MCP Server Quality Scores

Independent quality analysis of 50632 public MCP servers

50632
Discovered
29751
Scored
2112
Verified
16952
Complete

Last updated 16 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14901
B-Step62
Enables access to prompt templates managed in MLflow through Claude Desktop, al…
F 30 55 76 57 20 80 91
14902
kstrikis
A Model Context Protocol server that enables collaborative debates between mult…
F 30 55 33 67 41 80 71
14903
AgentWong
IaC Memory MCP Server Claim 1 4
Enhances Claude AI with persistent memory storage for Infrastructure-as-Code co…
F 30 55 90 91 35 76 38
14904
hesiod-au
Python MCP Server Claim 1 2
A Model Context Protocol server that extracts and analyzes Python code structur…
F 30 54 57 55 N/A 49 91 91
14905
josemartinrodriguezmortaloni
WebSearch Claim 1 2
Built as a Model Context Protocol (MCP) server that provides advanced web searc…
F 30 55 64 25 17 76 84
14906
enemyrr
MCP-MySQL Server Claim 1
Enables AI models to perform MySQL database operations through a standardized i…
F 30 55 84 63 56 80 94
14907
havingautism
Qurio Claim 1
Qurio brings multi-provider models, custom agents, reusable skills, MCP servers…
F 30 54 100 43 N/A 48 87 99
14908
wanderingnature
FastMCP Claim 1 3
FastMCP is a comprehensive MCP server allowing secure and standardized data and…
F 30 55 90 45 50 76 89
14909
dojoengine
Sensei MCP Claim 1 3
A Model Context Protocol server that provides expert guidance for Dojo and Cair…
F 30 55 57 33 51 80 54
14910
stack-chan
stack-chan Claim 1
A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functio…
F 30 54 96 42 N/A 70 87 99
14911
w36zl
Provides access to the Netherlands National Archive collections through OAI-PMH…
F 30 55 62 62 25 77 87
14912
iRahulPandey
Serves prompt templates through a standardized protocol for transforming basic …
F 30 55 84 31 39 76 89
14913
AlvaroRamirezCastillo
greeting-mcp-server Claim 1 2
An MCP server greeting
F 30 54 15 63 N/A 26 94 100
14914
yuvalsuede
memory-mcp Claim 1
Persistent memory and automatic git snapshots for Claude Code, capturing decisi…
F 30 54 72 58 N/A 69 87 100
14915
Triple-Whale
triplewhale Claim 1
Triplewhale MCP Server
F 30 64 92 65 0 49 90 90
14916
asingh49-cmd
Enables Claude Desktop to interact with Snowflake databases through natural-lan…
F 30 54 58 22 N/A 21 84 96
14917
veysby
A basic MCP server adapted from the official quickstart guide that provides wea…
F 30 54 72 56 N/A 30 90 92
14918
Forge-Space
branding-mcp Claim 1
AI-powered brand identity generation via MCP with design tokens, typography, an…
F 30 54 60 43 N/A 90 88 87
14919
arjunkmrm
Analyze stocks and SEC filings to surface key insights, from price and volume t…
F 30 66 90 38 0 24 77 100
14920
matthewhand
mcp-any-openapi Claim 1
A Python-based MCP server that integrates OpenAPI-described REST APIs into MCP …
F 30 55 84 68 55 76 84
14921
sreeramkongeseri
TablaFocusMCP Claim 1 3
Unifies glossary lookup, composition design and validation, certification prepa…
F 30 55 63 82 96 90 35
14922
runbook-ai
Runbook AI MCP Server Claim 1 3
MCP server that provides browser automation capabilities through a Chrome exten…
F 30 54 71 52 N/A 51 90 90
14923
adamanz
Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal…
F 30 55 66 58 24 80 91
14924
kmaneesh
BioPython MCP Server Claim 1 3
Provides comprehensive BioPython capabilities for biological sequence analysis,…
F 30 55 62 82 79 77 89
14925
tanker327
Prompts MCP Server Claim 1 3
A Model Context Protocol server for managing prompt templates as markdown files…
F 30 54 75 56 N/A 40 90 100
14926
jimmyliao
ms-agentframework Claim 1
Production-ready integration of Microsoft Agent Framework with MCP, enabling AI…
F 30 55 86 56 47 76 100
14927
es617
serial-mcp-server Claim 1 3
Let AI agents interact with serial devices — list ports, connect, send, and rea…
F 30 55 96 74 N/A 85 88 76
14928
leandrogavidia
Search VeChain documentation, query on-chain data, and fetch fee suggestions wi…
F 30 66 72 62 0 52 74 91
14929
hoangnb24
MCP Code Mode Claim 1 2
Enables AI agents to write and execute Python code in an isolated sandbox that …
F 30 54 78 68 N/A 27 87 95
14930
xiangxiaobo
Copilot Leecher Claim 1 3
An MCP server that enables users to review and refine AI outputs through a loca…
F 30 54 75 58 N/A 32 90 75
14931
yairbarak22
Stevia Store MCP Server Claim 1 3
Enables managing an organic stevia products e-commerce store through natural la…
F 30 55 60 30 42 74 49
14932
Andrew-Beniash
MCP Command Server Claim 1 2
A secure server that allows LLM applications like Claude to execute whitelisted…
F 30 54 66 51 N/A 23 90 87
14933
duaghwls
Enables LLMs to organize and manage Windows file systems with intelligent file …
F 30 54 64 28 N/A 43 90 85
14934
arjunkmrm
Enable AI assistants to perform web searches using Perplexity's Sonar Pro.
F 30 66 74 62 0 34 76 100
14935
jhgaylor
HireBase MCP Server Claim 1
Provides tools to interact with the HireBase Job API, enabling users to search …
F 30 55 68 41 57 78 92
14936
leonaries
AI Picture MCP Server Claim 1 3
An MCP server that integrates Alibaba Cloud DashScope's FLUX model to provide A…
F 30 55 79 100 46 76 41
14937
Anansitrading
Sprite MCP Server Claim 1
Enables management of Sprite VMs through interactive dashboards and terminal in…
F 30 66 94 56 0 32 71 99
14938
kgprs
next-devtools-mcp Claim 1
next-devtools-mcp is a Model Context Protocol (MCP) server that provides Next.j…
F 30 66 86 63 0 36 80 89
14939
IgorKrupenja
Provides AI coding assistant rules and guidelines for Bürokratt modules, includ…
F 30 55 84 57 63 80 100
14940
emekaokoye
RDF Explorer Claim 1
The Model Context Protocol (MCP) server provides a conversational interface for…
F 30 55 72 33 42 76 99
14941
eins78
MeteoSwiss MCP Server Claim 1
Provides access to official MeteoSwiss weather data, including regional reports…
F 30 55 78 62 62 82 92
14942
Pearch-ai
mcp_pearch Claim 1
Best people search engine that reduces the time spent on talent discovery
F 30 55 76 42 38 82 86
14943
aleksandrkrivolap
Wordware MCP Claim 1 2
A Model Context Protocol server that bridges AI assistants like Claude with Wor…
F 30 55 69 66 21 76 18
14944
drtagkim
An MCP server that interfaces with Google NotebookLM to enable autonomous acade…
F 30 55 71 61 34 80 92
14945
riefer02
Mezmo MCP Server Claim 1 2
An MCP server for retrieving and filtering logs from Mezmo with a quota-conscio…
F 30 55 63 76 31 82 90
14946
0Thomas1
Enables users to manage Kanban-style tasks with priorities, tags, and statuses …
F 30 55 60 52 31 76 99
14947
CaptainCrouton89
A starter template for building custom MCP servers with example tools, TypeScri…
F 30 55 60 62 28 80 87
14948
ShivamGoyal03
This repository is the official companion for the Azure AI Foundry Agent Servic…
F 30 54 80 43 N/A 37 90 91 JU
14949
v3nom
Fetches web page content, converts it to Markdown, and optionally processes it …
F 30 55 90 56 50 76 91
14950
martinuslee
Oh My KEGG MCP Claim 1 2
An MCP server that provides access to the Kyoto Encyclopedia of Genes and Genom…
F 30 55 55 31 42 77 94
Showing 14901–14950 of 50632 servers
« Prev 1 297 298 299 300 301 1013 Next »