MCP Server Quality Scores

Independent quality analysis of 56925 public MCP servers

56925
Discovered
29794
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
12901
ayv8er
A Model Context Protocol server implementation that provides endpoints for wall…
C 60 55 33 81 20 81 81
12902
IA-Programming
MCP Image Server Claim 1
A Model Context Protocol server that enables fetching and processing images fro…
C 60 55 51 35 42 82 91
12903
xcollantes
Jira MCP Claim
Enables control and interaction with Jira through the Jira Command Line interfa…
C 60 66 72 61 0 74 67 96
12904
CoutinhoTTS
MCP Server Starter Claim
A basic structure to build and run local tools that support the Model Context P…
C 60 55 54 100 40 81 11
12905
guangxiangdebizi
An MCP server that enables AI assistants to query and access structured knowled…
C 60 55 63 33 29 81 90
12906
jwangkun
Enables real-time stock market analysis through AKShare API integration. Suppor…
C 59 55 72 36 16 81 81
12907
BenjaMITM
A template for deploying MCP servers on Cloudflare Workers with OAuth authentic…
C 59 55 54 57 24 78 75
12908
ghrud92
Loki MCP Server Claim 1
An MCP interface that allows AI assistants to query and analyze Grafana Loki lo…
C 59 55 60 62 46 80 39
12909
wfyi-joy
Enables reading and extracting text content from PDF files, supporting both loc…
C 59 55 54 31 24 81 100
12910
meltingpixelsai
zero-core-verify Claim
Post-tx outcome verification via LLM-as-judge. Zero Core Verify.
C 59 54 48 43 40 78 89
12911
0lovesakura0
Enables Claude Desktop to search private documents using Azure AI Search and pe…
C 59 55 60 32 22 81 93
12912
shreyansh-ghl
MySQL MCP Server Claim 2
A Model Context Protocol server providing read-only access to MySQL databases, …
C 59 55 57 51 20 71 91
12913
shervinemp
An MCP server that analyzes Python codebases using AST, stores code elements in…
C 59 55 63 28 21 81 98
12914
xiaobenyang-com
A demonstration project of an MCP server for injecting advertisements into LLM …
C 59 66 72 66 0 45 81 92
12915
duriantaco
skylos Claim
Dead code detection, security scanning, and code quality analysis for Python, T…
C 59 64 84 26 0 84 83 89
12916
bhargava2019
Implements a Model Context Protocol server that enables natural language intera…
C 59 55 44 45 27 81 99
12917
JonaFly
RednoteMCP Claim
Enables automated interaction with Xiaohongshu (Little Red Book) to search for …
C 59 54 56 36 N/A 27 87 87
12918
shuakami
mcp-mail Claim
📧 MCP Mail Tool - AI-powered email management tool | 基于 MCP 的智能邮件管理工具
C 59 64 76 62 0 34 90 86
12919
bitscorp-mcp
Access your Adjust data seamlessly from any MCP client. Query reports, metrics,…
C 59 55 60 42 N/A 23 81 80
12920
davidvc
Provides a project memory bank and RAG context provider for enhanced code under…
C 59 54 60 25 N/A 26 90 89
12921
mndambuki
Enables creation and management of Word documents from markdown content, with s…
C 59 66 90 58 0 19 81 97
12922
vinitv
Enables web search capabilities through the Tavily API. Allows users to search …
C 59 55 54 37 25 81 92
12923
chintan-diwakar
A Model Context Protocol server providing comprehensive access to Yahoo Finance…
C 59 55 61 25 34 81 94
12924
dvladimirov
A server implementation that provides a unified interface for OpenAI services, …
C 59 55 48 33 44 81 92
12925
klauern
MCP YNAB Server Claim 1
An MCP server that allows users to interact with YNAB data, enabling access to …
C 59 55 45 42 31 80 96
12926
aqara-docs
MySQL MCP Server Claim 1
Enables AI applications to interact with MySQL databases through a secure inter…
C 59 55 72 50 41 71 53
12927
apito-io
Apito MCP Server Claim 1
Enables LLMs to interact with Apito's system GraphQL API to build and manage he…
C 59 66 80 65 0 29 80 92
12928
Anilinfo2015
An MCP server that retrieves jokes from three different sources: Chuck Norris j…
C 59 55 53 17 49 83 100
12929
mfang0126
A Model Context Protocol (MCP) Server that provides unified access to multiple …
C 59 55 78 65 16 81 35
12930
KairosMobius
nexus-memory-mcp Claim
Persistent semantic memory for AI agents with knowledge graphs and Intelligence…
C 59 64 76 58 0 52 83 90
12931
liuyazui
Base64 MCP Server Claim
A simple and efficient MCP server that provides Base64 encoding and decoding fu…
C 59 55 60 36 22 81 89
12932
PhungXuanAnh
selenium-mcp-server Claim 1
A Model Context Protocol server providing web automation capabilities through S…
C 59 54 45 33 N/A 39 87 93
12933
QAInsights
k6-mcp-server Claim
Grafana k6 MCP Server for performance testing
C 59 54 48 32 N/A 42 87 90
12934
iceener
Enables management of Google Calendar events across multiple calendars with nat…
C 59 66 96 46 0 35 82 91
12935
Beyond-Network-AI
An extensible Model Context Protocol server that provides standardized access t…
C 59 66 74 73 0 48 82 73
12936
dmarsters
Provides a catalog of curated author writing styles and tools to blend or analy…
C 59 55 60 25 27 83 99
12937
Omkar4141
Test MCP Server Claim
A demonstration MCP server project showcasing both local and remote server setu…
C 59 55 62 31 30 80 86
12938
guangxiangdebizi
QMT-MCP Claim
QMT-MCP 模块化量化交易助手
C 59 54 54 36 N/A 21 90 86
12939
cuongpo
cuongpo-coti-mcp-1 Claim
Manage COTI accounts, deploy private ERC20 and ERC721 contracts, and transfer t…
C 59 66 72 61 0 47 76 100
12940
luochang212
Card Magic MCP Claim 1
Implements the Chico & Dico card magic trick by encoding a hidden fifth card wi…
C 59 55 56 41 50 83 62
12941
DXC-Lab-Linkage
A continuous integration server that automates Python code analysis, providing …
C 59 55 68 31 19 81 88
12942
quanticsoul4772
Enables formal logical reasoning, mathematical problem-solving, and proof const…
C 59 66 96 32 0 57 80 91
12943
bakhruhk
Automatically generates Anki flashcards from Notion pages by extracting questio…
C 59 55 48 36 34 81 96
12944
edgeedgehq
coverageunlocked Claim
AI-powered insurance denial appeals. Win probabilities, payer intelligence & re…
C 59 55 72 0 N/A 55 81 92
12945
Sauravmehto
Provides comprehensive stock intelligence workflows by integrating data from mu…
C 59 55 60 82 25 77 35
12946
jasonkneen
A TypeScript template for building Model Context Protocol servers that implemen…
C 59 55 62 82 20 81 35
12947
chronis10
Enables users to manage Gmail by fetching recent emails with pagination and cre…
C 59 54 50 38 N/A 21 90 93
12948
abhijeetka
A server that enables LLMs to manage Kubernetes clusters through natural langua…
C 59 55 68 25 23 81 94
12949
ashotchumore
my_new_mcp_server Claim
C 59 55 54 82 N/A 24 95 26
12950
rockmelodies
PocGenius Claim
Automatically generates pocsuite3-compliant POC (Proof of Concept) code from vu…
C 59 55 66 31 39 81 74
Showing 12901–12950 of 56925 servers
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