MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 5 hours, 40 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
61701
ghostrouter
Ghostrouter Claim
Search the live web to retrieve up-to-date information and bypass knowledge cut…
— ○ ⏳ — — — — 81 —
61702
chainstacklabs
Chainstack Claim
Deploy and manage blockchain nodes across 70+ protocols, search docs, request t…
— ○ ⏳ — — — — — —
61703
NOVA-3951
Supermemory Claim
A recreation of the Supermemory MCP with all features of the Supermemory API
— ○ ⏳ — N/A N/A — 95 —
61704
kubachour
MCP server for mobile growth & user acquisition, connecting LLMs to a curated k…
— ○ ⏳ — N/A N/A — — —
61705
ethereumfollowprotocol
Provides read-only access to Google Drive meeting transcripts and Google Calend…
— ○ ⏳ — N/A N/A — — —
61706
samson-ailabs
Klarova Claim
A governed context layer for internal data exposed over MCP, enabling agents to…
— ○ ⏳ — — — — — —
61707
easy1staking-com
An MCP server that provides AI assistants with searchable access to Cardano eco…
— ○ ⏳ — — — — — —
61708
ss26367098
RawTrace MCP Claim
Records raw DOM mutations and network events during AI agent browser interactio…
— ○ ⏳ — — — — — —
61709
gabcoyne
An MCP server that converts Apache Airflow DAGs into Prefect flows. It provides…
— ○ ⏳ — N/A N/A — — —
61710
lumiastream
An MCP server for Lumia Stream that lets AI assistants trigger commands, set li…
— ○ ⏳ — N/A N/A — — —
61711
Aamish-001
Astro Agent Claim
Provides live astronomical telemetry and space data, including ISS tracking, NA…
— ○ ⏳ — — — — — —
61712
pravin-khandke
A production-ready MCP server that authenticates agents via OAuth 2.1 Bearer to…
— ○ ⏳ — — — — — —
61713
etherwindy
Bangumi MCP Claim
Enables searching and retrieving information about anime, manga, and related co…
— ○ ⏳ — — — — — —
61714
SomexAI-Applications-Group
marboba-mcp Claim
MarBoba IDP catalog as MCP tools: projects, APIs, runbooks, on-call, SLOs. Brin…
— ○ ⏳ — N/A N/A — — —
61715
vinades
mcp-dauthau Claim
Connects AI tools to Vietnamese bid (đấu thầu) lookup service DauThau via MCP, …
— ○ ⏳ — — — — — —
61716
ArnoLegi
MCP INPI Claim
Enables querying French business registers (RNE, BODACC) and trademarks via INP…
— ○ ⏳ — — — — — —
61717
Saurabhsing21
DeepMap MCP Claim
Enables LLMs to directly access and analyze cancer dependency data from the Dep…
— ○ ⏳ — N/A N/A — — —
61718
ilhankilic
AI-powered spatial intelligence for landscape restoration, enabling queries on …
— ○ ⏳ — — — — — —
61719
xiachenggang
Provides AI knowledge base query service for Cocos Creator 3.8.8 + exia-framewo…
— ○ ⏳ — N/A N/A — — —
61720
one710
ComputerMate Claim
Enables AI to control a computer through mouse, keyboard, and screen capture to…
— ○ ⏳ — N/A N/A — — —
61721
somethingforheheda
MCP server for macOS desktop automation enabling screenshot, click, type, scrol…
— ○ ⏳ — N/A N/A — — —
61722
LogicRoomX
Real-time crypto spread, funding rates, and cash & carry yields across Binance …
— ○ ⏳ — — — — 81 —
61723
intlpullhq
intlpull Claim
AI-powered i18n platform with 50+ tools for translations, OTA releases, and mor…
— ○ ⏳ — N/A N/A — 95 —
61724
asm-hangang
MCP server for indexing source code from repositories into a Neo4j graph databa…
— ○ ⏳ — — — — — —
61725
codly.fun
test Claim
— ○ ⏳ — N/A N/A — 95 —
61726
fastmcp-me
Connects AI agents and MCP clients to Keboola, enabling storage queries, SQL tr…
— ○ ⏳ — — — — — —
61727
wyre-technology
action1-mcp Claim
An MCP server for Action1, a cloud-native RMM platform, enabling remote monitor…
— ○ ⏳ — — — — — —
61728
MMasey
atag-mcp Claim
ATAG 2.0 (Authoring Tool Accessibility Guidelines) guidance for authoring tool …
— ○ ⏳ — N/A N/A — — —
61729
aidevelopers2
Search the Remote OpenClaw directory of MCP servers, agent skills and plugins f…
— ○ ⏳ — N/A N/A — — —
61730
fabienbutz
A Model Context Protocol (MCP) server that provides tools for interacting with …
— ○ ⏳ — N/A N/A — — —
61731
CSOAI-ORG
Translation Ai automation via MCP. Includes translate text, detect language, ch…
— ○ ⏳ — N/A N/A — — —
61732
NimbleBrainInc
Sends emails using AWS Simple Email Service (SES) with support for HTML/plain t…
— ○ ⏳ — — — — — —
61733
zero-8848
Provide AI assistants with comprehensive PostgreSQL database management capabil…
— ○ ⏳ — N/A N/A — 95 —
61734
AdsTurbo
Local-only MCP server and CLI for AI video ad briefs, UGC scripts, storyboards,…
— ○ ⏳ — N/A N/A — — —
61735
curlysasha
StarLine MCP Claim
MCP server for controlling StarLine car alarms via AI agents like Claude, provi…
— ○ ⏳ — — — — — —
61736
FYTJ
An MCP server that exposes LLDB debugging capabilities, enabling AI-assisted in…
— ○ ⏳ — N/A N/A — — —
61737
RECERQA
rq-scan Claim 1
MCP Server for RQ-SCAN - AI-powered document OCR and data extraction platform
— ○ ⏳ — N/A N/A — 83 —
61738
EodHistoricalData
Enables interaction with EOD Historical Data APIs, providing access to 75 read-…
— ○ ⏳ — — — — — —
61739
mrrodriguez
Optimizes token costs by intelligently delegating low-complexity tasks to local…
— ○ ⏳ — N/A N/A — — —
61740
Obra-Studio
Enables AI assistants to read, create, and modify Figma designs, synchronize de…
— ○ ⏳ — — — — — —
61741
gszecsenyi
SchemaVault Claim
MCP server for storing and retrieving database schema information for LLMs. Ena…
— ○ ⏳ — N/A N/A — — —
61742
matteuccimarco
Enables Claude to fetch web content in SLIM format, reducing tokens by ~90% for…
— ○ ⏳ — N/A N/A — — —
61743
duelist2021jp
Provides Ubuntu system information (CPU, memory, disk, network, services, proce…
— ○ ⏳ — N/A N/A — — —
61744
Fast, local VM orchestration (QEMU/KVM) with native MCP support for autonomous …
— ○ — N/A N/A — 81 —
61745
contextser
nodecel Claim
Vibe deployment for nodecel — deploy, roll back, diagnose, and manage apps and …
— ○ ⏳ — — — — — —
61746
remiehneppo
Exposes structured code generation tools via MCP protocol, enabling users to ge…
— ○ ⏳ — — — — — —
61747
wklm
mcp Claim
MCP server for Web Bluetooth on iOS Safari: scaffolding, UUID lookup, extension…
— ○ ⏳ — N/A N/A — — —
61748
ayyandurai111
Text-to-speech MCP server using Microsoft Edge TTS, supporting multiple voices …
— ○ ⏳ — — — — — —
61749
BrunoL28
Enables AI assistants to interact natively with MongoDB databases, including sc…
— ○ ⏳ — — — — — —
61750
SyedDaiam9101
Provides isolated sandbox environments for AI agents to execute code securely, …
— ○ ⏳ — — — — — —
Showing 61701–61750 of 69052 servers