MCP Server Quality Scores

Independent quality analysis of 69153 public MCP servers

69153
Discovered
→
33861
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 15 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15701
waura
Civitai MCP Server ⚡ Claim 1
Enables interaction with the Civitai API to search for AI models, browse images…
F 30 5⁄5 ◉ ⏳ 66 71 — 42 82 97
15702
gilby125
OpenCode MCP Tool Claim 1 2
Enables AI assistants to interact with multiple AI models through the OpenCode …
F 30 5⁄5 ◉ ⏳ 84 62 — 53 80 93
15703
dbankscard
Jamf Pro MCP Server ⚡ Claim 1 2
Enables AI assistants to interact with Jamf Pro for comprehensive Apple device …
F 30 6⁄6 ◉ ⏳ 100 68 0 60 80 86
15704
jemhakdog
A specialized toolchain that guides AI agents through a structured 'Atomic Deve…
F 30 5⁄4 ◉ ⏳ 54 53 N/A 32 90 83
15705
n-r-w
Provides LLMs with persistent memory across conversations using a knowledge gra…
F 30 5⁄5 ◉ ⏳ 94 74 — 57 80 83
15706
chughtapan
Build and deploy pragmatic retrieval-augmented generation (RAG) agents efficien…
F 30 5⁄4 ◉ ⏳ 48 58 N/A 24 90 85
15707
Vigtu
docmole ⚡ Claim 1 3
Dig through any documentation with AI - MCP server for Claude, Cursor, and othe…
F 30 6⁄6 ◉ ⏳ 75 66 0 68 80 93
15708
cateland
Todo MCP Server ⚡ Claim 1
A robust Model Context Protocol server for managing todos with capabilities for…
F 30 5⁄5 ◉ ⏳ 72 60 — 47 80 74
15709
raw391
Enables secure interactions with cryptocurrency daemon RPC interfaces through A…
F 30 5⁄5 ◉ ⏳ 72 58 — 30 76 90
15710
ui-layouts
ui-layouts-mcp ⚡ Claim 1 2
Enables AI assistants to search, understand, and retrieve UI components from ui…
F 30 5⁄4 ◉ ⏳ 61 58 N/A 70 90 92
15711
fgasparetto
MCP server for transcribing Google Chat voice messages using Groq Whisper API
F 30 5⁄4 ◉ ⏳ 51 41 N/A 50 71 92
15712
anpigon
Provides programmatic search functionality for Obsidian vaults through a REST A…
F 30 5⁄4 ◉ ⏳ 64 22 N/A 43 90 93
15713
OmniMCP-AI
MCP Demo Server Claim 1
A minimal fastmcp demonstration server that provides a simple addition tool thr…
F 30 5⁄5 ◉ ⏳ 60 27 — 19 83 100
15714
ameeralns
DeepResearch MCP Claim 1 3
A powerful research assistant that conducts intelligent, iterative research thr…
F 30 5⁄5 ◉ ⏳ 70 62 — 21 80 68
15715
SamMorrowDrums
reMarkable MCP Server ⚡ Claim 1 3
Access your reMarkable tablet - read documents, browse files, extract text and …
F 30 5⁄4 ◉ ⏳ 94 38 N/A 81 81 74
15716
characat0
databricks-mcp-server
F 30 5⁄5 ◉ ⏳ 66 46 — 61 80 98
15717
jmanhype
MCP Flux Studio ⚡ Claim 1 2
A server that integrates Flux's advanced image generation and manipulation feat…
F 30 5⁄5 ◉ ⏳ 96 72 — 52 78 98
15718
Rootly-AI-Labs
Rootly ⚡ Claim 1
Incident management, on-call scheduling, and intelligent analysis powered by Ro…
F 30 6⁄6 ◉ ⏳ 72 45 0 78 69 100
15719
B-Step62
Enables access to prompt templates managed in MLflow through Claude Desktop, al…
F 30 5⁄5 ◉ ⏳ 76 57 — 20 80 91
15720
CoreBaseHQ
coremcp Claim 1
Connect Legacy Databases to AI Agents via Model Context Protocol. Open-source b…
F 30 5⁄4 ◉ ⏳ 82 43 N/A 82 90 99
15721
fengyinxia
fengyinxia-jimeng-mcp ⚡ Claim 1
Create images and videos from prompts, with options for image mixing, reference…
F 30 6⁄6 ◉ ⏳ 54 66 0 40 76 78
15722
aniruddh-alt
Oumi MCP Server ⚡ Claim 1
Provides access to over 500 pre-configured YAML templates and guided workflows …
F 30 5⁄5 ◉ ⏳ 78 26 — 34 71 89
15723
sentien-labs
verdictswarm-mcp ⚡ Claim 1
Multi-AI crypto token scanner. 6 AI agents independently analyze and debate tok…
F 30 6⁄6 ◉ ⏳ 72 43 0 73 82 88
15724
orangebread
SpecLinter MCP ⚡ Claim 1 2
An AI-powered tool that transforms natural language specifications into structu…
F 30 6⁄6 ◉ ⏳ 96 100 95 37 76 95
15725
pimisael
Analyzes DevOps findings to automatically recommend and generate AWS Fault Inje…
F 30 5⁄5 ◉ ⏳ 72 35 — 45 74 64
15726
anoochit
UIKit MCP Server ⚡ Claim 1 2
A Model Context Protocol server that provides Flutter UI templates for developm…
F 30 5⁄4 ◉ ⏳ 47 27 N/A 47 90 100
15727
emekaokoye
RDF Explorer Claim 1
The Model Context Protocol (MCP) server provides a conversational interface for…
F 30 5⁄5 ◉ ⏳ 72 33 — 42 76 99
15728
dogfoodlab-io
StashDog MCP Server ⚡ Claim 1 2
Enables AI assistants to manage StashDog inventory through natural language com…
F 30 5⁄5 ◉ ⏳ 88 67 — 30 77 92
15729
xue20010808
readfile_mcp Claim 1
Explore your local files with fast glob matching and text search. Find files ac…
F 30 5⁄4 ◉ ⏳ 66 51 N/A 31 82 83
15730
youware-labs
figma-pilot ⚡ Claim 1
Enables AI agents to create, modify, and manage Figma designs through natural l…
F 30 5⁄5 ◉ ⏳ 96 63 — 73 77 92
15731
hummusonrails
A server that enables natural language interactions with Couchbase databases th…
F 30 5⁄5 ◉ ⏳ 66 57 — 43 71 94
15732
SobieskiCodes
MCP-Claude Code Bridge ⚡ Claim 1 2
Bridges Claude Desktop with Claude Code CLI to delegate complex coding tasks li…
F 30 5⁄4 ◉ ⏳ 72 51 N/A 22 82 93
15733
industream
MCP Odoo Server ⚡ Claim 1 2
Enables conversational interaction with Odoo to manage timesheets, expenses, co…
F 30 5⁄5 ◉ ⏳ 84 68 — 24 76 100
15734
gvorwaller
Claude Relay ⚡ Claim 1
Enables real-time communication between Claude Code instances across multiple m…
F 30 5⁄5 ◉ ⏳ 90 31 — 27 80 95
15735
ocean1
An MCP server that enables direct communication between two Claude instances, a…
F 30 5⁄5 ◉ ⏳ 79 72 — 44 76 81
15736
cameronrye
activitypub-mcp ⚡ Claim 1
A comprehensive MCP server that enables LLMs to explore and interact with the F…
F 30 5⁄4 ◉ ⏳ 84 70 N/A 86 92 98
15737
riefer02
Mezmo MCP Server ⚡ Claim 1 2
An MCP server for retrieving and filtering logs from Mezmo with a quota-conscio…
F 30 5⁄5 ◉ ⏳ 63 76 — 31 82 90
15738
Andrew-Beniash
MCP Command Server ⚡ Claim 1 2
A secure server that allows LLM applications like Claude to execute whitelisted…
F 30 5⁄4 ◉ ⏳ 66 51 N/A 23 90 87
15739
gotoolkits
DifyWorkflow Claim 1 2
🏎️ ☁️ Tools to the query and execute of Dify workflows
F 30 5⁄4 ◉ ⏳ 70 40 N/A 62 90 96
15740
BusyBee3333
GoHighLevel MCP Server — 520+ tools across 40 categories. Voice AI, Proposals, …
F 30 6⁄6 ◉ ⏳ 96 51 0 41 76 92
15741
keiver
Full-resolution vision for LLMs. Tiles large images and captures web pages via …
F 30 5⁄4 ◉ ⏳ 90 58 N/A 84 88 81
15742
Cool-Coder174
UMLmcp ⚡ Claim 1
Enables users to generate PlantUML code for UML Class and Sequence diagrams usi…
F 30 5⁄5 ◉ ⏳ 68 52 — 43 80 91
15743
ECNU3D
A multi-provider AI image generation server that allows users to create and tra…
F 30 5⁄4 ◉ ⏳ 72 46 N/A 49 89 96
15744
wyre-technology
Xero MCP Server Claim 1
Enables interaction with the Xero Accounting API to manage contacts, invoices, …
F 30 5⁄5 ◉ ⏳ 90 63 — 82 77 96
15745
mathematic-inc
par5-mcp ⚡ Claim 1
Enables parallel execution of shell commands and AI coding agents (Claude, Gemi…
F 30 5⁄4 ◉ ⏳ 78 56 N/A 79 84 93
15746
xinzhongyouhai
Guides problem-solving by breaking down complex problems into steps and recomme…
F 30 5⁄5 ◉ ⏳ 96 100 — 59 80 71
15747
antonygold59
PostgreSQL MCP ⚡ Claim 1
Provides AI-driven PostgreSQL database management with secure OAuth 2.1 authent…
F 30 5⁄5 ◉ ⏳ 88 53 — 63 82 91
15748
FisherSkyi
MCP Calculator Demo ⚡ Claim 1
A sample MCP server that provides basic arithmetic tools like addition, subtrac…
F 30 5⁄4 ◉ ⏳ 48 66 N/A 35 92 100
15749
tuannvm
slack-mcp-client ⚡ Claim 1
A Slack bot and MCP client acts as a bridge between Slack and Model Context Pro…
F 30 5⁄4 ◉ ⏳ 94 35 N/A 64 88 100
15750
TrueOleg
MCP Mac Apps Server ⚡ Claim 1 3
Enables control of macOS applications through natural language, allowing users …
F 30 5⁄4 ◉ ⏳ 84 32 N/A 27 87 72
Showing 15701–15750 of 69153 servers
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