MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33695
Scored
→
2112
Verified
→
16953
Complete

Last updated 11 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1151
gkatechis
MCP Indexer ⚡ Claim 1
Enables semantic code search across multiple repositories using natural languag…
B 80 5⁄4 ◉ ⏳ 94 56 N/A 51 92 100
1152
shiquda
roadmap-skill ⚡ Claim 2
Enables AI agents and humans to collaboratively plan and manage tasks with a sh…
B 80 5⁄5 ◉ ⏳ 96 65 N/A 61 94 76
1153
jason-ung
starrocks-mcp ⚡ Claim 1
A read-only MCP server that enables users to query and explore StarRocks databa…
B 80 5⁄5 ◉ ⏳ 94 73 — 42 80 98
1154
minbang930
YouTube Vision ⚡ Claim
Analyze YouTube videos and extract insights using the Gemini Vision API. Get de…
B 80 5⁄4 ◉ ⏳ 84 77 N/A 46 90 94
1155
trillboards
DOOH advertising via AI agents. 5,000+ screens with edge AI audience intelligen…
B 80 6⁄6 ◉ ⏳ 96 70 92 50 82 81
1156
automators-com
Enables AI models to generate synthetic data, manage templates and connections,…
B 80 5⁄5 ◉ ⏳ 80 71 — 74 81 97
1157
LangGPT
An MCP server that enables Claude to break down complex problems into manageabl…
B 80 5⁄5 ◉ ⏳ 75 100 N/A 25 95 90
1158
vasylenko
bear-notes-mcp ⚡ Claim 1
MCP Server for Bear note taking app available as Claude Desktop extension or st…
B 80 4⁄4 ◉ ⏳ 60 N/A N/A 73 95 97
1159
CyberhavenInc
Enables secure filesystem access with privacy controls using .mcpignore files t…
B 80 5⁄4 ◉ ⏳ 78 60 N/A 67 95 100
1160
ShunsukeHayashi
Production toolkit for running GitNexus at scale — 26 repos, 43K symbols, 100K …
B 80 4⁄4 ◉ ⏳ 67 N/A N/A 61 95 97
1161
UI5
mcp-server ⚡ Claim 2
MCP server for SAPUI5/OpenUI5 development
B 80 5⁄5 ◉ ⏳ 51 100 N/A 84 95 75
1162
hakunapotato
Enable your LLM to manage tasks, projects, sections, comments, labels, and coll…
B 80 5⁄4 ◉ ⏳ 86 65 N/A 49 95 97
1163
LLMTooling
MDX MCP Server ⚡ Claim
Enables LLMs to read, search, convert, and extract metadata from MDX files, pro…
B 80 5⁄4 ◉ ⏳ 90 67 N/A 35 94 100
1164
wagnerlabs
A read-only Model Context Protocol server that enables LLMs to search, list, an…
B 80 5⁄4 ◉ ⏳ 82 72 — 53 92 96
1165
ykarapazar
word-mcp-live ⚡ Claim 1
Enables AI assistants to edit Microsoft Word documents live while they are open…
B 80 5⁄5 ◉ ⏳ 90 82 N/A 61 75 83
1166
healkeiser
fxhoudinimcp ⚡ Claim 1
Comprehensive MCP server for SideFX Houdini, offering 168 tools across 19 categ…
B 80 5⁄5 ◉ ⏳ 66 82 N/A 66 87 97
1167
pnizer
wweb-mcp ⚡ Claim
WhatsApp Web MCP Server
B 80 5⁄4 ◉ ⏳ 86 68 N/A 51 90 100
1168
netboxlabs
NetBox MCP Server ⚡ Claim
Read-only MCP server for NetBox that enables LLMs to query NetBox objects (devi…
B 80 5⁄4 ◉ ⏳ 78 70 — 76 90 88
1169
cristianoaredes
MCP Senado Federal ⚡ Claim
Enables AI assistants to query Brazilian Senate data including senators, bills,…
B 80 5⁄5 ◉ ⏳ 70 91 — 47 95 90
1170
vapvarun
WP Astro MCP ⚡ Claim 2
An MCP server that automates the migration of WordPress sites into production-r…
B 80 5⁄5 ◉ ⏳ 81 100 — 51 81 78
1171
HenkDz
A protocol server that enables interaction with self-hosted Supabase instances …
B 80 5⁄5 ◉ ⏳ 92 75 — 41 82 99
1172
qwe4559999
scopus-mcp ⚡ Claim 1
A Model Context Protocol (MCP) server for Elsevier Scopus. Allows AI assistants…
B 80 5⁄4 ◉ ⏳ 85 73 N/A 59 83 95
1173
nkapila6
mcp-meme-sticky ⚡ Claim 1
mcp-meme-sticky
B 80 5⁄5 ◉ ⏳ 76 100 — 49 81 85
1174
steiner385
Enables AI assistants to manage GitHub issues using deterministic priority scor…
B 80 5⁄4 ◉ ⏳ 72 72 N/A 74 95 89
1175
kushneryk
join.cloud ⚡ Claim 1
Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange…
B 80 5⁄4 ◉ ⏳ 71 100 — 55 76 95
1176
pathmodeio
Pathmode ⚡ Claim 2
Socratic AI that turns vague problems into structured intent specs — objective,…
B 80 5⁄5 ◉ ⏳ 88 82 — 52 83 88
1177
AbhinavBansal17
Enables reading and sending Gmail messages in headless/remote environments with…
B 80 5⁄5 ◉ ⏳ 96 71 — 47 81 94
1178
oilpriceapi
OilPriceAPI ⚡ Claim
Real-time oil, gas, and commodity prices. 40+ energy commodities including Bren…
B 80 5⁄4 ◉ ⏳ 72 71 N/A 66 95 94
1179
nitish-raj
SearXNG MCP Bridge ⚡ Claim 1
An MCP server that acts as a bridge to SearXNG instances, allowing AI models to…
B 80 5⁄5 ◉ ⏳ 75 71 — 82 80 96
1180
MarkusPfundstein
mcp-gsuite ⚡ Claim
Integration with gmail and Google Calendar.
B 80 5⁄5 ◉ ⏳ 96 68 — 48 80 100
1181
yokingma
time-mcp ⚡ Claim 1
⏰ Time MCP Server: Giving LLMs Time Awareness Capabilities
B 80 5⁄5 ◉ ⏳ 78 100 N/A 69 95 52
1182
Web3ViraLabs
ERPNext MCP Server ⚡ Claim
Enables AI assistants to interact with ERPNext/Frappe instances through the RES…
B 80 5⁄5 ◉ ⏳ 94 68 — 47 81 100
1183
cronus42
Provides tools for interacting with the Transmission BitTorrent client via natu…
B 80 5⁄4 ◉ ⏳ 90 67 N/A 34 95 100
1184
timothywarner-org
🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with produ…
B 80 5⁄4 ◉ ⏳ 90 55 N/A 59 95 96
1185
jayozer
MCP Outlook Server ⚡ Claim
Enables sending emails through Microsoft Outlook using the Microsoft Graph API.…
B 80 6⁄6 ◉ ⏳ 100 66 90 42 81 90
1186
aashari
Atlassian Confluence Cloud integration. Enables AI systems to interact with Con…
B 80 5⁄5 ◉ ⏳ 94 70 — 65 80 84
1187
abyssbugg
Task Manager ⚡ Claim
Enables users to manage tasks through a simple JSON file interface. Provides ba…
B 80 5⁄4 ◉ ⏳ 90 58 N/A 59 95 95
1188
TaylorChen
Enables querying, searching, and analyzing Cursor IDE conversation history from…
B 80 5⁄4 ◉ ⏳ 94 63 N/A 45 90 99
1189
rmarescu
Gumroad ⚡ Claim
A Model Context Protocol (MCP) server implementation for Gumroad, enabling MCP-…
B 80 5⁄5 ◉ ⏳ 96 66 — 47 81 100
1190
rodgomesc
A VSCode and Cursor extension that captures real-time terminal output and expos…
B 80 5⁄4 ◉ ⏳ 90 51 N/A 63 95 98
1191
kocierik
mcp-nomad ⚡ Claim
A nomad MCP Server (modelcontextprotocol)
B 80 5⁄4 ◉ ⏳ 80 66 N/A 75 89 93
1192
cyanheads
atlas-mcp-server ⚡ Claim
A Model Context Protocol (MCP) server for ATLAS, a Neo4j-powered task managemen…
B 80 5⁄4 ◉ ⏳ 94 51 N/A 71 90 91
1193
caffeineflo
Portainer MCP Server ⚡ Claim 1
Enables AI assistants to manage Docker containers, stacks, images, volumes, and…
B 80 5⁄5 ◉ ⏳ 100 72 — 39 82 95
1194
paperMoose
Dooist ⚡ Claim 1
A task management MCP server that allows users to create, list, and organize ta…
B 80 5⁄4 ◉ ⏳ 94 58 N/A 55 92 96
1195
domdomegg
Barcode Scanner ⚡ Claim 1
Scan and generate barcodes and QR codes.
B 80 5⁄5 ◉ ⏳ 78 100 N/A 73 95 47
1196
Pimzino
A Model Context Protocol server providing AI assistants with comprehensive proj…
B 80 5⁄5 ◉ ⏳ 73 100 — 54 81 83
1197
FosterG4
Extracts minimal, relevant code context from multiple programming languages whi…
B 80 5⁄4 ◉ ⏳ 100 58 N/A 43 95 90
1198
bunkerapps
Enables AI assistants to search products, compare prices, and find the best dea…
B 80 5⁄5 ◉ ⏳ 90 68 — 58 82 95
1199
JonyanDunh
Integrates Brave Search API to enable web, image, video, news, and local busine…
B 80 5⁄5 ◉ ⏳ 94 72 — 45 81 98
1200
Ansvar-Systems
ethiopian-law-mcp ⚡ Claim
Ethiopia legislation via MCP -- full-text search across statutes and provisions
B 80 5⁄4 ◉ ⏳ 75 93 N/A 34 95 91
Showing 1151–1200 of 68948 servers
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