MCP Server Quality Scores

Independent quality analysis of 66484 public MCP servers

66484
Discovered
31813
Scored
2112
Verified
16953
Complete

Last updated 3 hours, 45 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
59401
PizzaYx
A Model Context Protocol server for Dify that provides culture-related services…
N/A N/A 95
59402
rashmi-star
Enables playing and controlling full music tracks from Audius with an inline vi…
N/A N/A
59403
gaon12
Comprehensive MCP server for travel information, offering real-time exchange ra…
59404
atfinke
Fandango MCP Claim
Unofficial, read-only MCP server for Fandango showtimes and seat availability, …
59405
micah-nettey
Inspect and manage Verlon AI gates, logs, recommendations, and experiments from…
N/A N/A 83
59406
cuber-it
Playwright browser automation tools for MCP enabling navigation, interaction, c…
N/A N/A 95
59407
NoBanks
sendbird-mcp Claim
MCP server for Sendbird chat infrastructure, enabling AI agents to provision us…
59408
danielsimonjr
Enables interaction with Substack publications through natural conversation, al…
81
59409 N/A N/A 95
59410
joaopedro17
qa-mcp Claim 1
An MCP server that enables Claude to create and manage TestRail test cases dire…
81
59411
chrischall
MuseScore for Claude — search sheet music and read score metadata via your sign…
N/A N/A
59412
berkayildi
A local MCP server that parses Terraform .tfstate files and lets AI agents audi…
N/A N/A
59413
candrle20
Enables semantic code search across codebases using AI embeddings and vector si…
N/A N/A
59414
SyneHQ
Enables LLMs to interact with DuckDB databases through MCP tools for SQL querie…
N/A N/A
59415
falcoschaefer99-eng
muse-brain Claim
Relational memory substrate for AI agents with MCP tools, identity continuity, …
N/A N/A
59416
runapi-ai
MCP server for Veo 3.1 video generation models, enabling task creation (extend,…
59417
Wellix260
A single Python package that bundles 18 plug-and-play MCP servers for Claude, a…
59418
Sage-Bionetworks
synapse-mcp Claim
A Model Context Protocol (MCP) server that enables AI agent access to Synapse e…
59419
CSOAI-ORG
CPA Concrete Pumping Group standards, pump operator certification, BS EN 12001 …
N/A N/A 81
59420
xcreener
XCREENER Claim
Local stdio MCP bridge for XCREENER's XQL screener API — validate, explain, and…
N/A N/A
59421
thomas-servais
Enables searching for French companies using the official data.gouv.fr API, wit…
59422
eidostein
@segnals/mcp Claim
Enables AI agents to manage Segnals trading bots, strategies, PnL, and the stra…
59423
tax-sales Claim 1
US tax sale dates & rules: 51 states, ~3,140 counties. Every record cites its o…
N/A N/A 81
59424
juansebashr
Enables AI assistants to query and manage personal finance data through the uno…
81
59425
Falcon305
Nightman Claim
MCP server for hunting bugs in Python functions via adversarial input generatio…
N/A N/A
59426
PassionZale
Automates routine DevOps tasks like Jenkins builds and GitLab merge requests th…
59427
ExpertVagabond
hedera-mcp Claim
Build-only Hedera (Hashgraph) MCP — 73 tools across all core services plus anal…
N/A N/A
59428
ericp
A production-minded Agentic RAG backend for informational guidance about Swiss …
N/A N/A
59429
aaravjain151
mcp-dlp Claim
A data-loss-prevention (DLP) layer for AI agents that intercepts document reads…
N/A N/A
59430
konstruktoid
prescryb Claim
A remediation orchestrator exposed as an MCP server that provides primitives fo…
59431
KehengZhu
SWMF MCP Server enables AI agents to work with the Space Weather Modeling Frame…
N/A N/A
59432
Danielbluz
MCP server for TeamDesk databases, enabling CRUD operations, search, and docume…
59433
zcsabbagh
A spaced repetition flashcard MCP server using the FSRS-5 algorithm that provid…
N/A N/A
59434
kientv
gsheetmcp Claim
MCP server to read public Google Sheets data via gviz endpoint, no authenticati…
59435
fifeek0
Converts Markdown files to print-ready PDF and Word DOCX with professional styl…
N/A N/A
59436
matthewlboyd
Connects Claude to your Freshservice ITSM instance, enabling management of tick…
59437
achenglike
Enables clipping web pages to Markdown with local images, supporting CSS select…
59438
agustincf
arcade1v1 Claim
Play 1v1 arcade games vs AI agents & humans, ranked by ELO. Replay-verified, on…
N/A N/A
59439
RustamFaskhutdzinau
Provides read-only access to Google Ads account data including campaigns, ad gr…
59440
ladyiceberg
Audits your Claude Code memory store with 4-dimension quality scoring and actio…
N/A N/A
59441
hahongchul
mcp-server Claim
Perform fast arithmetic for sums, differences, products, and quotients. Save ti…
N/A N/A 95
59442
cascodigital
Enables LLM clients to read and search your own WhatsApp messages stored in a l…
59443
eukos
mcp-sequel Claim
MCP server for Claude that connects to MySQL, MariaDB, and SQLite databases. Qu…
59444
GT-dinuo
Server ops MCP: logs, monitoring, code edit, Nginx & certs. Local + SSH, confir…
N/A N/A
59445
CNSLabs
MCP server for defining, validating, deploying, and operating Shodai machine-re…
59446
context-engineering
sutra Claim
N/A N/A 95
59447
harnyk
Enables AI agents to send notifications and media (text, photos, documents, vid…
59448
CommanderTvis
weight-mcp Claim
A personal calorie and protein counter MCP server for use inside claude.ai, ena…
59449
duriantaco
sshrew Claim
Enables Claude to read files and run allowlisted commands on any Linux machine …
59450
EviterLesRoses2
cc98-mcp Claim
cc98-mcp enables AI assistants to search, read, and aggregate posts from the Zh…
N/A N/A
Showing 59401–59450 of 66484 servers