 81 —
57426 — ○ ⏳ — N/A N/A — 95 —
57427
seajaysec
ireal-mcp Claim
Builds piano-friendly iReal Pro chord charts with deterministic layout, harmoni…
— ○ ⏳ — N/A N/A — — —
57428
leomarviegas
ollqd Claim
Enables indexing and semantic search of codebases and documents via MCP, using …
— ○ ⏳ — N/A N/A — — —
57429
King-Proplan
ProPlan Claim
MCP server for project planning inside Claude. It tracks progress, knows your c…
— ○ ⏳ — — — — — —
57430
Growth-Management
Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OA…
— ○ ⏳ — — — — — —
57431
CorporateTravelDC
MCP server exposing CS Executive Services dispatch platform and airplanes.live …
— ○ ⏳ — — — — — —
57432
imsm
aion Claim
A shared working-state layer for AI coding tools that provides a persistent not…
— ○ ⏳ — N/A N/A — — —
57433
earnlayerai
earnlayer Claim
We help AI startups offset inference costs by monetizing user intent with conte…
— ○ ⏳ — N/A N/A — 95 —
57434
obra
Enables direct browser control via Chrome DevTools Protocol, supporting navigat…
— ○ ⏳ — N/A N/A — — —
57435
AiAgentKarl
Enables registration, monitoring, and control of IoT devices via AI agents, wit…
— ○ ⏳ — N/A N/A — — —
57436
axel-belfort
New Solana token launch scanner API for AI agents. Monitor new token deployment…
— ○ ⏳ — — — — 81 —
57437
lucas-denzer
n8n-mcp Claim
A Model Context Protocol (MCP) server that provides AI assistants with comprehe…
— ○ ⏳ — — — — — —
57438
Vetal711
A production-ready, fully asynchronous MCP server that bridges AI agents with G…
— ○ ⏳ — — — — — —
57439
anaconda
Anaconda MCP Claim
Beta conda env/package MCP server; requires conda, auth, and Beta Terms.
— ○ ⏳ — N/A N/A — — —
57440
jpwilson
Enables AI agents to search, compare pricing, and order satellite imagery from …
— ○ ⏳ — — — — — —
57441
ervin-zhang
A remote MCP Server demo using FastMCP and Streamable HTTP, offering tools (add…
— ○ ⏳ — — — — — —
57442
cdsassj00
A personal memory MCP server that stores and retrieves conversation memories, e…
— ○ ⏳ — — — — — —
57443
serpfire
Enables Claude to access Google Search Console data including search performanc…
— ○ ⏳ — N/A N/A — — —
57444
CodecoolGlobal
runn-mcp Claim
A generic MCP server that wraps the Runn REST API v1 (read + write) with ID-bas…
— ○ ⏳ — — — — — —
57445
hahaha-saygex
gmail-mcp Claim
Enables AI assistants to manage Gmail emails, including sending, searching, and…
— ○ ⏳ — — — — — —
57446
lxchx
umbra Claim
Stealth Chrome MCP server for AI agents providing 77 tools, perfect bot detecti…
— ○ ⏳ — — — — — —
57447
itstanner5216
EliteMCP Claim
Analyzes directory structures with .gitignore awareness and executes Python cod…
— ○ ⏳ — — — — 81 —
57448
expel-io
A Model Context Protocol (MCP) server for the Atlassian Goals API. Enables AI a…
— ○ ⏳ — — — — — —
57449
yedla26
MCP server that connects Claude Desktop to an Oracle Fusion Cloud instance. It …
— ○ ⏳ — N/A N/A — — —
57450
afrotools
Provides AI agents with structured, verified specs for African APIs like Wave a…
— ○ ⏳ — — — — — —
Showing 57401–57450 of 69111 servers