MCP Server Quality Scores

Independent quality analysis of 59221 public MCP servers

59221
Discovered
29896
Scored
2112
Verified
16953
Complete

Last updated 55 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4101
DrunkOnJava
A basic example of developing and running serverless Model Context Protocol (MC…
B 75 66 78 75 85 21 81 93
4102
Birdsmith
Enables Claude Desktop to interact with the Gauntlet Incept system for generati…
B 75 55 94 73 17 80 92
4103
sophotechlabs
kube-lint-mcp Claim
MCP server to lint and validate Kubernetes-related manifests(Helm, FluxCD, Argo…
B 75 55 90 28 81 83 96
4104
sdlbp
swagger-mcp-tool Claim
A Bun-based MCP server that allows AI models to query Swagger/OpenAPI documenta…
B 75 55 88 52 50 81 100
4105
mikeysrecipes
Nostr MCP Server Claim 1
A Model Context Protocol server that enables AI models to interact with the Nos…
B 75 54 69 63 N/A 42 95 100
4106
JDJR2024
A document conversion server that transforms various file formats (PDFs, docume…
B 75 55 90 57 43 78 100
4107
mohammadnajeeb
MCP server that interfaces with the NCBI Entrez API to fetch detailed informati…
B 75 55 84 68 37 81 93
4108
yangjeep
Provides implementation guidance, code validation, and troubleshooting tools fo…
B 75 55 92 60 29 82 98
4109
strowk
mcp-k8s-go Claim
Kubernetes cluster operations through MCP
B 75 55 66 56 89 80 92
4110
clcc2019
Xray MCP Server Claim
Enables generation and validation of Xray-core proxy configurations using natur…
B 75 55 84 71 27 81 97
4111
antoniolg
Enables image generation and editing using Google Gemini AI with support for mu…
B 75 55 90 71 26 81 91
4112
ericsegovia
A basic serverless MCP server example running on Netlify Functions using Expres…
B 75 66 78 75 85 21 81 95
4113
MikahDev
Enables AI-driven interaction with Infor Birst analytics platform, providing 20…
B 75 55 84 60 45 81 100
4114
grandinh
MCP Prompt Optimizer Claim 1
Automatically analyzes and optimizes AI prompts by calculating clarity scores, …
B 75 55 94 56 47 80 91
4115
gyoridavid
short-video-maker Claim
Creates short videos for TikTok, Instagram Reels, and YouTube Shorts using the …
B 75 55 76 70 N/A 58 82 84
4116
cslv1
Enables AI agents to traverse SysML v2 model graphs, query requirements, and pe…
B 75 54 86 58 N/A 35 88 98
4117
erichung9060
android-mobile-mcp Claim
B 75 55 60 82 N/A 38 90 98
4118
BACH-AI-Tools
PDF Reader MCP Claim
A high-performance Model Context Protocol server that enables AI agents to extr…
B 75 55 68 66 71 83 91
4119
manasp21
PsiAnimator-MCP Claim
Enables quantum physics simulations and visualizations by integrating QuTip for…
B 75 54 96 36 N/A 61 95 83
4120
d3lta02
Prover MCP Claim 1
Enables AI assistants to control Succinct Prover Network operations on Sepolia …
B 75 54 84 68 N/A 21 90 98
4121
Salen-Project
ticktick-mcp Claim 1
[TickTick](https://ticktick.com/) MCP server using the official OAuth 2.0 API. …
B 75 55 61 75 63 78 100
4122
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
4123
jchambless
Provides AI-powered tools for MonoGame development, including API documentation…
B 75 54 84 62 N/A 38 92 89
4124
dynamicendpoints
Interact with Microsoft Bookings seamlessly through the Microsoft Graph API. Ac…
B 75 54 78 66 N/A 23 95 100
4125
sethclawd-prog
schemaguard Claim
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
B 75 54 76 58 N/A 50 95 91
4126
galacoder
Provides a standardized interface for LLMs to read, create, and manage Google C…
B 75 54 86 75 N/A 23 89 88
4127
ananddharne
Enables AI assistants to search and analyze Chrome browser history and bookmark…
B 75 54 92 60 N/A 21 95 91
4128
termau
SSH MCP Server Claim 1
Enables remote command execution and file management over SSH and SFTP, support…
B 75 54 78 65 N/A 28 92 100
4129
imdinu
apple-mail-mcp Claim
Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FT…
B 75 54 82 32 N/A 80 87 100
4130
Cam10001110101
This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama De…
B 75 55 84 58 54 76 97
4131
avac22
Tavily MCP Server Claim
Provides AI assistants with real-time web search, intelligent data extraction f…
B 75 55 84 71 42 81 86
4132
RegiByte
Todo List MCP Server Claim 1
A Model Context Protocol (MCP) server that provides tools for managing todo ite…
B 75 55 76 65 48 83 98
4133
shanewwarren
MCP-SST Claim 1
Enables monitoring and control of the SST development process by streaming dev …
B 75 54 94 52 N/A 31 89 95
4134
tech-curator
korean-patent-mcp Claim
Search Korean patents by applicant, retrieve detailed records by application nu…
B 75 55 66 82 N/A 50 92 80
4135
arkapravasinha
Groww MCP Claim
Enable seamless integration of Groww platform data and tools with language mode…
B 75 54 72 75 N/A 25 95 99
4136
ZackFairTS
Enables AI assistants to execute SQL queries against AWS Athena databases, chec…
B 75 55 84 55 56 81 93
4137
Mohit4022-cloud
Enables AI-powered marketing campaign management across Google Ads, Facebook Ad…
B 75 55 90 60 44 82 90
4138
talknerdytome-labs
This MCP server enables AI assistants to automatically sync Google Sheets data …
B 75 55 90 66 37 80 91
4139
geobio
Provides access to the National Park Service API to search for U.S. national pa…
B 75 55 78 72 48 82 90
4140
yoheimuta
protolint-mcp
B 75 55 96 25 79 81 95
4141
digitalxenon98
Tracks DB Schenker shipments by reference number, providing detailed shipment i…
B 75 55 78 55 55 83 100
4142
futuresearch
Give your AI a research team. Forecast, score, classify, or research every row …
B 75 54 88 42 N/A 75 83 88
4143
nntkio
UniFi MCP Server Claim
Enables AI assistants to interact with Ubiquiti UniFi network infrastructure fo…
B 75 55 78 61 50 81 100
4144
silenceper
mcp-k8s Claim
MCP-K8S is an AI-driven Kubernetes resource management tool that allows users t…
B 75 55 72 53 76 80 100
4145
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
4146
dbsectrainer
Universal data connector for CSV, Postgres, and REST APIs via DuckDB
B 75 44 63 N/A N/A 62 83 92
4147
ivanbaha
Enables AI agents to fetch, search, and retrieve markdown content from remote G…
B 75 55 78 72 41 81 95
4148
konarkm
X Search MCP Claim
Enables searching X (formerly Twitter) using xAI's Responses API with support f…
B 75 55 72 75 50 81 94
4149
visus-mcp
visus-mcp Claim
Security-first web access for Claude. Sanitizes pages, blocks injection, redact…
B 75 44 71 N/A N/A 28 95 96
4150
circuitry-dev
Connects AI coding agents to Circuitry's visual workflow platform, enabling the…
B 75 54 84 63 N/A 31 95 92
Showing 4101–4150 of 59221 servers
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