MCP Server Quality Scores

Independent quality analysis of 45732 public MCP servers

45732
Discovered
29510
Scored
2112
Verified
16952
Complete

Last updated 1 hour, 8 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4201
liadgez
CodeBase Optimizer Claim
Provides comprehensive codebase analysis including project structure evaluation…
B 75 54 90 51 N/A 36 90 97
4202
noahjohannessen
Canvas MCP Claim
Enables AI agents to interact with Canvas LMS and Gradescope, allowing users to…
B 75 55 76 68 45 81 97
4203
Positronic-AI
MCP Dynamic Tools Claim
A dynamic MCP server that automatically discovers Python files in a directory a…
B 75 54 84 58 N/A 37 95 90
4204
Doriandarko
Sora MCP Server Claim
Integrates with OpenAI's Sora 2 API to generate, remix, and manage AI-generated…
B 75 55 80 66 50 81 93
4205
thypon
Enables semantic search through markdown documentation in code repositories usi…
B 75 54 90 60 N/A 21 95 94
4206
ymadd
shadcn-ui-mcp-server Claim 3
MCP server for shadcn/ui component references
B 75 55 71 100 N/A 44 90 56
4207
HelloGGX
Shadcn-vue MCP Server is a powerful AI-driven tool that helps developers instan…
B 75 55 84 58 53 81 94
4208
chenxiaofie
memory-mcp Claim 2
情景+实体记忆 MCP 服务,为 Claude Code 提供持久化记忆能力
B 75 54 90 33 N/A 75 90 87
4209
tkoba1974
MCP Kroki Server Claim 1
Converts diagrams (Mermaid, PlantUML, Graphviz, etc.) to SVG, PNG, PDF, or JPEG…
B 75 55 90 100 43 81 45
4210
KasperskyLab
Kaspersky OpenTIP Model Context Protocol Server. This server gives access to Ka…
B 75 55 66 68 60 81 98
4211
jbrinkman
Enables AI agents to create, manage, and track tasks within plans using Valkey …
B 75 55 88 38 76 81 94
4212
jmonsellier
Gmail MCP Server Claim 1
Integrates with Gmail to enable sending, reading, drafting, and managing emails…
B 75 54 78 67 N/A 38 95 88
4213
morahan
Provides fast, multilingual spell-checking for text and files, featuring syntax…
B 75 54 78 52 N/A 46 92 100
4214
AImaginationLab
Marvel Rivals MCP Claim
Provides access to Marvel Rivals game data including hero information, abilitie…
B 75 55 94 55 29 83 100
4215
pieperz
Shopify MCP Server Claim 1
Enables interaction with Shopify store data through the GraphQL Admin API, supp…
B 75 55 72 75 53 80 90
4216
DatanoiseTV
translator-ai Claim
Enables translation of JSON i18n files to multiple languages using various AI p…
B 75 55 90 53 54 81 93
4217
petrsovadina
sukl-mcp Claim
MCP server poskytující přístup k české databázi léčivých přípravků SÚKL (Státní…
B 75 55 71 80 42 81 93
4218
JTruax
An MCP server providing WordPress development tools, code generation, and frame…
B 75 55 85 91 N/A 47 94 42
4219
dbsectrainer
Step-by-step observability for MCP agent workflows
B 75 44 58 N/A N/A 62 83 98
4220
RBKunnela
PayBot MCP Server Claim
Connects AI agents to the PayBot payment infrastructure, enabling automated USD…
B 75 55 76 68 56 80 92
4221
nkriman
Enables creating and managing Google Calendar events through OAuth 2.0 authenti…
B 75 55 94 62 23 80 99
4222
IBM
mcp-context-forge Claim
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/…
B 75 55 94 30 N/A 91 80 86
4223
semanticintent
Enables AI assistants to save, load, and search conversation context with AI-po…
B 75 55 90 48 65 81 89
4224
mrkevindam
mcp-server-gsc Claim 1
B 75 54 88 60 N/A 24 89 99
4225
evolsb
Enables fast, local access to Intercom conversations through intelligent cachin…
B 75 55 96 43 55 81 95
4226
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
4227
prismon
Validates URLs and checks their reputation to help identify AI hallucinations a…
B 75 55 70 82 42 81 93
4228
ZASRD
A basic example demonstrating how to develop and run a serverless Model Context…
B 75 66 78 75 85 21 81 94
4229
lucas-1000
Enables AI assistants to query glucose data from health storage APIs, providing…
B 75 55 100 66 22 81 90
4230
youssef7788
Enables interaction with Azure AI Foundry services through a unified interface …
B 75 55 90 82 55 81 58
4231
gqy20
genome-mcp Claim 1
Intelligent Genomic Data Server Provides high-quality gene information queries,…
B 75 55 72 82 71 81 68
4232
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
4233
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
4234
kayaozkur
Enables intelligent navigation and exploration of the Model Context Protocol sp…
B 75 55 84 67 36 82 98
4235
mohammadnajeeb
MCP server that interfaces with the NCBI Entrez API to fetch detailed informati…
B 75 55 84 68 37 81 93
4236
bmorphism
Enables analysis of claims, validation of sources, and detection of manipulatio…
B 75 54 90 46 N/A 48 95 89
4237
ofershap
Search, extract sections, list headings, and find code blocks across markdown f…
B 75 54 70 53 N/A 55 95 99
4238
burtthecoder
Shodan Server Claim 1
A Model Context Protocol server for querying the Shodan API and Shodan CVEDB, p…
B 75 54 73 53 N/A 61 95 93
4239
dd-dent
Enables AI consciousness continuity and self-knowledge preservation across sess…
B 75 55 84 61 54 82 90
4240
Vivek-k3
Models PLUS Claim
Provides comprehensive AI model metadata through MCP, enabling search and filte…
B 75 55 84 60 49 80 95
4241
linkwithjoydeep
Kite MCP Server Claim 1
An MCP server for integrating with Zerodha Kite API that provides Claude with t…
B 75 55 75 72 42 82 99
4242
JustinBeckwith
linkinator-mcp Claim 1
MCP server for link checking using linkinator
B 75 55 59 100 N/A 78 95 40
4243
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
4244
adamhancock
BullMQ MCP Server Claim
Enables AI assistants to manage BullMQ Redis-based job queues through natural l…
B 75 55 84 56 54 81 97
4245
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
4246
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
4247
dagba
An MCP server that provides comprehensive tools for managing iOS simulators, in…
B 75 54 69 62 N/A 50 92 99
4248
RomanEvstigneev
Connects WHOOP fitness data to Claude Desktop, enabling natural language querie…
B 75 54 54 68 60 95 100
4249
MadeByTokens
Browser MCP Server Claim
A universal browser automation server featuring 63 tools for programmatic Chrom…
B 75 54 86 58 N/A 48 84 94
4250
epaproditus
Provides tools for interacting with Gmail and Calendar APIs. This server enable…
B 75 54 90 57 N/A 38 87 94
Showing 4201–4250 of 45732 servers
« Prev 1 83 84 85 86 87 915 Next »