MCP Server Quality Scores

Independent quality analysis of 58579 public MCP servers

58579
Discovered
29865
Scored
2112
Verified
16953
Complete

Last updated 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
16751
meshpop
wire Claim 1
WireGuard mesh VPN management MCP — configure peers, manage tunnels, monitor co…
F 25 54 90 63 N/A 47 87 99
16752
codeofaxel
Kiln Claim 1
Kiln MCP server for agents: design, slice, print, monitor, and recover physical…
F 25 54 90 36 N/A 82 77 94
16753
fgasparetto
ChipsAI MCP Server Claim 1 2
Enables managing ChipsBot chatbots, conversations, documents, RAG configuration…
F 25 66 55 41 0 47 67 99
16754
jeweis
MySQL MCP Server Claim 2
Enables safe interaction with MySQL databases through SELECT queries, table str…
F 25 55 54 56 21 77 87
16755
Wayy-Research
aichat Claim 1
Inter-agent communication for multi-agent Claude Code workflows.
F 25 66 72 67 0 35 80 100
16756
mikhael-abdallah
A server that integrates with Cursor IDE to provide code review functionality f…
F 25 54 54 60 N/A 25 90 91
16757
ITSpecialist111
A remote Model Context Protocol server that retrieves and cleans Microsoft Team…
F 25 55 94 68 37 80 90
16758
mmarqueti
Enables AI agents to send WhatsApp messages, templates, and retrieve media thro…
F 25 55 84 70 35 76 95
16759
Miles0sage
Enables AI agents to interact with Twitter/X through Playwright browser automat…
F 25 54 64 0 N/A 45 87 98
16760
adelhassen
Enables AI assistants to interact with PostgreSQL databases by executing SQL qu…
F 25 54 60 20 N/A 30 80 99
16761
ThanhLong27042003
MCP English Tutor Claim 2
A professional 1-on-1 English tutoring server that enables AI assistants to pro…
F 25 55 54 31 57 76 79
16762
base
base-mcp Claim 1
Base Network integration for onchain tools, allowing interaction with Base Netw…
F 25 55 60 68 80 76 93
16763
mountainmystic
Hedera Toolbox Claim 1 2
Production MCP server giving AI agents metered access to live Hedera blockchain…
F 25 55 94 10 45 69 96
16764
caramuto-redhat
Slack-MCP Claim 1
A Message Control Protocol server that integrates with Slack to provide channel…
F 25 54 42 42 N/A 19 90 93
16765
jhigh1594
Enables AI-powered competitor monitoring and daily schedule optimization by int…
F 25 55 72 37 22 78 84
16766
emiliobool
MCP Relay Server Claim 1 2
This server allows integration with Discord, enabling message exchanges between…
F 25 54 60 61 N/A 17 90 91
16767
joytorm
Enables the creation and management of local business websites through MCP-comp…
F 25 55 94 58 48 80 100
16768
moria97
Douban MCP Server Claim 1 2
Enables interaction with Douban content including searching and reviewing books…
F 25 55 48 68 26 76 98
16769
protagolabs
NetMind MCPServer MCP Claim 1 2
A Model Context Protocol server that enables users to query, retrieve details, …
F 25 55 39 47 39 76 96
16770
madebyaris
Kolosal Vision MCP Claim 2 3
Provides AI-powered image analysis and OCR capabilities using the Kolosal Visio…
F 25 55 84 66 45 74 94
16771
ExpertVagabond
mega Claim 1 2
MEGA cloud storage CLI MCP server
F 25 55 94 100 N/A 50 84 100
16772
quentintou
agent-board Claim 1
Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MC…
F 25 55 72 67 N/A 54 80 99
16773
MerabyLabs
promptarchitect-mcp Claim 1
Workspace-aware prompt engineering. Refines, analyzes and generates prompts bas…
F 25 55 100 75 40 80 92
16774
adawalli
nexus Claim 1
AI-powered web search server using Perplexity Sonar models with source citation…
F 25 55 96 73 81 82 94
16775
DynamicEndpoints
This MCP server implements VariousPolicies according to CSA BOD 25-01 requireme…
F 25 55 96 68 29 78 100
16776
sysam68
PlantUML MCP Server Claim 1
Converts PlantUML snippets into shareable diagrams with support for capability …
F 25 55 78 40 66 76 98
16777
junjiem
Converts Dify tools' API to MCP (Model Control Protocol) compatible API, allowi…
F 25 55 92 41 30 78 20
16778
dsouza-anush
Browser Use Heroku Claim 1
Enables AI agents to control and automate browser actions through an MCP server…
F 25 55 90 68 54 80 96
16779
singularityjason
Lightning Memory Claim 1 2
Persistent memory and payment safety for AI agents on Lightning. Enables agents…
F 25 66 66 27 0 56 82 90
16780
SarimSiddd
Xano MCP Server Claim 1 2
Enables interaction with the Xano API through a Model Context Protocol (MCP) in…
F 25 55 78 68 19 80 99
16781
The-Nexus-Guard
aip-identity Claim 1 2
MCP server for AI agent identity — verify agents with Ed25519 signatures, check…
F 25 55 51 0 46 76 99
16782
AaroYazilim
AARO ERP MCP Server Claim 2 5
A Model Context Protocol server that enables Claude Desktop integration with AA…
F 25 55 45 100 49 74 40
16783
Afrinov8
CFT MCP Server Claim 1
Enables interaction with the Chrome Fair Trade platform to manage trading deals…
F 25 55 60 62 35 80 100
16784
elijahdev0
mcp-runware Claim 1
Create high-quality images and videos fast from text or reference images. Perso…
F 25 66 84 10 0 27 80 83
16785
winor30
mcp-server-datadog Claim 1
The MCP server provides an interface to the Datadog API, enabling seamless mana…
F 25 55 72 72 77 82 94
16786
TSavo
Unity-MCP Claim 1
A bridge between Unity and AI assistants that enables AI to interact with Unity…
F 25 55 90 58 44 76 73
16787
weyseing
A template for deploying MCP servers as Cloudflare Workers with integrated LogP…
F 25 55 72 68 24 80 100
16788
stich-studios
Manages sports video metadata with CRUD operations for game information, teams,…
F 25 55 60 60 29 76 97
16789
kazuph
mcp-screenshot Claim 1 3
Provides screenshot and OCR capabilities for macOS.
F 25 54 74 65 N/A 42 90 92
16790
raihan0824
MCP Fooocus API Claim 2 4
Provides text-to-image generation capabilities through the Fooocus Stable Diffu…
F 25 55 78 68 49 76 89
16791
imprvhub
mcp-rss-aggregator Claim 2
Model Context Protocol Server for aggregating RSS feeds in Claude Desktop.
F 25 55 90 58 71 78 69
16792
vectorize-io
vectorize-mcp-server Claim 1
[Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private De…
F 25 55 86 63 67 76 91
16793
markswendsen-code
Xfinity MCP Server Claim 1 2
Enables users to manage their Xfinity ISP accounts through automated browser se…
F 25 55 90 68 30 69 99
16794
ripgrim
Paper MCP Server Claim 1 3
An MCP server that connects to the Paper WebSocket API for managing canvas node…
F 25 55 63 68 27 80 96
16795
jghiringhelli
ForgeCraft Claim 1
Production engineering standards for AI coding assistants. Setup once, remove w…
F 25 55 66 100 N/A 59 92 53
16796
cakriwut
Azure DevOps MCP Server Claim 1 2
Enables integration with Azure DevOps services, allowing interaction with work …
F 25 55 96 63 64 74 95
16797
livingstaccato
mcp-bbs Claim 1 2
A FastMCP-based telnet client that enables AI agents to interact with legacy Bu…
F 25 55 48 57 55 80 60
16798
ganeshsreedharan
Generates sequence diagram images from Mermaid syntax or natural language descr…
F 25 54 78 53 N/A 21 87 91
16799
hu-qi
starReport Claim 2 3
Monitors and analyzes GitHub repository activity (stars, commits, issues) with …
F 25 55 84 63 55 76 62
16800
Azure-Samples
AI-Gateway Claim 2
Labs to explore AI Models, MCP servers, and Agents with the AI Gateway powered …
F 25 54 94 41 N/A 66 88 100 JU
Showing 16751–16800 of 58579 servers
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