MCP Server Quality Scores

Independent quality analysis of 69199 public MCP servers

69199
Discovered
→
33883
Scored
→
2112
Verified
→
16953
Complete

Last updated 4 hours, 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◎ Verified Scores
18551
goodbarber
Manage your GoodBarber eCommerce, Community, and Membership app via natural lan…
F 38 5⁄5 ◎ ⏳ 54 10 0 41 81 —
18552
inai-sandy
inAI-wiki Claim
🌍 The open-source Wikipedia of AI — 2M+ apps, agents, LLMs & datasets. Updated …
F 38 5⁄3 ◎ ⏳ 44 0 0 54 95 —
18553
paperlantern-ai
Paper Lantern ⚡ Claim
Research intelligence for AI coding agents. 2M+ CS papers with evidence and tra…
F 38 5⁄5 ◎ ⏳ 60 0 0 48 81 —
18554
agudulin
Infomate MCP Claim
Fetches and provides curated tech news, trending topics, hot GitHub projects, a…
F 38 5⁄5 ◎ ⏳ 50 28 0 28 81 —
18555
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18556
alexsmirnov
A Python server implementing the Model Context Protocol to provide customizable…
F 38 5⁄3 ◎ ⏳ 38 31 0 22 95 —
18557
papersflow-ai
Hosted MCP server by [PapersFlow](https://papersflow.ai) for academic research …
F 38 5⁄5 ◎ ⏳ 52 10 0 43 81 —
18558
ebrunet001
mcp-server-espn Claim 1
Real-time ESPN sports data: live scores, standings, boxscores, odds & stats for…
F 38 5⁄5 ◎ ⏳ 60 0 0 44 81 —
18559
CDataSoftware
This read-only MCP Server allows you to connect to eBay data from Claude Deskto…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18560
CDataSoftware
This read-only MCP Server allows you to connect to SAP ByDesign data from Claud…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18561
CDataSoftware
This read-only MCP Server allows you to connect to Avalara AvaTax data from Cla…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18562
ErnestaLabs
Provides AI agents with real-time web capabilities including live search result…
F 38 4⁄4 ◎ ⏳ 42 0 N/A 24 81 —
18563
0xKaroshi
Contendeo Claim
Multimodal video analysis MCP — transcription, vision, and OCR for any video UR…
F 38 5⁄5 ◎ ⏳ 54 10 0 45 81 —
18564
NodeOps-app
CreateOS MCP Claim
Deploy, manage, and scale applications directly from your AI assistant.
F 38 5⁄5 ◎ ⏳ 60 10 0 32 80 —
18565
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18566
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18567
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18568
tencent-lexiang
DEPRECATED ⚡ Claim
DEPRECATED: Please use io.github.tencent-lexiang/lexiang-mcp-server instead.
F 38 5⁄5 ◎ ⏳ 58 0 0 47 81 —
18569
deployment-io
Deploy apps on your cloud. Create environments, configure infrastructure, and m…
F 38 5⁄5 ◎ ⏳ 54 10 0 41 81 —
18570
toflow-ai
ToFlow Claim
AI sales automation for toflow.ai — prospect, enrich, sequence across email, Li…
F 38 5⁄5 ◎ ⏳ 52 10 0 43 81 —
18571
Lucker631
MCP TemplateIO ⚡ Claim 1
A Model Context Protocol server that provides an image generation tool using Te…
F 38 5⁄5 ◎ ⏳ 33 51 0 25 81 —
18572
CDataSoftware
This read-only MCP Server allows you to connect to Oracle Sales data from Claud…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18573
trade-it-inc
Trade It Claim
Connect brokerage accounts to AI assistants: holdings, orders, asset lookup, an…
F 38 5⁄5 ◎ ⏳ 54 10 0 39 81 —
18574
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18575
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18576
CDataSoftware
This read-only MCP Server allows you to connect to DocuSign data from Claude De…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18577
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18578
penfieldlabs
penfield-mcp ⚡ Claim
- 🐍 ☁️ - Penfield: persistent memory with hybrid search (BM25 + vector + graph)…
F 38 5⁄5 ◎ ⏳ 54 10 0 40 81 —
18579
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18580
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18581
CDataSoftware
This read-only MCP Server allows you to connect to Reckon data from Claude Desk…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18582
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18583
ololand-ai
ololand-dd Claim
OloLand M&A intelligence — 33 tools for deal analysis, valuation, risk, and cro…
F 38 5⁄5 ◎ ⏳ 54 10 0 39 81 —
18584
CDataSoftware
This read-only MCP Server allows you to connect to SurveyMonkey data from Claud…
F 38 5⁄3 ◎ ⏳ 58 0 0 33 95 —
18585
Rengon0x
Solana on-chain intelligence — token scans, wallet profiling, bundle detection,…
F 38 5⁄5 ◎ ⏳ 60 0 0 47 81 —
18586
igorpavlov-mgr
A lightweight Gradio application that analyzes text for sentiment (positive/neg…
F 38 5⁄5 ◎ ⏳ 64 15 0 19 81 —
18587
tubasasakunn
AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps wi…
F 38 4⁄4 ◎ ⏳ 42 10 N/A 13 81 —
18588
speakai
Connects Speak AI transcription and insight data to Claude and ChatGPT, enablin…
F 37 5⁄5 ◎ ⏳ 60 0 0 52 69 —
18589
PradeepaRW
project-nova Claim
A multi-agent AI architecture that connects 25+ specialized agents through n8n …
F 37 5⁄3 ◎ ⏳ 58 0 0 22 95 —
18590
nicholasemccormick
docpulse-mcp ⚡ Claim
F 37 5⁄5 ◎ ⏳ 60 10 0 28 81 —
18591
ivanstan
Access TLE orbital data for thousands of satellites including ISS, Starlink, an…
F 37 5⁄5 ◎ ⏳ 52 0 0 52 81 —
18592
drhelius
MCP server for Gearsystem Sega Master System / Game Gear / SG-1000 emulator
F 37 5⁄3 ◎ ⏳ 33 0 0 67 95 —
18593
TensorBlock
A comprehensive collection of Model Context Protocol (MCP) servers
F 37 5⁄3 ◎ ⏳ 44 0 0 47 95 —
18594
shoptera-ai
Search product catalogs across thousands of Central European e-shops. Semantic …
F 37 5⁄5 ◎ ⏳ 58 0 0 41 81 —
18595
Sambel
Search 40K+ expired domains from 12 auction platforms with SEO metrics and scor…
F 37 5⁄5 ◎ ⏳ 58 0 0 39 81 —
18596
Whitening-Sinabro
project-shield ⚡ Claim
Security scanner for MCP servers and AI-generated code. Detects leaked API keys…
F 37 5⁄5 ◎ ⏳ 58 0 0 39 81 —
18597
drhelius
MCP server for Geargrafx PC Engine / TurboGrafx-16 emulator
F 37 5⁄3 ◎ ⏳ 33 0 0 68 95 —
18598
jason2016
Instant Backend for SMBs: pages, payments, eSign AES eIDAS, notifications, inve…
F 37 5⁄5 ◎ ⏳ 60 0 0 39 81 —
18599
roadahead1
GoWeb3 Data Claim
GoWeb3 Data MCP Server provides events and news curated by GoWeb3.fyi
F 37 5⁄5 ◎ ⏳ 52 12 0 34 81 —
18600
Elemzir
KTA-Oracle Claim
Live KTA rates, market data, payment rails, AML/VAT compliance, SDK snippets. 1…
F 37 5⁄5 ◎ ⏳ 54 0 0 51 81 —
Showing 18551–18600 of 69199 servers
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