MCP Server Quality Scores

Independent quality analysis of 54421 public MCP servers

54421
Discovered
29776
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
53951
Severin2k
Blumen Komander München - Erster Florist mit MCP. Suchen, prüfen, bestellen. Li…
53952
t09tanaka
Provides VOICEVOX text-to-speech as an MCP tool. Requires a running VOICEVOX en…
N/A N/A
53953
Jensimogit
mcp-recall Claim
A self-hosted MCP memory server that gives AI assistants persistent, semantic m…
53954
us-all
Android MCP — 76 ADB-based tools for device, apps, UI, logcat, emulator, files,…
N/A N/A
53955
snowykte0426
datagsm-mcp Claim
Enables Claude to query DataGSM's student, club, meal, and schedule data, as we…
53956
j-east
AI image and video generation, editing, and transplant-grade region repair. Mul…
N/A N/A
53957
bsozen-4wm5
HashLock OTC Claim
Institutional-grade OTC crypto trading with HTLC atomic settlement on Ethereum,…
81
53958
louiscklaw
hko-mcp Claim
MCP server with basic demonstration of getting weather from Hong Kong Observato…
N/A N/A 95
53959
Axiomatic-AI
MCP server enabling AI assistants to access the Axiomatic_AI Platform for scien…
53960
social
An authoritative AEO (answer-engine-optimization) reference corpus on saving fa…
81
53961
xiaobenyang-com
Generate cryptographically secure integers, floats, bytes, UUIDs, strings, bool…
N/A N/A 95
53962
HimanshuSharmaKUL
mcp-spotify Claim
Enables AI agents to create, manage, and populate Spotify playlists using the S…
53963
amp-rh
A production-ready FastMCP server template with modular architecture for buildi…
81
53964
MCP-Mirror
MCPDocSearch Claim
Crawls documentation websites and provides semantic search capabilities over th…
N/A N/A 95
53965
mapleleavessssssss-wq
vivado-mcp Claim
A minimal MCP server that provides 25 tools and 5 hooks to control Xilinx Vivad…
N/A N/A
53966
bakissation
Gives MCP clients access to Google Workspace (Gmail, Drive, Calendar, Sheets, D…
N/A N/A
53967
keboola
interact with Keboola Connection Data Platform. This server provides tools for …
N/A N/A 95
53968
udjin-labs
mnemostack Claim
Durable hybrid memory for AI agents. Combines vector search, BM25, temporal ret…
N/A N/A 95
53969
mickey-mikey
Enables AI agents to search AustLII (Australian Legal Information Institute) fo…
81
53970
lianekai
Provides table structure browsing and read-only query capabilities for DM8 data…
N/A N/A
53971
lazymac2x
Cloudflare Workers MCP server: api-payload-auditor
53972
aniongithub
Manage dev container environments via MCP (Docker, DevPod, Codespaces).
N/A N/A
53973
yhgun31
erpdevdb Claim
N/A N/A 95
53974
Cronus87
An enterprise-grade management tool that enables Claude Code to securely intera…
81
53975
CSOAI-ORG
MEOK AI Labs - ai-reflection MCP server extracted from SOV3
N/A N/A
53976
foxtrottwist
Connects LLMs to your macOS Shortcuts library, enabling interactive workflows, …
N/A N/A
53977
CSOAI-ORG
social-media-ai-mcp MCP server by MEOK AI Labs
N/A N/A
53978
Bluente
BluTranslate Claim
N/A N/A 95
53979
bradenpan
Enables comprehensive management of Google Ads accounts by allowing users to cr…
81
53980
pierre-landoin
Icypeas Claim
Icypeas is a suite of APIs designed to programmatically source, verify, and enr…
81
53981
hckhanh
Gitlab Utils Claim
Extend your GitLab workflows with additional utilities to enhance productivity …
N/A N/A 95
53982
kineticadb
Exposes tools and resources for interacting with Kinetica's database, SQL-GPT c…
53983
F43nris
An MCP server for searching Sparkasse bank branches and ATMs by location, with …
N/A N/A
53984
fildb
Enables AI agents to discover, purchase, and query blockchain-based datasets us…
81
53985
binsarjr
A specialized MCP server for Svelte 5 frontend development, providing curated k…
N/A N/A
53986
mimerlxd
Enables semantic search and management of development knowledge including globa…
81
53987
dmarsters
Generates formal string diagram visualizations of Lushy brick compositions, ena…
N/A N/A
53988
jessicayanwang
Fetch latest and historical currency exchange rates from Frankfurter. Convert a…
N/A N/A 95
53989
MCP-Mirror
bonk-mcp Claim
Enables interaction with the LetsBonk launchpad on Solana blockchain to launch …
81
53990
dania
Social media automation with AI. Publish, schedule, manage campaigns, DMs, anal…
81
53991
glauberfrancodesign
FrancoLabs Claim
UX research platform: manage studies, browse templates, read responses and anal…
53992
caleb-overbay4
Enables AI-driven interaction with Twilio call services, including initiating o…
53993
bollam1818
A demonstration MCP server that provides calculator tools for arithmetic operat…
N/A N/A 95
53994
geraservicesuk
GeraWitness MCP (placeholder) — human-in-the-loop safety layer for AI agents. L…
N/A N/A 95
53995
leon4652
A boilerplate project for quickly developing Model Context Protocol (MCP) serve…
N/A N/A
53996
kinzen
linewhiz Claim
AI-powered MCP server for managing LINE Official Accounts. Send broadcasts, pus…
81
53997
capyBearista
Stateless MCP server that proxies research queries to Gemini CLI, reducing agen…
N/A N/A 75
53998
jonathanposovatz
MCP Server for the Meta Marketing API. Gives Claude Desktop direct access to yo…
N/A N/A
53999
megaacheyounes
Brings HarmonyOS and OpenHarmony English documentation to AI assistants for ins…
54000
ben-2wnm
AI memory layer for fractional CMOs managing multiple clients. Each client gets…
N/A N/A 95
Showing 53951–54000 of 54421 servers