MCP Server Quality Scores

Independent quality analysis of 57580 public MCP servers

57580
Discovered
29844
Scored
2112
Verified
16953
Complete

Last updated 22 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15651
slimslenderslacks
mcp-discord Claim 1
Interact with the Discord platform.
F 30 55 90 75 49 80 99
15652
JamieWonderchild
Enables seamless real-time collaboration between Claude Code and the Gemini CLI…
F 30 54 78 33 N/A 16 84 100
15653
oerc-s
primordia Claim 1
AI agent economic settlement. Verify receipts, emit meters (FREE). Net settleme…
F 30 66 90 66 0 42 77 96
15654
equilibrium-team
TweekIT MCP Server Claim 1
Normalize and convert more than 400 file types via TweekIT's hosted MCP streama…
F 30 66 72 68 0 74 77 98
15655
niradler
Planer MCP Server Claim 1
An intelligent task management server that generates context-aware engineering …
F 30 55 60 58 29 80 93
15656
TalaoDAO
MCP server for verifying EUDI/Talao wallet data via OIDC4VP (pull) for AI agent…
F 30 66 79 100 87 48 74 91
15657
jkawamoto
mcp-florence2 Claim 1 2
An MCP server for processing images using Florence-2
F 30 54 57 52 N/A 75 90 100
15658
chenningling
A Playwright-based tool that automates Xiaohongshu (Little Red Book) interactio…
F 30 54 60 36 N/A 19 82 76
15659
honeyvig
AI Vision MCP Server Claim 1 2
Enables AI-powered image and video analysis using Google Gemini and Vertex AI m…
F 30 55 84 61 48 80 91
15660
x51xxx
copilot-mcp-server Claim 1 2
MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for cod…
F 30 55 92 75 66 76 88
15661
pauloFroes
mcp-telegram Claim 1 2
An MCP server that wraps the Telegram Bot API into semantic tools for LLM agent…
F 30 54 51 72 N/A 35 89 92
15662
vad-007
A FastMCP server providing real-time weather, news retrieval, and local note ma…
F 30 55 50 20 27 76 100
15663
luc-me
LTspice MCP Server Claim 1
This server enables LLMs to design, simulate, and debug electronic circuits usi…
F 30 54 36 31 N/A 23 87 90
15664
PRIYADHARSANK
MCP Weather Project Claim 1 2
An MCP server that provides real-time weather alerts for US states using the Na…
F 30 55 45 31 27 80 97
15665
shifusen329
doc-lib-mcp Claim 1 2
A Model Context Protocol server for ingesting, chunking and semantically search…
F 30 55 63 58 31 76 92
15666
StevenFengLi
Haiguitang MCP Server Claim 1
Enables LLMs to host and play Situation Puzzle (海龟汤) games where users solve my…
F 30 54 50 50 N/A 23 87 76
15667
gluneau
Hive MCP Server Claim 1
Enables AI assistants to interact with the Hive blockchain through the Model Co…
F 30 66 60 71 0 53 80 99
15668
stefanskiasan
Semgrep MCP Server Claim 1 3
Enables integration of Semgrep in development environments via the MCP protocol…
F 30 55 78 61 35 74 92
15669
epicsagas
Expose Gemini CLI functionalities as MCP-compliant tools to enable AI agents to…
F 30 54 54 58 N/A 41 87 97
15670
kailashAppDev
GraphQL MCP Toolkit Claim 1 2
A Model Context Protocol server that enables LLMs to interact with GraphQL APIs…
F 30 55 45 61 31 80 90
15671
wowok-ai
WoWok MCP Server Claim 1
An AI-driven web3 collaboration protocol that enables users to create, collabor…
F 30 54 78 57 N/A 50 90 77
15672
howardpen9
kimi-code-mcp Claim 1 2
Connects Kimi Code with Claude Code, enabling Claude to delegate bulk codebase …
F 30 54 57 62 N/A 69 90 93
15673
gilby125
OpenCode MCP Tool Claim 1 2
Enables AI assistants to interact with multiple AI models through the OpenCode …
F 30 55 84 62 53 80 93
15674
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15675
antonpk1
Enables Claude to render interactive, real-time spreadsheets with streaming cel…
F 30 55 78 58 50 80 61
15676
JamesANZ
Exposes a large catalog of coding assistant prompts as MCP tools with model-awa…
F 30 54 78 61 N/A 51 89 90
15677
JaanLavaerts
MCP Playground Claim 1
A demonstration MCP server that provides access to a SQLite employee database w…
F 30 54 54 17 N/A 27 88 92
15678
shashwatgtm
craft-gtm-mcp Claim 1 2
8 strategic GTM tools: PMF, Launch, Interviews, Retention, Partners, Crisis, Co…
F 30 54 84 50 N/A 45 92 87
15679
mhcoen
mcp-relay Claim 1
Connects Claude Desktop and Claude Code, enabling autonomous exchange of messag…
F 30 54 72 72 N/A 47 90 96
15680
EyeSeeThru
JIT Tool Synthesis Claim 1 2
Enables on-demand generation of TypeScript tools using an LLM with human-in-the…
F 30 55 88 67 30 71 96
15681
getsec
JIRA MCP Server Claim 1
Enables AI systems to interact with JIRA through natural language, allowing use…
F 30 55 60 41 26 77 94
15682
rudra-pratapsingh
Enables automated README file management for development projects through MCP t…
F 30 55 56 17 21 76 76
15683
membranehq
mcp-server Claim 1
MCP Server for Membrane
F 30 55 80 42 N/A 60 80 67
15684
siscale
Arcanna MCP Server Claim 1
Enables interaction with Arcanna's AI-powered security use cases, allowing user…
F 30 55 78 67 35 74 90
15685
PewterZz
Pete Thinking Server Claim 1
Enable AI agents to perform sequential thinking processes with dynamic thought …
F 30 54 90 60 N/A 26 89 68
15686
RafalWilinski
aws-mcp Claim 1 2
Talk with your AWS using Claude. Model Context Protocol (MCP) server for AWS. B…
F 30 54 90 65 N/A 30 84 89
15687
mkmeral
Runs isolated AI agents in Docker containers with persistent workspaces and con…
F 30 55 70 57 64 77 98
15688
karthikingithub
Enables interaction with the Pagila sample PostgreSQL database through natural …
F 30 55 68 32 28 76 100
15689
aaronsb
A personality-based MCP server that enables AI assistants to manage WordPress c…
F 30 55 100 51 31 77 86
15690
polarnego
An MCP server that converts Markdown files containing Mermaid diagrams into PDF…
F 30 54 41 57 N/A 28 91 58
15691
raccoonaihq
Raccoon AI MCP Server Claim 1 3
A Model Context Protocol server that enables web browsing, data extraction, and…
F 30 55 45 57 20 76 90
15692
timeplus-io
mcp-timeplus Claim 1 2
Integration with Timeplus, a database for streaming data, such as Apache Kafka/…
F 30 55 82 43 63 77 88
15693
dappierai
dappier Claim 1
Enable fast, free real-time web search and access premium data from trusted med…
F 30 55 76 66 46 83 90
15694
crawlab-team
Crawlab MCP Server Claim 1 2
A Model Context Protocol server that allows AI applications to interact with Cr…
F 30 55 69 43 20 78 97
15695
malyalavenu
A TypeScript implementation of the Model Context Protocol server that enables s…
F 30 55 86 62 28 78 98
15696
greghughespdx
Enables interaction with Brain service for thought management, including saving…
F 30 55 54 41 25 76 94
15697
n-r-w
Provides LLMs with persistent memory across conversations using a knowledge gra…
F 30 55 94 74 57 80 83
15698
yedanyagamiai-cmd
9 remote MCP servers on Cloudflare Workers for AI agents. Free tier + Pro API k…
F 30 66 96 73 98 66 78 98
15699
aprem01
Enables AI clients to query Dakota Marketplace data by integrating directly wit…
F 30 54 78 66 N/A 35 88 100
15700
Datajang
mcp-narajangteo Claim 1
내 상황에 맞는 사업을 키워드 기반으로 알려주고 분석함
F 30 54 60 66 N/A 50 92 88
Showing 15651–15700 of 57580 servers
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