MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 51 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52501
JeremyJiao01
Terrain Claim
Terrain indexes entire codebases into a queryable knowledge graph, providing AI…
— ○ ⏳ — N/A N/A — 95 —
52502
thegoodguysla
myco-brain Claim
Myco Brain gives AI agents persistent, source-traceable memory and a knowledge …
— ○ ⏳ — — — — — —
52503
mainpart
MCP server for Confluence REST API enabling page retrieval, attachment download…
— ○ ⏳ — — — — — —
52504
XFuel-Lab
XFuel Claim
Submit AI inference to XFuel, pay per task (USDC via x402 or TFUEL), fetch/veri…
— ○ ⏳ — N/A N/A — — —
52505
SpringDamon
MCP server enabling AI assistants to connect and query Dameng DM8 databases via…
— ○ ⏳ — — — — — —
52506
eyalev
Enables AI agents to control VSCode workspaces, including file operations, term…
— ○ ⏳ — N/A N/A — — —
52507
junter1989k-ai
Kazakhstan payments for AI agents — cards (Freedom Pay) via Freedom Pay. Never …
— ○ ⏳ — — — — — —
52508
leosp-elbey
Enables interaction with the Swipe Saver Pro GHL location for managing contacts…
— ○ ⏳ — — — — — —
52509
yetanother-alt
Generates customized, production-grade MCP servers for Rocket.Chat by selecting…
— ○ ⏳ — — — — 81 —
52510
BlockBenny
tubemcp Claim
MCP server that lets AI agents search YouTube and fetch transcripts.
— ○ ⏳ — — — — — —
52511
TOPY-AI-LTD
Founders' AI CTO: CI failures explained, PRs and checks, release notes, alerts.
— ○ ⏳ — — — — — —
52512
robertsfeir
mybrain Claim
A personal knowledge base MCP server with semantic search, storing thoughts in …
— ○ ⏳ — — — — — —
52513
inv-fourier-transform
MCP-based HR automation tool that streamlines employee onboarding, leave manage…
— ○ ⏳ — N/A N/A — 95 —
52514
firekula
mcp-bridge Claim
MCP server for Cocos Creator that enables AI tools to automate scene editing, r…
— ○ ⏳ — N/A N/A — — —
52515
elct9620
An MCP server that connects to OpenRouter's API to provide Perplexity's models …
— ○ ⏳ — — — — — —
52516 — ○ ⏳ — N/A N/A — 95 —
52517
aicastle-school
Stock Price Claim
Fetch current stock quotes by ticker symbol across global markets. Integrate up…
— ○ ⏳ — N/A N/A — 95 —
52518
conorbronsdon
Manage Transistor.fm podcasts: episodes, analytics, transcripts, and webhooks.
— ○ ⏳ — N/A N/A — — —
52519
breverdbidder
BidDeed MCP Claim
AI-powered foreclosure auction intelligence for Florida counties via MCP tools.
— ○ ⏳ — — — — — —
52520
fcfrasca
A decentralized 32×32 pixel-war execution grid for autonomous AI agents on Base…
— ○ ⏳ — — — — 81 —
52521
sonofakel
raggy-mcp Claim
Provides centralized, persistent memory and knowledge graph for AI agents via R…
— ○ ⏳ — N/A N/A — — —
52522
openclaw-ai
Create harmonious color palettes based on theory and convert colors between for…
— ○ ⏳ — — — — 81 —
52523
AHX47
ZimAgent Claim
Enables offline CRUD and semantic search on Wikipedia ZIM archives via MCP tool…
— ○ ⏳ — N/A N/A — — —
52524
CamoRageaholic1
Enables AI assistants to manage and monitor UniFi network infrastructure throug…
— ○ ⏳ — — — — — —
52525
duncanhuang-5124
Provides weather reports for Zhongshan District, Taipei, Taiwan and other Taiwa…
— ○ ⏳ — — — — — —
52526
mikeysrecipes
Enables AI assistants to query Tesla vehicle data and analytics from a TeslaMat…
— ○ ⏳ — — — — — —
52527
MacroSense-AI
Provides comprehensive food hierarchy and nutrition data through structured too…
— ○ ⏳ — — — — 81 —
52528
Jira-MCP
A Model Context Protocol (MCP) server for interacting with Atlassian Jira. Conn…
— ○ ⏳ — N/A N/A — 95 —
52529
agarwalvivek29
quickwit-mcp Claim
A read-only MCP server that exposes Quickwit log search and aggregations to LLM…
— ○ ⏳ — — — — — —
52530
ykq007
A unified MCP server for Tavily and Brave Search APIs that features automatic A…
— ○ ⏳ — — — — 81 —
52531
samaxbytez
MCP server that provides 76 tools for the FreeAgent accounting API, enabling ma…
— ○ ⏳ — — — — — —
52532
MCP-Mirror
Fetches precipitation forecasts for any location using Buienradar, providing re…
— ○ ⏳ — N/A N/A — 95 —
52533
mike
test1 Claim
— ○ ⏳ — N/A N/A — 95 —
52534
michaelagustin
Search, compare in 3D, and buy products from 5.6M+ Shopify stores. Free tier; P…
— ○ ⏳ — — — — — —
52535
thaletto
Weather MCP Claim
A weather service MCP server that provides current weather data, resource endpo…
— ○ ⏳ — N/A N/A — — —
52536
metalevel-tech
MCP server for image optimization, conversion, AI generation, and gallery manag…
— ○ ⏳ — — — — 81 —
52537
vcode-sh
Enables deploying, managing, and interacting with Dokploy applications via natu…
— ○ ⏳ — — — — — —
52538
wjh1547485653-max
为DeepSeek、Claude Desktop等AI助手提供本地视觉能力,支持图片描述和视频帧分析,数据不出机。
— ○ ⏳ — N/A N/A — 95 —
52539
lightblink
An MCP server for local Cocos Creator 3.8 automation, enabling coding agents to…
— ○ ⏳ — N/A N/A — — —
52540
playforge-coding
scratch-mcp Claim
Enables AI agents to programmatically edit Scratch .sb3 projects and preview ch…
— ○ ⏳ — N/A N/A — — —
52541
amin2179
Provides comprehensive MCP functionality with GGUF model integration, enabling …
— ○ ⏳ — — — — 81 —
52542
prime-radiant-inc
streamlinear Claim
A lightweight MCP server that enables Claude to interact with Linear via a sing…
— ○ ⏳ — — — — 81 —
52543
block
Enables AI agents to interact with Jupyter notebooks via MCP tools for querying…
— ○ ⏳ — — — — — —
52544
Rixmerz
A dark industrial-themed MCP server that displays your Proton Calendar events d…
— ○ ⏳ — N/A N/A — — —
52545
OrbisFactory
Analyzes Hytale game SDK by automatically detecting the installation, decompili…
— ○ ⏳ — N/A N/A — — —
52546
clauxel
Remote MCP for Kiro release readiness, evidence binders, signoff, and CI approv…
— ○ ⏳ — — — — — —
52547 — ○ ⏳ — N/A N/A — 95 —
52548
manhatton31-svg
Free dual MCP+agent registry. Probe Live, free demo, Kernel/Loop. Self-list + d…
— ○ ⏳ — — — — — —
52549
aiconsulting06000-tech
acf-mcp Claim
Official ACF® MCP server — Agentic Commerce Framework® governance copilot for A…
— ○ ⏳ — N/A N/A — — —
52550
Nigerian & Commonwealth legal reasoning, RAG search, contract analysis, and cit…
— ○ — N/A N/A — 81 —
Showing 52501–52550 of 69182 servers