MCP Server Quality Scores

Independent quality analysis of 67197 public MCP servers

67197
Discovered
32318
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 4 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
4101
punkpeye
Aptos Blockchain MCP Claim 2
Integrates Aptos blockchain access into AI applications, enabling interaction w…
B 75 55 84 100 41 81 54
4102
Siddhant-K-code
MCP server designed to help you search and analyze your photo library (iCloud -…
B 75 54 94 53 N/A 39 90 89
4103
Cam10001110101
This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama De…
B 75 55 84 58 54 76 97
4104
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
4105
negokaz
Excel MCP Server Claim 1
A Model Context Protocol server that enables AI assistants to read from and wri…
B 75 55 57 75 72 80 97
4106
jeelidev
Provides AI assistants with persistent, graph-based memory using Neo4j, enablin…
B 75 55 60 100 50 81 78
4107
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
4108
RubenReyesss
An enterprise-ready MCP server that provides persistent sentiment analytics, ch…
B 75 54 96 56 N/A 24 91 90
4109
jackfioru92
MCP server for Aruba email and calendar via IMAP/SMTP/CalDAV
B 75 55 61 82 N/A 57 83 93
4110
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
4111
thisnick
Allows interaction with Google Calendar through Claude Desktop using the Model …
B 75 55 96 70 22 78 93
4112
1282saa
bk_mcp Claim 1
B 75 54 78 67 N/A 39 92 90
4113
jgarciaga
Enables interaction with Overseerr API to manage movie and TV show requests, al…
B 75 55 84 63 38 81 98
4114
dotnetpower
infomesh Claim 1
Fully decentralized P2P web search engine for LLMs. Crawls, indexes, and search…
B 75 54 64 62 N/A 84 90 79
4115
matipojo
Enables managing personal information with dynamic topic-based organization (ta…
B 75 55 80 73 30 82 97
4116
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
4117
aircodelabs
The ultimate AI-powered generator for llms.txt and llms-full.txt files.
B 75 54 84 46 N/A 56 95 89
4118
lebrodus
Playwright MCP Server Claim 1
A server that enables browser automation using Playwright, allowing interaction…
B 75 54 90 58 N/A 20 95 99
4119
getplatform
Enables sending transactional emails through GetMailer from AI assistants. Supp…
B 75 55 90 66 30 81 96
4120
hillaryTse
HackerNews MCP Server Claim 1
Enables AI agents and developers to search, retrieve, and analyze HackerNews co…
B 75 55 84 67 35 83 95
4121
Lee-SiHyeon
mcp-server-3gpp Claim 2
Enables AI assistants to search and retrieve information from 3GPP specificatio…
B 75 55 72 100 50 76 68
4122
blueprint-infrastructure
Solentic Claim
Native Solana staking infrastructure for AI agents. 18 MCP tools for staking, u…
B 75 55 63 80 49 81 100
4123
IBM
IBM/mcp-cli Claim
Yet another CLI tool for testing MCP servers.
B 75 54 84 31 N/A 69 94 100
4124
QuantGeekDev
coincap-mcp Claim 2
Real-time cryptocurrency market data integration using CoinCap's public API, pr…
B 75 55 88 56 44 81 98
4125
BurtTheCoder
mcp-maigret Claim 2
MCP server for maigret, a powerful OSINT tool that collects user account inform…
B 75 55 75 65 61 82 92
4126
morahan
Provides fast, multilingual spell-checking for text and files, featuring syntax…
B 75 54 78 52 N/A 46 92 100
4127
vincentf305
Deepseek MCP Server Claim 1
A Model Control Protocol server implementation that allows Claude Desktop to us…
B 75 55 90 67 34 80 92
4128
shjanjua
PPTX MCP Server Claim 2
Enables AI assistants to create, edit, and manipulate PowerPoint presentations …
B 75 55 78 91 N/A 21 87 84
4129
ayoubzeroual
Enables web search functionality through Perplexity AI's API with time-based fi…
B 75 55 78 65 43 81 100
4130
onlitec
VPS MCP Server Claim 2
Enables AI models to manage Docker containers, images, networks, and volumes th…
B 75 55 72 100 31 80 79
4131
gr3enarr0w
Intelligently engineers and optimizes prompts for Claude Code with automatic la…
B 75 55 86 100 N/A 38 95 36
4132
munch-group
Ensembl MCP Server Claim 1
Provides access to the Ensembl genomics REST API with 30+ tools for genomic dat…
B 75 55 92 100 42 81 42
4133
fshamim
mcp-server-zep-cloud Claim 1
mcp-server-zep-cloud
B 75 55 94 91 45 81 46
4134
streamnative
Developer-friendly MCP server bridging Kafka and Pulsar protocols—built with ❤️…
B 75 54 90 37 N/A 73 89 87
4135
fwextensions
Form.io MCP Server Claim
Enables AI assistants to interact with Form.io's API to create, read, update, a…
B 75 55 84 71 29 81 97
4136
evalstate
mcp-miro Claim 2
Access MIRO whiteboards, bulk create and read items. Requires OAUTH key for RES…
B 75 55 84 68 44 76 93
4137
lcbcFoo
Provides AI coding assistants with persistent, context-rich memory of a codebas…
B 75 54 92 48 N/A 41 92 92
4138
dhippley
Enables interaction with Azure DevOps through Cursor chat, providing tools to m…
B 75 55 84 76 19 81 98
4139
ntdef
YNAB MCP Server Claim 1
A Model Context Protocol server that enables interaction with You Need A Budget…
B 75 55 77 57 55 82 100
4140
mohammadnajeeb
MCP server that interfaces with the NCBI Entrez API to fetch detailed informati…
B 75 55 84 68 37 81 93
4141
BAS-More
total-recall Claim
Persistent, verified, cross-session memory for AI agents. 26 tools. SQLite + sy…
B 75 44 53 N/A N/A 59 95 96
4142
shawndrake2
Provides access to Yelp's business database for searching local businesses, ret…
B 75 55 94 100 27 80 53
4143
holocode-ai
rembg-mcp Claim 1
Enables removing image backgrounds using AI models through MCP-compatible tools…
B 75 54 84 56 N/A 40 92 95
4144
NOVA-3951
replit-mcp Claim 1
B 75 54 78 68 N/A 29 90 100
4145
lennyzeltser
Turns any static website into an MCP-searchable knowledge base by deploying a C…
B 75 55 76 63 54 81 99
4146
TBosak
Specbridge Claim 1
An MCP server that automatically converts OpenAPI specifications into MCP tools…
B 75 55 59 93 46 81 90
4147
mehularora8
Todoist MCP Server Claim
An unofficial MCP server that enables AI agents to create and list tasks in Tod…
B 75 55 74 82 42 81 89
4148
CartographAI
Generates and queries a graph representation of a codebase to identify entities…
B 75 54 86 56 N/A 43 87 94
4149
ayushtiwari110
Enables AI agents to execute C++ code, test solutions against multiple test cas…
B 75 55 84 72 27 80 97
4150
drewsungg
Provides Pokemon Showdown competitive battle data to AI assistants, enabling lo…
B 75 55 90 50 51 80 100
Showing 4101–4150 of 67197 servers
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