MCP Server Quality Scores

Independent quality analysis of 59993 public MCP servers

59993
Discovered
29913
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 43 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1201
SynclyAI
Gmail MCP Server Claim
Provides secure, read-only access to Gmail for Claude CLI with label-based filt…
B 80 55 88 67 74 80 91
1202
TimEvans
Claude Session MCP Claim 2
Provides Claude Code with programmatic session awareness to track context usage…
B 80 55 90 91 N/A 24 92 85
1203
tylerstoltz
ODBC MCP Server Claim
Enables LLM tools like Claude Desktop to query databases via ODBC connections, …
B 80 54 100 58 N/A 38 95 99
1204
cronus42
Provides tools for interacting with the Transmission BitTorrent client via natu…
B 80 54 90 67 N/A 34 95 100
1205
profitelligence
mcp-server Claim
Financial intelligence: insider trades, SEC filings, 13F holdings, and market s…
B 80 66 75 80 92 54 81 95
1206
minagishl
N Lobby MCP Server Claim 2
A Model Context Protocol server that provides secure access to N Lobby school p…
B 80 54 77 66 N/A 67 95 96
1207
kobzevvv
MoldSim MCP Server Claim 1
Injection molding simulation expertise — materials, process validation, and DFM…
B 80 55 90 100 N/A 57 92 50
1208
asume21
webear Claim
Give your AI coding assistant ears — capture, analyze, and describe live audio.
B 80 44 76 N/A N/A 61 83 98
1209
LangGPT
An MCP server that enables Claude to break down complex problems into manageabl…
B 80 55 75 100 N/A 25 95 90
1210
zcsabbagh
An MCP server for tracking student learning via a knowledge graph, with spaced …
B 80 55 90 82 N/A 45 81 89
1211
jscianna
Enables peer discovery and direct messaging between multiple Codex sessions run…
B 80 44 66 N/A N/A 57 95 100
1212
memstate-ai
memstate-mcp Claim
Versioned, structured memory for AI agents. Stores facts as keypaths with full …
B 80 66 84 80 97 35 80 93
1213
kenforthewin
Docker MCP Server Claim
Enables secure execution of shell commands and file operations within isolated …
B 80 55 90 71 52 81 98
1214
aashari
Atlassian Confluence Cloud integration. Enables AI systems to interact with Con…
B 80 55 94 70 65 80 84
1215
Vortiago
Tekna Events & News Claim 1
MCP server for Tekna events and news
B 80 44 57 N/A N/A 71 95 99
1216
aidongise-cell
Prism Scanner Claim
Security scanner for AI Agent skills, plugins, and MCP servers with A-F grading.
B 80 44 67 N/A N/A 59 95 97
1217 B 80 54 78 73 N/A 57 89 98
1218
srprasanna
MCP Skills Server Claim
MCP server that loads and serves skills from a mounted directory with hot reloa…
B 80 54 78 62 N/A 72 94 95
1219
dmayboroda
minima Claim
On-premises conversational RAG with configurable containers
B 80 54 84 63 N/A 61 90 97
1220
jagadeesh52423
Generates SVG diagram files from Mermaid syntax with support for multiple theme…
B 80 54 100 65 N/A 34 95 91
1221
domdomegg
Airtable database integration with schema inspection, read and write capabiliti…
B 80 54 78 63 N/A 78 87 97
1222
shiquda
roadmap-skill Claim 2
Enables AI agents and humans to collaboratively plan and manage tasks with a sh…
B 80 55 96 65 N/A 61 94 76
1223
joshrutkowski
applescript-mcp Claim 1
Enables LLM applications to interact with macOS through AppleScript.
B 80 55 92 82 N/A 55 95 66
1224
egulatee
codecov Claim 2
MCP server for querying Codecov coverage data with configurable URL support
B 80 54 79 71 N/A 77 83 93
1225
kj455
mcp-kibela Claim
📇 ☁️ Allows AI models to interact with [Kibela](https://kibe.la/)
B 80 54 94 51 N/A 66 90 96
1226
BigJai
tokennuke Claim 1
Code indexing MCP: 15 tools, 10 languages, hybrid search, call graphs, O(1) ret…
B 80 55 76 82 N/A 47 95 92
1227
czlonkowski
Enables AI agents to manage n8n workflow automation instances through tools for…
B 80 55 94 75 51 80 91
1228
batianVolyc
Enables remote control of AI coding assistants (Claude Code/Codex) via Telegram…
B 80 55 90 91 56 81 71
1229
winsthuang
Home Controller Claim
A unified smart home automation system that enables control and monitoring of M…
B 80 54 94 71 N/A 35 87 99
1230
grizzlypeaksoftware
Enables AI assistants to interact with Azure DevOps to manage work items, Git r…
B 80 55 86 72 58 81 96
1231
Dishant27
Enables interaction with X (formerly Twitter), allowing for posting tweets, sea…
B 80 55 96 75 39 80 100
1232
StacklokLabs
osv-mcp Claim
Access the OSV (Open Source Vulnerabilities) database for vulnerability informa…
B 80 55 86 62 78 81 92
1233
Kanne87
kg-mcp Claim 1
A Knowledge Graph MCP server optimized for LLM context efficiency through compa…
B 80 66 90 86 87 25 82 90
1234
mpzarde
Fabric MCP Server Claim 2
Enables Claude to use Fabric's AI patterns for content analysis, summarization,…
B 80 55 69 100 N/A 70 87 69
1235
imprvhub
An integration that allows Claude Desktop to interact with Hacker News using th…
B 80 55 90 58 67 83 98
1236
JustasMonkev
MCP server for automated web accessibility scanning with Playwright and Axe-cor…
B 80 54 79 70 N/A 74 95 82
1237
kael-bit
engram-rs Claim
Hierarchical memory engine for AI agents with automatic decay, promotion, seman…
B 80 54 76 70 N/A 80 83 94
1238
MichaelWeed
atlas-g-protocol Claim
Resume-as-an-Agent (RAAA) or Portfolio-as-an-Agent (PAAA) allows Agents to talk…
B 80 55 94 66 65 82 89
1239
marckrenn
rtfmbro-mcp Claim
rtfmbro provides always-up-to-date, version-specific package documentation as c…
B 80 66 96 76 86 36 81 92
1240
ragieai
Dynamic FastMCP extends the Model Context Protocol Python server with context-a…
B 80 54 96 70 N/A 28 95 94
1241
devilsfave
dagpipe Claim
Crash-proof LLM pipelines. Resumes from failure without a database.
B 80 55 90 61 N/A 72 82 94
1242
ssaurabh9
Taiga MCP Server Claim 1
Enables seamless integration between Large Language Models and Taiga project ma…
B 80 55 96 91 39 81 78
1243
NimbleBrainInc
upjack Claim
Declarative AI-native application framework — schema-driven entities, Markdown …
B 80 54 96 55 N/A 66 94 84
1244
alisaitteke
npm-mcp Claim 2
MCP server for npm package management, security analysis, and compatibility che…
B 80 55 85 100 N/A 58 95 48
1245
deepwriter-ai
Provides tools for creating, managing, and generating content for DeepWriter pr…
B 80 55 92 72 49 81 95
1246
Pimzino
A Model Context Protocol server providing AI assistants with comprehensive proj…
B 80 55 73 100 54 81 83
1247 B 80 54 94 61 N/A 50 92 94
1248
massive-com
Provides an LLM-friendly interface to the Massive.com financial data API throug…
B 80 55 84 68 81 80 88
1249
vapvarun
WP Astro MCP Claim 2
An MCP server that automates the migration of WordPress sites into production-r…
B 80 55 81 100 51 81 78
1250
sinjab
Enables extraction of YouTube video information including metadata (title, desc…
B 80 55 96 66 52 82 94
Showing 1201–1250 of 59993 servers
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