MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29510
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 9 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4151
RBKunnela
PayBot MCP Server Claim
Connects AI agents to the PayBot payment infrastructure, enabling automated USD…
B 75 55 76 68 56 80 92
4152
za2keep
MySQL MCP Server Claim 1
Enables AI assistants to securely interact with MySQL databases through tools f…
B 75 55 78 62 54 82 96
4153
mrkevindam
mcp-server-gsc Claim 1
B 75 54 88 60 N/A 24 89 99
4154
ZASRD
A basic example demonstrating how to develop and run a serverless Model Context…
B 75 66 78 75 85 21 81 94
4155
mkummer225
Google Sheets MCP Claim
A Model Context Protocol (MCP) connector that allows AI agents to directly inte…
B 75 55 86 57 47 81 100
4156
iceener
Resend MCP Server Claim
Enables AI agents to manage email newsletters and contacts via Resend, includin…
B 75 55 90 68 29 82 91
4157
System-R-AI
Pre-trade risk validation and position sizing for AI trading agents via G-formu…
B 75 66 90 60 64 57 82 91
4158
DatSciX-CEO
MCP server that enables intelligent analysis of legal spend data across multipl…
B 75 55 78 66 55 81 92
4159
Oluwatunmise-olat
mcp-server-logs-sieve Claim 1
Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS…
B 75 55 67 68 77 78 89
4160
davidorex
Facilitates AI session handoffs and next steps tracking through project-based o…
B 75 55 90 100 N/A 22 95 46
4161
dnakov
Frida MCP Claim 1
An MCP-compliant server that enables AI systems to interact with mobile and des…
B 75 55 68 100 45 81 69
4162
Gammell53
clawwork Claim
AI agent project management — task boards, progress tracking, and cost reportin…
B 75 54 82 68 N/A 34 83 100
4163
truaxki
MCP Variance Log Claim 1
Agentic tool that looks for statistical variations in conversation structure an…
B 75 54 90 57 N/A 39 87 94
4164
manasp21
PsiAnimator-MCP Claim
Enables quantum physics simulations and visualizations by integrating QuTip for…
B 75 54 96 36 N/A 61 95 83
4165
dev-brewery
Centrally manages Claude agent definitions, configurations, and custom commands…
B 75 55 94 58 27 81 99
4166
ofershap
Search, extract sections, list headings, and find code blocks across markdown f…
B 75 54 70 53 N/A 55 95 99
4167
dzulstellar
airtable-mcp Claim
B 75 54 84 45 N/A 60 88 99
4168
leonchike
Enables access to SimBrief flight planning data through Claude Desktop with sec…
B 75 55 72 72 45 81 100
4169
JustinBeckwith
linkinator-mcp Claim 1
MCP server for link checking using linkinator
B 75 55 59 100 N/A 78 95 40
4170
lowkeyrd
Enable seamless file operations, repository management, and advanced search fun…
B 75 55 80 66 N/A 52 81 92
4171
LeeSinLiang
Godot MCP Claim 1
Enables AI assistants to interact with the Godot game engine by launching the e…
B 75 55 96 100 N/A 26 95 36
4172
boutquin
Multi-account IMAP/SMTP email server with 22 tools for reading, sending, search…
B 75 54 76 36 N/A 79 90 99
4173
mario-andreschak
MCP ABAP ADT Claim
A server that bridges the Model Context Protocol (MCP) with SAP ABAP systems, a…
B 75 55 78 63 48 81 100
4174
sethclawd-prog
schemaguard Claim
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
B 75 54 76 58 N/A 50 95 91
4175
dd-dent
Enables AI consciousness continuity and self-knowledge preservation across sess…
B 75 55 84 61 54 82 90
4176
SonAIengine
ku-portal-mcp Claim 2
Enables Korea University students to query their KUPID portal and Canvas LMS us…
B 75 55 63 82 52 95 78
4177
danielenricocahall
Lorcana MCP Claim 1
MCP server for searching, exploring, and aggregating Disney Lorcana cards.
B 75 44 53 N/A N/A 55 95 96
4178
kuroko1t
webclaw Claim
A WebMCP-native browser agent that runs inside your real Chrome — control it fr…
B 75 54 90 25 N/A 78 95 89
4179
angrysky56
Enables philosophical reasoning and concept analysis through NARS non-axiomatic…
B 75 54 96 53 N/A 31 89 93
4180
pdfgeneratorapi
An MCP server that enables interaction with the PDF Generator API for automated…
B 75 55 81 75 48 81 83
4181
Cam10001110101
This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama De…
B 75 55 84 58 54 76 97
4182
JMitac
MCP Security Scanner Claim 1
Enables comprehensive security scanning of code projects, detecting vulnerabili…
B 75 55 84 100 N/A 26 95 50
4183
neverinfamous
A MCP server built for developers enabling Git based project management with pr…
B 75 54 88 22 86 95 91
4184
bart6114
Allows to read notes and tags for the Bear Note taking app, through a direct in…
B 75 54 84 53 N/A 48 92 92
4185
QuartzUnit
Docpick Claim
Schema-driven document extraction with local OCR + LLM. Document in, Structured…
B 75 54 72 55 N/A 63 90 96
4186
AgiMaulana
CodemagicMcp Claim
Codemagic CI/CD MCP Server — manage builds, apps, artifacts, and caches from yo…
B 75 44 54 N/A N/A 68 83 98
4187
Touchpoint-Labs
Touchpoint Claim
Give your AI agent eyes and hands on any desktop — cross-platform accessibility…
B 75 44 57 N/A N/A 49 95 98
4188
jchambless
Provides AI-powered tools for MonoGame development, including API documentation…
B 75 54 84 62 N/A 38 92 89
4189
balajidommeti
mcp-flyin Claim
A server that handles messaging or commands over a custom protocol
B 75 54 84 67 N/A 28 92 92
4190
haasonsaas
A Model Context Protocol (MCP) server that provides advanced code analysis and …
B 75 55 96 82 N/A 71 81 36
4191
moneyflowz367
Enables users to manage affiliate marketing directly within Claude by connectin…
B 75 55 76 71 35 83 100
4192
zacco16
Gmail MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to interact with Gma…
B 75 55 81 72 37 81 93
4193
spacemeowx2
A server for managing Rust documentation that enables users to check, build, an…
B 75 55 78 100 N/A 48 90 45
4194
Zain4391
Enables AI assistants to interact with Supabase projects programmatically, incl…
B 75 55 90 66 27 81 97
4195
deslicer
Enables AI agents to interact seamlessly with Splunk environments through 20+ t…
B 75 55 86 27 89 81 98
4196
suttonwilliamd
tpc-server Claim
tpc-server
B 75 55 92 56 36 81 99
4197
ExpertVagabond
guardrails Claim
AI Agent Guardrails MCP server - security layer
B 75 54 90 38 N/A 50 95 99
4198
birdwell
Enables access to RuneScape 3 data including real-time Grand Exchange prices, i…
B 75 55 84 58 46 82 98
4199
milos-product-maker
Gives AI agents self-awareness about their cognitive state. Monitors token util…
B 75 54 66 61 N/A 56 92 98
4200
index9-org
mcp Claim
Up-to-date model data for AI coding assistants.
B 75 54 84 72 N/A 34 83 90
Showing 4151–4200 of 45732 servers
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