MCP Server Quality Scores

Independent quality analysis of 69027 public MCP servers

69027
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
63401
neglect
Billions of Solana DeFi TXNs, Decoded at Scale & accessible via LLM Direct, st…
— ○ ⏳ — — — — 81 —
63402
aiproductscout
Agentic commerce with 58 MCP tools for product search, checkout, A2A negotiatio…
— ○ ⏳ — — — — — —
63403
localgov-jp
mcp-server Claim
Japan central + municipal subsidies (20,810 grants, 1,627 munis). 8 tools beyon…
— ○ ⏳ — — — — — —
63404
DolphinQuant
echolon Claim
A Python backtest framework for futures research, designed from the start to be…
— ○ ⏳ — N/A N/A — — —
63405
runpod
RunPod Claim
Manage your RunPod cloud resources directly through an MCP-compatible client. C…
— ○ ⏳ — N/A N/A — 95 —
63406
shuolol
Sellfox MCP Claim
Enables AI assistants to query and analyze Amazon seller data from Sellfox, inc…
— ○ ⏳ — — — — — —
63407
fox100039-design
BugEzy Claim
Voice-powered bug reporting with 13 MCP tools. Record bugs by talking; let AI f…
— ○ ⏳ — — — — — —
63408
danielcamposramos
respec-mcp Claim
A stdio MCP server that wraps ReSpec rendering with repo-local profiles, enabli…
— ○ ⏳ — N/A N/A — — —
63409
pl728
Enables fetching and reading subscriber-only content from Trade Companion by Ad…
— ○ ⏳ — N/A N/A — 95 —
63410
yclenove
Enables safe querying and optional writing to MySQL databases via MCP tools, wi…
— ○ ⏳ — — — — — —
63411
Aditya69505
A Strapi v5 backend that exposes MCP endpoints for Google Search Console and Me…
— ○ ⏳ — — — — — —
63412
aplassard
boxoban-mcp Claim
Enables users to load and solve Boxoban puzzles by providing tools to get game …
— ○ ⏳ — N/A N/A — — —
63413
junter1989k-ai
Denmark payments for AI agents — MobilePay via Stripe. Never holds funds.
— ○ ⏳ — — — — — —
63414
universal-mcp
Provides a standardized MCP interface for interacting with Crustdata's tools an…
— ○ ⏳ — — — — — —
63415
fischperson0000000
GetMyCert Claim
13,000+ IT certification practice questions for AI agents (AWS, Azure, GCP, Com…
— ○ ⏳ — — — — — —
63416
anhmtk
Solana DeFi MCP: Meteora DLMM brief+detail; Solana DEX scout. Commerce optional.
— ○ ⏳ — — — — — —
63417
mainpart
MCP server for Confluence REST API enabling page retrieval, attachment download…
— ○ ⏳ — — — — — —
63418
thegoodguysla
myco-brain Claim
Myco Brain gives AI agents persistent, source-traceable memory and a knowledge …
— ○ ⏳ — — — — — —
63419
Sidd27
Infrawise Claim
Infrastructure analysis for AWS (15 tools) — DynamoDB, Lambda, SQS, SNS, S3, Po…
— ○ ⏳ — N/A N/A — — —
63420
tenbux
MCP server that exposes Discord and Twitch/Chatty chat log query tools to Claud…
— ○ ⏳ — N/A N/A — — —
63421
eaisdevelopment
MCP bridge for inter-session communication between Claude Code instances
— ○ ⏳ — N/A N/A — 95 —
63422
Imprivata-MAM
Enables querying context about the MAM product components and architecture thro…
— ○ ⏳ — N/A N/A — — —
63423
DACdigital
Enables interactive sales data exploration within Claude through a dynamic dash…
— ○ ⏳ — N/A N/A — — —
63424
madnh
A comprehensive Model Context Protocol (MCP) server for SQLite database operati…
— ○ ⏳ — N/A N/A — — —
63425
@suse00544
xiaohongshu-mcp ⚡ Claim
— ○ ⏳ — N/A N/A — 95 —
63426
oh-seok-ju
Say Hello Claim
Send personalized greetings to anyone. Toggle Pirate Mode to speak like a pirat…
— ○ ⏳ — N/A N/A — 95 —
63427
IceyWu
MCP server that enables AI assistants to read and write Tencent Docs (smart tab…
— ○ ⏳ — — — — — —
63428
adanb13
cirdan Claim
AI infrastructure cartographer & MCP server: fingerprints, graphs & watches liv…
— ○ ⏳ — N/A N/A — — —
63429
rstierli
Enables AI assistants to interact with FortiAnalyzer for log analysis, reportin…
— ○ ⏳ — — — — — —
63430
AlexanderChen5966
A multimedia downloading and conversion MCP server supporting YouTube, HLS stre…
— ○ ⏳ — N/A N/A — — —
63431
AgentValet
AgentValet Claim
Identity and credential governance broker for MCP servers. Issues scoped, short…
— ○ ⏳ — — — — — —
63432
PhilipAD
Query 190 Apple Health metrics from any MCP agent — zero-dependency, read-only,…
— ○ ⏳ — N/A N/A — — —
63433
syn7xx
Enables AI assistants to interact with TestOps 5.25 for managing projects, test…
— ○ ⏳ — — — — — —
63434
tstuckle
forms Claim
Canadian contractor forms + tax tools: 126 cited forms, sourced 2026 tax estima…
— ○ ⏳ — — — — — —
63435
billy12151
A lightweight, fully local MCP server that provides AI coding tools with a shar…
— ○ ⏳ — N/A N/A — — —
63436
Knuckles-Team
MCP server enabling interaction with ServiceNow API for managing incidents, CMD…
— ○ ⏳ — — — — — —
63437
Velaris-CSM
AI-generated customer success reports for Velaris platform users. Authenticates…
— ○ ⏳ — — — — — —
63438
jjsmackay
A dockerised, self-hostable host that runs an Obsidian vault headlessly and ser…
— ○ ⏳ — — — — — —
63439
rsc1102
Enables managing Google Calendar events (list, create, delete, update) through …
— ○ ⏳ — N/A N/A — — —
63440
timescale
A simple memory system that allows LLMs to store and retrieve information via t…
— ○ ⏳ — — — — — —
63441
felixipraxis
Enables interaction with Workboard through MCP tools, with OAuth authentication…
— ○ ⏳ — — — — — —
63442
Codexpect
MCP server for integrating with Adobe Commerce and Magento REST API to manage p…
— ○ ⏳ — — — — — —
63443
YohadH
Provides MCP tools for cost-optimized memory management in AI agent teams, enab…
— ○ ⏳ — N/A N/A — — —
63444
Asim971
mcpserber Claim
— ○ ⏳ — N/A N/A — 95 —
63445
kiuru
General TypeScript MCP server that provides tools for OpenClaw capabilities, in…
— ○ ⏳ — N/A N/A — — —
63446
torsday
Gives MCP-compatible AI assistants full, typed access to OmniFocus on macOS, en…
— ○ ⏳ — N/A N/A — — —
63447
scottmilliquet
Mealie MCP Claim
Exposes a self-hosted Mealie instance to MCP clients, enabling management of re…
— ○ ⏳ — — — — — —
63448
schoox
Enables querying Schoox LMS data (users, courses, enrollments, etc.) via natura…
— ○ ⏳ — — — — — —
63449
pointware
Enables searching and managing Docker images and tags, as well as querying GitL…
— ○ ⏳ — — — — 81 —
63450
cyanheads
Enables LLMs to read and extract clean, markdown-formatted content from any web…
— ○ ⏳ — — — — — —
Showing 63401–63450 of 69027 servers