MCP Server Quality Scores

Independent quality analysis of 68948 public MCP servers

68948
Discovered
→
33703
Scored
→
2112
Verified
→
16953
Complete

Last updated 35 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1301
SampsonKY
sl-test ⚡ Claim
sl-test
B 80 5⁄4 ◉ ⏳ 90 61 N/A 54 95 92
1302
Ansvar-Systems
canadian-law-mcp ⚡ Claim
Canadian federal law database — PIPEDA, CASL, cybercrime, corporate law with fu…
B 80 5⁄4 ◉ ⏳ 75 93 N/A 37 95 91
1303
rog0x
git ⚡ Claim
Git log, diff, blame, branch stats for AI agents
B 80 4⁄4 ◉ ⏳ 72 N/A N/A 55 95 93
1304
arabold
docs-mcp-server ⚡ Claim
Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Too…
B 80 5⁄4 ◉ ⏳ 84 43 N/A 91 94 94
1305
peadams21
Provides comprehensive Google Calendar integration capabilities allowing AI ass…
B 80 5⁄5 ◉ ⏳ 94 75 — 42 80 98
1306
ludmila-omlopes
MCP stdio server for analyzing YouTube videos with Google Gemini
B 80 4⁄4 ◉ ⏳ 84 N/A N/A 55 83 93
1307
etsd-tech
mcp-pointer Claim
Visual DOM element selector for agentic coding tools. Chrome extension + MCP se…
B 80 5⁄4 ◉ ⏳ 84 56 N/A 75 90 94
1308
joachimBrindeau
Domain MCP ⚡ Claim
Enables natural language domain management through Dynadot, supporting domain r…
B 80 5⁄5 ◉ ⏳ 88 68 — 70 83 91
1309
shensi8312
blogburst-mcp-server ⚡ Claim 1
AI content generation, repurposing, and multi-platform publishing with [BlogBur…
B 80 5⁄4 ◉ ⏳ 90 67 — 47 95 91
1310
zcsabbagh
An MCP server for tracking student learning via a knowledge graph, with spaced …
B 80 5⁄5 ◉ ⏳ 90 82 N/A 45 81 89
1311
muammar-yacoob
Gmail Manager ⚡ Claim
Gmail Manager MCP gives Claude Desktop direct access to your Gmail inbox, allow…
B 80 5⁄4 ◉ ⏳ 68 73 N/A 69 90 100
1312
vanderheijden86
A Model Context Protocol server that connects AI assistants like Claude to Mone…
B 80 5⁄4 ◉ ⏳ 92 68 — 59 88 87
1313
FuzzingLabs
mcp-security-hub ⚡ Claim
A growing collection of MCP servers bringing offensive security tools to AI ass…
B 80 5⁄4 ◉ ⏳ 96 58 N/A 57 87 96
1314
Justice219
roblox-studio-mcp ⚡ Claim 1
Connect AI assistants to Roblox Studio — manipulate the DataModel with 14 tools
B 80 5⁄5 ◉ ⏳ 82 100 N/A 32 95 75
1315
Jovancoding
Network-AI ⚡ Claim
Multi-agent orchestration with a race-condition-safe shared blackboard, agent s…
B 80 5⁄4 ◉ ⏳ 90 43 N/A 89 89 93
1316
MichaelWeed
atlas-g-protocol ⚡ Claim
Resume-as-an-Agent (RAAA) or Portfolio-as-an-Agent (PAAA) allows Agents to talk…
B 80 5⁄5 ◉ ⏳ 94 66 — 65 82 89
1317
mastrophot
MCP smart contract scanner with NEAR-focused security context.
B 80 5⁄4 ◉ ⏳ 78 63 N/A 74 94 93
1318
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
1319
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
1320
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
1321
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
1322
jordanburke
reddit-mcp-server ⚡ Claim 2
Reddit MCP server with full read/write - posts, comments, search, and content c…
B 80 5⁄4 ◉ ⏳ 84 72 N/A 81 67 99
1323
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
1324
TimEvans
Claude Session MCP ⚡ Claim 2
Provides Claude Code with programmatic session awareness to track context usage…
B 80 5⁄5 ◉ ⏳ 90 91 N/A 24 92 85
1325
SackeyDavid
Enables sending end-of-day (EOD) status updates directly to Slack channels from…
B 80 5⁄5 ◉ ⏳ 78 100 N/A 26 95 83
1326
automators-com
Enables AI models to generate synthetic data, manage templates and connections,…
B 80 5⁄5 ◉ ⏳ 80 71 — 74 81 97
1327
prmail
MoneyChoice ⚡ Claim
The MoneyChoice MCP Server delivers institutional-grade economic forecasts powe…
B 80 6⁄6 ◉ ⏳ 78 86 99 26 82 94
1328
ArchAI-Labs
A Model Context Protocol (MCP) server that provides a set of tools for retrievi…
B 80 5⁄4 ◉ ⏳ 72 76 N/A 59 90 100
1329
trillboards
DOOH advertising via AI agents. 5,000+ screens with edge AI audience intelligen…
B 80 6⁄6 ◉ ⏳ 96 70 92 50 82 81
1330
CyberhavenInc
Enables secure filesystem access with privacy controls using .mcpignore files t…
B 80 5⁄4 ◉ ⏳ 78 60 N/A 67 95 100
1331
ainetwork-ai
Enables AI agents to seamlessly interact with Google Sheets through secure OAut…
B 80 5⁄5 ◉ ⏳ 96 75 — 46 81 93
1332
UI5
mcp-server ⚡ Claim 2
MCP server for SAPUI5/OpenUI5 development
B 80 5⁄5 ◉ ⏳ 51 100 N/A 84 95 75
1333
hakunapotato
Enable your LLM to manage tasks, projects, sections, comments, labels, and coll…
B 80 5⁄4 ◉ ⏳ 86 65 N/A 49 95 97
1334
better-auth
Better Icons ⚡ Claim
Provides access to over 200,000 icons from 150+ collections with features for s…
B 80 5⁄5 ◉ ⏳ 82 65 — 76 82 94
1335
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
1336
peureka
agentlookup-mcp ⚡ Claim
Search, discover, and register AI agents in the public registry at agentlookup.…
B 80 4⁄4 ◉ ⏳ 72 N/A N/A 50 95 96
1337
wagnerlabs
A read-only Model Context Protocol server that enables LLMs to search, list, an…
B 80 5⁄4 ◉ ⏳ 82 72 — 53 92 96
1338
YourLifewithAI
Collaborative engineering KB for a mile-high city. 9 tools, 8 domains, 32 entri…
B 80 6⁄6 ◉ ⏳ 92 66 95 32 81 98
1339
steiner385
Enables AI assistants to manage GitHub issues using deterministic priority scor…
B 80 5⁄4 ◉ ⏳ 72 72 N/A 74 95 89
1340
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
1341
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
1342
kousunh
Excel MCP Server ⚡ Claim
Enables AI assistants to perform comprehensive Microsoft Excel operations inclu…
B 80 5⁄5 ◉ ⏳ 78 82 N/A 49 95 88
1343
bucketeer-io
Bucketeer MCP Server ⚡ Claim 1
A Model Context Protocol server that enables management of feature flags in Buc…
B 80 5⁄5 ◉ ⏳ 77 77 — 76 81 91
1344
OtherVibes
mcp-as-a-judge ⚡ Claim
MCP as a Judge: a behavioral MCP that strengthens AI coding assistants via expl…
B 80 5⁄5 ◉ ⏳ 60 82 N/A 81 95 86
1345
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
1346
citesurf
Citesurf MCP ⚡ Claim
Enables brand visibility monitoring across major AI platforms like ChatGPT, Cla…
B 80 5⁄5 ◉ ⏳ 84 72 — 60 82 100
1347
UI5
MCP server for UI5 Web Components development assistance
B 80 5⁄4 ◉ ⏳ 75 65 N/A 82 90 92
1348
willianpinho
large-file-mcp ⚡ Claim 1
Production-ready MCP server for intelligent handling of large files with smart …
B 80 5⁄4 ◉ ⏳ 92 58 N/A 63 92 93
1349
iceener
Files MCP Server ⚡ Claim
Enables AI agents to safely explore directories, read files, search content by …
B 80 5⁄4 ◉ ⏳ 96 75 N/A 32 95 88
1350
lininn
GitLab Review MCP ⚡ Claim
Enables code review operations on GitHub and GitLab, including fetching pull/me…
B 80 5⁄5 ◉ ⏳ 84 100 — 77 81 52
Showing 1301–1350 of 68948 servers
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