MCP Server Quality Scores

Independent quality analysis of 69111 public MCP servers

69111
Discovered
→
33833
Scored
→
2112
Verified
→
16953
Complete

Last updated 26 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
56951
kumbuka-ai
Kumbuka Claim
Governed, auditable knowledge your team curates for its AI assistants, self-hos…
— ○ ⏳ — — — — — —
56952
MrRefactoring
MCP server for Atlassian Jira Data Center - search, view, and create issues
— ○ ⏳ — N/A N/A — — —
56953
elliot-evno
A basic MCP server built with FastMCP framework that provides example tools inc…
— ○ ⏳ — N/A N/A — 95 —
56954
fastmcp-me
An MCP server that enables users to interact with Apache Doris databases throug…
— ○ ⏳ — — — — — —
56955
jeanpetitY
A Model Context Protocol server for scholarly tools, enabling AI assistants to …
— ○ ⏳ — N/A N/A — — —
56956
bperezpereira
mcp Claim
Chilean DTE/SII invoicing — issue invoices, reconcile payments and manage clien…
— ○ ⏳ — — — — — —
56957
hycore220
K-Work Trust Claim
Korean business record validation and workflow safety gates for AI agents.
— ○ ⏳ — — — — — —
56958
Kalmantic
MCP server for achieving peak inference performance by detecting drift between …
— ○ ⏳ — N/A N/A — — —
56959
nikolay-grudanov
mcp-simple Claim
A simple MCP server in Python, configurable via environment variables and datab…
— ○ ⏳ — N/A N/A — — —
56960
1999AZZAR
Provides advanced Google Custom Search functionality, web content extraction, a…
— ○ ⏳ — — — — — —
56961
Zen4-bit
Proxima Claim
A local AI gateway that connects multiple AI providers (ChatGPT, Claude, Gemini…
— ○ ⏳ — N/A N/A — — —
56962
Read-only Playwright CI results for agents: new vs known failures, flaky tests,…
— ○ — N/A N/A — 69 —
56963
kinmeic
MCP server for creating, listing, updating, deleting memos, and managing attach…
— ○ ⏳ — N/A N/A — — —
56964
andrewlwn77
Provides access to Google Trends data including status, trending questions, and…
— ○ ⏳ — — — — 81 —
56965
slava0gpt
Менеджер AI-промптов с 24 MCP-инструментами. Поиск, создание, редактирование пр…
— ○ ⏳ — N/A N/A — 95 —
56966
SyDd0
A custom MCP server with 6 utility tools (file search, file reading, math calcu…
— ○ ⏳ — N/A N/A — — —
56967
neromtoobad
docpilot-mcp Claim
An MCP server that provides tools to fetch live, version-accurate documentation…
— ○ ⏳ — N/A N/A — — —
56968
Bikram2112
ClaimHit Claim
Find products & standards using a patent - verified targets for licensing or en…
— ○ ⏳ — — — — — —
56969 — ○ ⏳ — N/A N/A — 95 —
56970
conorbronsdon
Search the Podcast Index: podcasts, episodes, person appearances, trending, fee…
— ○ ⏳ — N/A N/A — — —
56971
simrelay
Enables AI agents to manage SimRelay SIMs: list, lock, release, read SMS histor…
— ○ ⏳ — N/A N/A — — —
56972
FortripEngineering
Enables LLMs to search and book flights across 300+ airlines, manage travel ord…
— ○ ⏳ — — — — 81 —
56973
danish-mar
juno-mcp Claim
Enables LLMs to interact with MGMU Juno ERP, providing tools to fetch student p…
— ○ ⏳ — — — — — —
56974
SLAtech-IL
mediora-mcp Claim
Doctor-reviewed blood-test markers, conditions & symptoms as agent tools. EN/RU…
— ○ ⏳ — — — — — —
56975
oilandgas
BasinVault Claim
BasinVault Sales MCP gives AI assistants accurate, up-to-date facts about Basin…
— ○ ⏳ — — — — 81 —
56976
miketwalker
TubePull Claim
Download YouTube videos as MP3/M4A/MP4 from any MCP-compatible AI assistant. Fr…
— ○ ⏳ — — — — — —
56977
DassianInc
dassian-adt Claim 1
MCP server for SAP ABAP development via the ADT API. Connect AI assistants to y…
— ○ ⏳ — — — — 95 —
56978
GordonHal
AI transaction coordinator + legal-matters platform for real estate and law fir…
— ○ ⏳ — — — — — —
56979
wisdomcrane
Enables AI assistants to create, read, search, and update notes on Tilnote, plu…
— ○ ⏳ — — — — — —
56980
mcp-server Claim 1
Sign AI output for EU AI Act + FRE 902 compliance, verify content authenticity …
— ○ — N/A N/A — 69 —
56981
ZepioCs
Gives AI agents full control over Discord server creation and configuration. Ex…
— ○ ⏳ — N/A N/A — — —
56982
somacoffeekyoto
imgx Claim
AI image generation and editing MCP server. Gemini + OpenAI, iterative editing,…
— ○ ⏳ — N/A N/A — 75 —
56983
fernando-menendez
Recao Claim
Rank a competitor's EU App Store ads by longevity. From Apple's official Ad Rep…
— ○ ⏳ — — — — — —
56984
junmt
Enables interaction with MetaTrader 5 for market data, technical analysis, Fibo…
— ○ ⏳ — — — — — —
56985
ZRZRING
A low-hallucination vision MCP server that uses OpenAI-compatible multimodal mo…
— ○ ⏳ — — — — — —
56986
1orZero
OpenAI-compatible MCP server for running image analysis tools against your own …
— ○ ⏳ — — — — — —
56987
apideck
Model Context Protocol server for the Apideck Unified API. Connect any MCP-comp…
— ○ ⏳ — — — — 81 —
56988
monostate
Helps corporate HR teams airdrop Solana tokens to employees with support for ro…
— ○ ⏳ — — — — 81 —
56989
wenhua6666668-oss
Execute supported agent tasks through verified providers with fallback and dura…
— ○ ⏳ — — — — — —
56990
memcell-ai
MemCell Claim
Shared, persistent memory for AI agents: recall before acting, report outcomes …
— ○ ⏳ — — — — — —
56991
MerchantFlow
MerchantFlow Claim
Read-only Shopify and WooCommerce profit analytics: P&L, COGS, product margins,…
— ○ ⏳ — — — — — —
56992
qalvinahmad
Enables publishing Android apps to Samsung Galaxy Store and Huawei AppGallery d…
— ○ ⏳ — — — — — —
56993
mhriemers
MCP server for accessing and managing Banktivity personal finance data, enablin…
— ○ ⏳ — N/A N/A — — —
56994
j2c214c
Millimeter-precision furniture & storage product data for AI agents. Search by …
— ○ ⏳ — — — — 81 —
56995
midplaneai
Midplane Claim
A gateway between AI agents and Postgres: table access, masking at the source, …
— ○ ⏳ — N/A N/A — — —
56996
dan-wkkx
marvenn-mcp Claim
Marvenn MCP Server AI-powered outbound marketing automation for agencies. Wha…
— ○ ⏳ — — — — 81 —
56997
Mindola-ai
lens Claim 1
Create your digital twin: a public page that answers from your own material, wi…
— ○ ⏳ — — — — 67 —
56998
DungbeetleTech
mcp Claim
Visual regression & snapshot testing for AI agents — list runs, read semantic d…
— ○ ⏳ — N/A N/A — — —
56999
Modulos
Book a Modulos demo. AI Governance Platform for EU AI Act, ISO 42001, NIST AI R…
— ○ ⏳ — — — — — —
57000
M0Rf30
Build native Linux packages (.deb/.rpm/.apk/.pkg.tar.zst) from a single PKGBUIL…
— ○ ⏳ — N/A N/A — — —
Showing 56951–57000 of 69111 servers