MCP Server Quality Scores

Independent quality analysis of 60196 public MCP servers

60196
Discovered
29936
Scored
2112
Verified
16953
Complete

Last updated 42 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
23401
Positronikal
A professional implementation of a Model Context Protocol server that enables i…
C 59 43 56 22 N/A 64 95
23402
cdtait
A Model Context Protocol (MCP) server that provides tools, resources, and promp…
C 59 43 56 42 45 90
23403
gunnerpark-alt
slab-mcp Claim 1
MCP server for analyzing Clay tables — schema, rows, errors, and enrichment deb…
C 59 33 45 N/A N/A 36 95
23404
CyranoB
duckduckgo-mcp Claim
Search the web using DuckDuckGo and fetch/convert web content using Jina Reader…
C 59 43 64 12 N/A 68 95
23405
veloper
Enables AI agents to manage and interact with Apache AGE graph databases throug…
C 59 44 50 51 57 81
23406 C 59 33 54 N/A N/A 19 95
23407
novvoo
Gurddy MCP Server Claim
Enables solving Constraint Satisfaction Problems (CSP) like N-Queens, graph col…
C 59 44 78 25 46 81
23408
priyansh4320
WHOIS MCP Server Claim
This server enables users to perform bulk WHOIS lookups via the apispot.io WHOI…
C 59 43 60 52 N/A 21 95
23409
jfarcand
mirroir-mcp Claim 1
MCP server for controlling a real iPhone via macOS iPhone Mirroring...and any M…
C 59 43 45 31 N/A 70 95
23410 C 59 33 48 N/A N/A 30 95
23411
webhiveos
WebHive Claim 1
Meet WebHive, the AI-powered browser that takes care of tasks for you. No more …
C 59 43 60 30 N/A 46 95
23412
JohanLi233
MCP Sandbox Claim
An interactive Python code execution tool that allows users and LLMs to safely …
C 59 44 56 38 63 81
23413
r0d8lsh0p
An AI agent built in n8n which can find and use Model Context Protocol (MCP) Se…
C 59 33 48 N/A N/A 30 95
23414
geddamsatish
FinanceExpert Claim
Enables fetching stock quotes, historical prices as CSV, and plain-text Unicode…
C 59 33 48 N/A N/A 30 95
23415
byndcloud
An MCP server that integrates the Dex personal CRM API with AI assistants to ma…
C 59 44 45 71 35 82
23416
TwelveTake-Studios
reaper-mcp Claim 1
MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, …
C 59 43 66 31 N/A 45 90
23417
LeadBroaf
MCP Agent Server Claim
An open-source "brain" for AI employees that enables users to create, manage, a…
C 59 44 60 55 31 81
23418
aryahadii
A Model Context Protocol server that provides read-only access to Slack data in…
C 59 43 41 66 N/A 34 95
23419
commiegod
AI agent access to Commoner's DAO — auction, governance, treasury, and discussi…
C 59 43 60 41 N/A 34 95
23420
purity3
FastAPI MCP Server Claim
A high-performance Model Context Protocol (MCP) server designed for large langu…
C 59 44 42 71 42 81
23421
rudazy
web3-mcp-hub Claim
The definitive open-source registry of Model Context Protocol (MCP) servers for…
C 59 43 60 30 N/A 51 92 HT
23422
yarism
vasttrafik-mcp Claim 1
C 59 33 54 N/A N/A 20 95
23423 C 59 33 52 N/A N/A 21 95
23424
CaptainPhantasy
leadflip Claim
C 59 33 48 N/A N/A 29 95
23425
Fatmike-GH
MCPDebugger Claim
A MCP Debugger Server for Windows executables (x86 and x64). Exposes debugger f…
C 59 33 44 N/A N/A 37 95 C
23426
bjia56
cosmotop Claim
Multiplatform system monitoring tool using Cosmopolitan Libc
C 59 43 64 22 N/A 61 87 C
23427
glorynguyen
Enables AI models to generate production-ready, 60fps-optimized GSAP animation …
C 59 44 78 11 59 83
23428
il-il1
A Node.js-based Model Context Protocol implementation that provides a standardi…
C 59 44 60 65 28 76
23429
Lucchh
mentor_start_up_agent Claim 1
C 59 33 54 N/A N/A 21 95
23430
bsahane
MCP Proxmox Server Claim
Enables comprehensive management of Proxmox virtualization infrastructure throu…
C 59 44 78 41 23 81
23431
ethan2000liu
Multi-Agent Conversation Protocol server for accessing NASA's Astronomy Picture…
C 59 43 60 52 N/A 21 95
23432
BACH-AI-Tools
Enables access to the Chuck Norris API to retrieve Chuck Norris jokes and facts…
C 59 44 50 60 45 80
23433
babelcloud
gbox Claim
Gru-sandbox(gbox) is an open source project that provides a self-hostable sandb…
C 59 44 60 31 66 80
23434
KorigamiK
A Model Context Protocol (MCP) server that converts various file formats to Mar…
C 59 43 60 26 N/A 54 95
23435
gpaul-faldin
A Model Context Protocol server that provides enhanced browser automation capab…
C 59 44 51 62 38 81
23436
SsdSalesman
TrendRadar Claim
An aggregator for real-time hot topics and news from major social and financial…
C 59 43 66 28 N/A 45 92
23437
dylanmarriner
Kaiza MCP Server Claim
Enables secure, audited file operations with LLMs by enforcing implementation p…
C 59 43 42 43 N/A 62 95
23438
shyinlim
A Model Context Protocol (MCP) server that provides seamless integration betwee…
C 59 43 58 42 N/A 43 90
23439
complyue
Enables AI agents to interact with collaborative Jupyter notebooks and document…
C 59 44 72 40 39 76
23440
MCP-Defender
MCP-Defender Claim
Desktop app that automatically scans and blocks malicious MCP traffic in AI app…
C 59 43 54 26 N/A 65 95
23441
bitpanda-labs
Enables interaction with the Bitpanda cryptocurrency exchange through their Dev…
C 59 44 56 46 54 81
23442
taiki-kuraishi
Dify MCP Claim
Enables validation of Dify Workflow DSL YAML files through MCP protocol. Allows…
C 59 43 48 58 N/A 29 95
23443
wycats
MCPify Claim
A dynamic proxy that converts OpenAPI Specification (OAS) endpoints into Messag…
C 59 44 60 52 38 81
23444
wrenchchatrepo
Bayesian MCP Claim
A Model Calling Protocol server that enables LLMs to perform rigorous Bayesian …
C 59 44 48 62 47 80
23445
msstnk
qdrant-mcp Claim 1
MCP server for document ingestion and semantic search on Qdrant. Enables ingest…
C 59 33 33 N/A N/A 53 95
23446
amilcar-laniakea
Enables automated blog post creation and management for Astro blogs deployed on…
C 59 44 50 72 26 81
23447
HurtzDonutStudios
ai-forge-mcp Claim
565 AI-callable tools across 16 MCP servers. Full-pipeline AAA game asset produ…
C 59 33 48 N/A N/A 28 95
23448
ai-api-booster
Enables interaction with blockchain networks through the Rosetta API standard f…
C 59 44 60 58 28 81
23449
foxintheloop
UpTier Claim
Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritiza…
C 59 43 64 28 N/A 50 90
23450
darrenjrobinson
untappd-mcp-server Claim
A Model Context Protocol (MCP) server that exposes the Untappd API as tools for…
C 59 33 54 37 83
Showing 23401–23450 of 60196 servers
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