MCP Server Quality Scores

Independent quality analysis of 33537 public MCP servers

33537
Discovered
27233
Scored
1781
Verified
16957
Complete

Last updated 5 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
21501
mobile-dev-inc
Maestro Claim
Maestro is the simplest and most effective UI testing framework for Mobile and …
C 64 43 56 35 N/A 73 95
21502
INSIDE-HAIR
Enables comprehensive Google Meet and Calendar management through Google Calend…
C 64 44 84 46 31 80
21503
Milka974
geo-audit Claim
GEO audit for Shopify: AI readiness score, recommendations, and 15 vertical che…
C 64 33 60 N/A N/A 35 90
21504
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
21505
justmytwospence
Strava MCP Server Claim 1
An MCP server that enables interaction with the Strava API v3 to manage fitness…
C 64 44 63 72 30 81
21506
ai-debugger-inc
AI Debugger Claim 1
Bringing the debugging we know and love as human programmers to our AI agents –…
C 64 43 60 32 N/A 76 94
21507
federicodeponte
openpaper-mcp Claim 1
Generate academic papers with AI agents and verified citations via OpenPaper.dev
C 64 33 60 N/A N/A 47 83
21508
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
21509
CDataSoftware
This read-only MCP Server allows you to connect to RSS data from Claude Desktop…
C 64 33 58 N/A N/A 33 95
21510
bch1212
agentfetch Claim
Token-budgeted web fetch for AI agents — auto-routes Jina, FireCrawl, Trafilatu…
C 64 33 72 N/A N/A 47 67
21511
Tethral-Inc
Interaction profile registry for AI agents. Log interactions, query behavioral …
C 64 33 42 N/A N/A 61 95
21512
groupdocs-metadata
MCP server for GroupDocs.Metadata — read and remove document metadata via AI ag…
C 64 33 39 N/A N/A 66 95
21513
rcontesti
IB_MCP Claim
This project provides an Interactive Brokers (IB) API interface using the Model…
C 64 43 54 61 N/A 45 92
21514
arthurpanhku
job-pilot Claim
JobPilot is a next-generation career assistant powered by AI Agents and the Mod…
C 64 44 64 56 56 80
21515
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
21516
Super-I-Tech
mcp-plexus Claim
mcp-plexus
C 64 44 84 43 39 80
21517
DLJRealty
Guesty MCP Server Claim 1
MCP server for Guesty property management — 38 tools for STR operations.
C 64 33 49 65 83
21518
bazylhorsey
Enables comprehensive access to Obsidian vaults through MCP, supporting multi-v…
C 64 44 70 66 30 80
21519
supertrained
rhumb-mcp Claim
Agent gateway for Index discovery, AN Score evaluation, and Resolve governed ex…
C 64 33 54 N/A N/A 56 83
21520
teamsincetoday
Extract shoppable ingredients from recipe content with affiliate signals.
C 64 33 72 N/A N/A 37 75
21521
pinecone-io
assistant-mcp Claim
Connects to your Pinecone Assistant and gives the agent context from its knowle…
C 64 44 56 60 53 85
21522
dcSpark
MCP Helius Claim 1
A Model Context Protocol server that provides Claude with comprehensive access …
C 64 44 69 46 64 76
21523
CDataSoftware
Microsoft Exchange MCP Server by CData
C 64 33 58 N/A N/A 34 95
21524
CDataSoftware
This read-only MCP Server allows you to connect to Google Ad Manager data from …
C 64 33 58 N/A N/A 33 95
21525
CDataSoftware
This project builds a read-only MCP server. For full read, write, update, delet…
C 64 33 58 N/A N/A 33 95
21526
domdomegg
Get the current UTC time in RFC 3339 format.
C 64 33 54 N/A N/A 39 95
21527
CDataSoftware
JSON MCP Server by CData
C 64 33 58 N/A N/A 34 95
21528
knostic
MCP-Scanner Claim
Advanced Shodan-based scanner for discovering, verifying, and enumerating Model…
C 64 43 72 28 N/A 58 95
21529
bigeyedata
Bigeye MCP Server Claim
Enables interaction with the Bigeye Data Observability platform to query data q…
C 64 44 94 38 29 80
21530
ljdigital
au-bizintel-mcp Claim
Australian business intelligence MCP — ABN lookup, business search & AI prospec…
C 64 33 64 N/A N/A 39 83
21531
JeenyJAI
Desktop UI automation for AI agents: screenshots, windows, mouse, keyboard, UI …
C 64 33 54 N/A N/A 41 95
21532
pierre3
maildev-mcp Claim
MailDev MCP server. Manage Docker containers and inspect emails from your AI ed…
C 64 33 42 N/A N/A 60 95
21533
Yarmoluk
ckg-mcp Claim
Structured domain knowledge for AI agents. 42x more accurate than RAG, 11x fewe…
C 64 33 60 N/A N/A 29 95
21534
asadullokhn
teztun Claim
Manage TezTun tunnels, subdomains, and service tokens from any MCP-compatible A…
C 64 33 60 N/A N/A 47 83
21535
ken00bu
A local MCP server that guides users through Linux From Scratch (LFS) documenta…
C 64 33 60 N/A N/A 29 95
21536
garagon
aguara Claim
Security scanner for AI agent skills and MCP servers. Static analysis, incident…
C 64 43 64 17 N/A 82 96
21537
NetApp
aide-mcp-server Claim 1
MCP server for NetApp AI Data Engine
C 64 33 41 N/A N/A 62 95
21538
micl2e2
code-to-tree Claim
A single-binary MCP server that converts source code into AST, regardless of la…
C 64 33 44 N/A N/A 56 95 C
21539
rohith1125
AI-controlled algorithmic trading engine exposing 40 MCP tools across 9 namespa…
C 64 33 60 N/A N/A 31 95
21540
toolprint
A curated collection of persona-based mcp server & tool groupings.
C 64 33 54 N/A N/A 38 95
21541
CDataSoftware
SAP ERP MCP Server by CData
C 64 33 58 N/A N/A 34 95
21542
CDataSoftware
This read-only MCP Server allows you to connect to Bing Ads data from Claude De…
C 64 33 58 N/A N/A 33 95
21543
CDataSoftware
Google AdWords MCP Server by CData
C 64 33 58 N/A N/A 34 95
21544
bekirdag
docdex Claim
Fast per-repo documentation indexer and full-text search MCP server for codebas…
C 64 43 54 36 N/A 79 95
21545
jmcentire
Kindex Claim
Persistent knowledge graph for AI workflows with context tiers and .kin inherit…
C 64 43 60 41 N/A 74 84
21546
mckinleymedia
McFlow Claim
Enables creation, management, and deployment of n8n workflows with enhanced con…
C 64 44 84 48 31 81
21547
Cranot
roam-code Claim
Architectural intelligence layer for AI coding agents. Structural graph, archit…
C 64 43 60 25 N/A 80 95
21548
shlomico-tr
Provides Model Context Protocol tools for interacting with eToro's public API e…
C 64 44 72 70 19 80
21549
fr1sk
tmux-mcp Claim 1
MCP server for tmux — browse sessions, capture output, send commands.
C 64 33 39 N/A N/A 63 95
21550
jwadow
mcp-excel Claim 1
MCP server for AI agents to analyze Excel spreadsheets through atomic operation…
C 64 43 79 30 N/A 50 90
Showing 21501–21550 of 33537 servers
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