MCP Server Quality Scores

Independent quality analysis of 67226 public MCP servers

67226
Discovered
32320
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 28 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
14951
kamath
Provide a simple MCP server implementation to demonstrate integration with Sent…
F 30 54 30 62 N/A 19 89 100
14952
arjunkmrm
Analyze stocks and SEC filings to surface key insights, from price and volume t…
F 30 66 90 38 0 24 77 100
14953
nmontoro44
Enables Claude to collect and search for product feedback directly from Slack w…
F 30 55 78 56 27 82 93
14954
blurrah
mcp-graphql Claim 1
Allows the AI to query GraphQL servers
F 30 55 68 61 74 80 96
14955
dannwaneri
Vectorize MCP Server Claim 1 3
Provides semantic search capabilities by connecting Claude Desktop to a Cloudfl…
F 30 55 78 100 25 80 43
14956
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
14957
moonlabsai
A server implementing the Model Context Protocol that enables users to retrieve…
F 30 55 60 25 15 80 90
14958
Fibery-inc
fibery Claim 1
Interact with your Fibery workspace.
F 30 55 84 65 50 83 88
14959
lsemenenko
OpenHue MCP Server Claim 1 4
Enables control of Philips Hue lights through Claude and other LLM interfaces u…
F 30 55 78 100 32 71 36
14960
aldrin-labs
solan docs context
F 30 54 78 58 N/A 41 89 92
14961
pinkpixel-dev
MCPollinations Claim 1 3
A Model Context Protocol (MCP) server that enables AI assistants to generate im…
F 30 55 55 82 N/A 79 78 59
14962
fkom13
Enables AI agents and automation scripts to securely interact with self-hosted …
F 30 55 72 63 31 69 86
14963
chughtapan
Build and deploy pragmatic retrieval-augmented generation (RAG) agents efficien…
F 30 54 48 58 N/A 24 90 85
14964
ferdousbhai
wsb-analyst-mcp Claim 1
Reddit integration to analyze content on WallStreetBets community
F 30 55 62 58 47 76 92
14965
Victorzwx
Zhihu MCP Server Claim 1 2
A Model Context Protocol server that enables users to automatically generate ar…
F 30 54 45 31 N/A 30 87 76
14966
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
14967
HireTechUpUp
MCP Server for NovaCV Claim 1 2
A Model Context Protocol server for accessing NovaCV resume services API, enabl…
F 30 55 33 71 25 78 91
14968
git-guocc
Enables automated collection and AI-powered filtering of public QQ channel post…
F 30 55 42 33 20 80 85
14969
AzDeltaQQ
A Model Context Protocol server that enhances Claude in Cursor AI with advanced…
F 30 54 63 62 N/A 27 90 75
14970
Barnettxxf
Translation MCP Server Claim 1 2
An AI-driven text translation service supporting 20+ languages, based on the Mo…
F 30 55 72 58 21 80 85
14971
Vikrant-Khedkar
API Tester MCP Server Claim 1 3
A Model Context Protocol server that allows Claude to make API requests on your…
F 30 55 51 31 20 80 99
14972
funkytownk
Analyze Gold IRA sales call transcripts to surface key insights, objections, an…
F 30 54 60 62 N/A 17 88 91
14973
Intina47
context-sync Claim 1 2
Universal AI Memory - Sync context across Claude, VsCode, Cursor, Continue, Win…
F 30 54 90 58 N/A 76 90 92
14974
ryoooo
e-Gov Law MCP Server Claim 1
Enables intelligent search and retrieval of Japanese legal statutes through the…
F 30 55 54 43 51 78 88
14975
ddnet-repo
Card Catalog Claim 1
Certification authority for AI agents. Register, take adversarial exams, earn c…
F 30 66 96 92 97 45 80 100
14976
mochow13
Provide academic paper search capabilities by querying Google Scholar through a…
F 30 66 96 10 0 15 80 96
14977
amiralamox
Jira JQL Tool Claim 1
Enables Claude to interact with Jira through JQL (Jira Query Language) queries …
F 30 54 74 68 N/A 25 84 87
14978
SonarSource
sonarqube-mcp-server Claim 1 3
An MCP server that enables integration with SonarQube Server or Cloud for code …
F 30 64 65 25 0 53 83 65
14979
jlokos
RayBridge Claim 1
Bridges locally installed Raycast extensions to any MCP-compatible client via s…
F 30 55 96 66 63 80 67
14980
EBonura
PICO-8 MCP Server Claim 1 2
An MCP server for analyzing, manipulating, and documenting PICO-8 game carts us…
F 30 54 75 53 N/A 32 87 100
14981
gabriellsanabria
An advanced Model Context Protocol server that integrates real-time weather dat…
F 30 55 84 60 25 74 92
14982
jonathanfischer97
The server facilitates access to Julia documentation and source code through Cl…
F 30 55 60 58 61 76 89
14983
RedHatInsights
Model Context Protocol server for Red Hat Lightspeed - advisor, image builder, …
F 30 55 94 74 N/A 75 85 92
14984
TheoLawrence86
Interfaces with the Perplexity AI API to provide advanced question answering ca…
F 30 55 84 71 20 78 94
14985
buddhdev-harsh
linkedmcp Claim 1
linkedmcp
F 30 55 54 100 N/A 39 87 46
14986
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
14987
asingh49-cmd
Enables Claude Desktop to interact with Snowflake databases through natural-lan…
F 30 54 58 22 N/A 21 84 96
14988
7836246
claude-team-mcp Claim 1 2
🤖 Multi-Agent MCP Server - Let Claude Code / Windsurf / Cursor orchestrate GPT,…
F 30 55 90 61 N/A 80 76 91
14989
gifflet
Graphiti MCP Server Claim 1
A knowledge graph server for AI agents, built with Neo4j and integrated with Mo…
F 30 54 78 67 45 87 95
14990
sentien-labs
verdictswarm-mcp Claim 1
Multi-AI crypto token scanner. 6 AI agents independently analyze and debate tok…
F 30 66 72 43 0 73 82 88
14991
jiliangmason
A FastMCP-based server that supports SSE real-time event streaming and tool cal…
F 30 54 66 57 N/A 46 87 87
14992
keleshteri
MCP MySQL Server Claim 1
Enables Claude Desktop to interact with MySQL databases through secure query ex…
F 30 55 84 60 26 80 91
14993
ChristopheZhao
Enables AI-assisted image generation from text prompts using multiple providers…
F 30 66 96 68 0 60 76 90
14994
nolan57
MCP Cron Server Claim 1 3
A standalone scheduling service providing cron-like job capabilities through th…
F 30 54 86 60 N/A 30 87 64
14995
caroline-davis
MCP Basics Claim 1 2
A centralized Model Context Protocol server that provides common development to…
F 30 54 78 56 N/A 28 82 88
14996
adamanz
Enables AI agents to analyze videos and images using Qwen3-VL deployed on Modal…
F 30 55 66 58 24 80 91
14997
sjquant
LLM Bridge MCP Claim 1
Enables AI agents to interact with multiple LLM providers (OpenAI, Anthropic, G…
F 30 55 66 60 59 80 98
14998
moimran
EVE-NG MCP Server Claim 1 3
A Model Context Protocol server that enables LLMs to manage network topologies,…
F 30 55 57 66 28 82 93
14999
BLACKHKER
mcp2mqtt Claim 1
This server bridges the Model Context Protocol (MCP) to the MQTT protocol, allo…
F 30 54 82 67 N/A 30 89 99
15000
4regab
tasksync-mcp Claim 1
MCP server to give new instructions to agent while its working. It uses the get…
F 30 55 90 82 56 80 88
Showing 14951–15000 of 67226 servers
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