MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 3 weeks, 1 day ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
10051
mayank-ketkar-sf
ML Jupyter MCP Claim
Execute Python code with persistent state across Claude conversations using a b…
C 66 54 78 28 N/A 21 95 100
10052
devstacks-software-engineering
ID Generator MCP Claim
Provides AI assistants with capabilities to generate collision-resistant unique…
C 66 55 66 82 N/A 44 95 33
10053
securityfortech
secops-mcp Claim
All-in-one security testing toolbox that brings together popular open source to…
C 66 54 76 27 N/A 48 89 86
10054
DigiBugCat
Logpush MCP Claim
Enables reading and analyzing Cloudflare Workers logpush data stored in R2 buck…
C 66 55 66 52 27 80 99
10055
demomagic
Provide powerful document parsing capabilities by integrating with the Mineru A…
C 66 55 54 72 N/A 21 81 92
10056
anshulbehl
AAP MCP Server Claim
Enables comprehensive management of Ansible Automation Platform Controller and …
C 66 55 72 66 18 80 82
10057
quintonwall
fast-pyairbyte Claim
fast-pyairbyte lets you create a data pipeline in code ,from any Airbyte connec…
C 66 54 78 38 N/A 23 95 83
10058
Futuretechaiguy
A Model Context Protocol server that helps users create, validate, manage, and …
C 66 55 81 75 43 81 37
10059
ExactDoug
Fetch MCP Server Claim 1
Enables retrieval and processing of web page content for LLMs by converting HTM…
C 66 55 64 58 31 81 88
10060
JayDevelops
Pokemon MCP Server Claim
Enables users to access comprehensive Pokemon data through the PokeAPI, includi…
C 66 55 70 100 25 81 38
10061
jmtanguy
Provides access to official French legal databases (Légifrance and JudiLibre) f…
C 66 55 66 46 46 81 88
10062
Retio-ai
PageMap Claim
Structured web intelligence for AI agents. 5x fewer tokens than Playwright/Fire…
C 66 54 60 63 N/A 66 95 44
10063
dachienit
An MCP server that facilitates seamless interaction with SAP ABAP systems to ma…
C 66 55 69 82 49 80 40
10064
kakehashi-inc
Mattermost MCP Server Claim 1
A Model Context Protocol server that connects to Mattermost, allowing AI models…
C 66 55 41 68 53 81 89
10065
Mtar786
Example MCP Server Claim
A minimal Node.js Model Context Protocol server that exposes two simple tools (…
C 66 55 60 82 N/A 23 95 59
10066
davidteren
Provides audio playback functionality for AI agents, allowing them to play noti…
C 66 54 60 41 N/A 40 95 93
10067
Garoth
DALL-E MCP Server Claim 1
An MCP server that allows users to generate, edit, and create variations of ima…
C 66 55 79 61 20 81 76
10068
hummingbot
mcp Claim
MCP server exposing Hummingbot API for automated multi-exchange trading
C 66 54 78 22 N/A 71 81 84
10069
ilpr
waitlister Claim 1
MCP server for the Waitlister API — manage waitlist subscribers through AI assi…
C 66 54 45 68 N/A 34 81 100
10070
ndaniel
Aurora-MCP Claim
Enables querying relationships between plant species, small molecules, and mito…
C 66 55 66 46 45 81 90
10071
dealfluence
adeu Claim
Agentic DOCX Redlining Engine. Enables LLMs to read Word documents and inject n…
C 66 54 60 23 N/A 70 95 90
10072
joshp-f
E2B Remote Server Claim
Enable secure sandboxed command execution and file operations remotely. Manage …
C 66 54 40 63 N/A 41 95 91
10073
nklymok
Exposes Monobank personal account data through MCP tools, allowing users to fet…
C 66 55 60 68 21 81 92
10074
openSVM
An MCP server implementation that enables access to DexScreener API data, provi…
C 66 55 69 83 42 81 42
10075
adamkwhite
An MCP server that provides searchable local storage for Claude conversation hi…
C 66 54 55 36 N/A 56 91 96
10076
hacobell-inc
Qase MCP Server Claim 1
Enables integration with Qase test management platform to create, retrieve, and…
C 66 55 72 68 31 82 65
10077
yy1588133
Code Merge MCP Claim 1
A Model Context Protocol server that helps large language models process code r…
C 66 55 57 100 43 81 37
10078
fciaf420
A personal MCP server for managing Meteora decentralized liquidity market maker…
C 66 55 60 62 23 81 97
10079
K1ta141k
MCP Desktop Tools Claim 1
An MCP server that provides Claude with comprehensive desktop automation capabi…
C 66 55 45 100 N/A 27 95 52
10080
jasonkholden
Provides AI models with real-time data about New England's power grid through a…
C 66 55 68 37 40 82 100
10081
l1806858547
TiDB MCP Server Claim 1
A Model Context Protocol server that allows executing SELECT queries on TiDB da…
C 66 55 63 55 25 81 100
10082
hassansaadfr
Log Reader MCP Claim 2
An MCP server that provides AI assistants with direct access to application log…
C 66 54 33 60 N/A 60 94 91
10083
Srish-ty
A server that manages conversation context for LLM interactions, storing recent…
C 66 55 86 36 23 81 94
10084
anshulpatre
A production-ready server that connects LLMs and AI agents (Claude, ChatGPT) to…
C 66 54 72 43 N/A 16 95 95
10085
inventer-dev
Internet speed testing with network performance metrics including download/uplo…
C 66 55 66 33 68 82 88
10086
devbrother2024
A boilerplate project for quickly developing Model Context Protocol servers usi…
C 66 54 60 58 N/A 32 94 77
10087
SeoNaRu
Enables users to search for the latest news articles from The Guardian using ke…
C 66 54 72 72 N/A 24 95 51
10088
warengonzaga
Enables cross-chain bridging, multi-chain token swaps, and real-time pricing ac…
C 66 66 96 67 0 59 81 91
10089
h-lu
Paperlib MCP Claim
Enables academic literature management through PDF import, hybrid search, knowl…
C 66 55 54 67 48 81 76
10090
anupamsharnagat
A Python-based demonstration server showcasing multiple Model Context Protocol …
C 66 55 86 30 22 83 100
10091
go-rod
rod-mcp Claim
Rod-MCP provides browser automation capabilities for your applications by using…
C 66 54 68 31 N/A 45 87 99
10092
i-richardwang
Vision MCP Claim
Enables image analysis and understanding using Vision Language Models through O…
C 66 55 66 46 45 81 91
10093
qubaomingg
一个 Alpha Vantage API 查询 股票信息的 MCP server.
C 66 55 70 61 26 80 83
10094
apvlv
Allows AI assistants like Claude to directly interact with and control DaVinci …
C 66 54 72 31 N/A 49 77 100
10095
armonge
Wahoo MCP Server Claim 3
An MCP server for interacting with the Wahoo Cloud API to manage workouts, rout…
C 66 55 63 71 54 82 58
10096
lourencomaciel
sift-gateway Claim
Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-…
C 66 64 90 42 0 86 87 100
10097
OpalDecisionSciences
Provides intelligent OpenAI API token management with automatic switching betwe…
C 66 55 78 91 21 81 37
10098
AnkitDigitalsherpa
Echo Claim
Echo your input to test workflows and integrations. Validate formatting, prompt…
C 66 54 48 62 N/A 20 95 100
10099
mixophrygian
A local MCP server for retrieving and analyzing your browser history. Makes it…
C 66 54 70 25 N/A 42 95 98
10100
kychee-com
run402 Claim 1
Autonomous infra for Coding Agents paid by X402
C 66 55 72 58 71 80 49
Showing 10051–10100 of 30006 servers
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