MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 44 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1301
AbhinavBansal17
Enables reading and sending Gmail messages in headless/remote environments with…
B 80 55 96 71 47 81 94
1302
shensi8312
blogburst-mcp-server Claim 1
AI content generation, repurposing, and multi-platform publishing with [BlogBur…
B 80 54 90 67 47 95 91
1303
Jovancoding
Network-AI Claim
Multi-agent orchestration MCP server with race-condition-safe shared blackboard…
B 80 54 90 43 N/A 89 89 93
1304
vitali87
code-graph-rag Claim
The ultimate RAG for your monorepo. Query, understand, and edit multi-language …
B 80 54 75 61 N/A 69 95 100
1305
gurvinder-dhillon
PowerBI MCP Server Claim
Enables AI assistants to query PowerBI workspaces, datasets, and execute DAX qu…
B 80 55 84 74 75 81 87
1306
j0hanz
An MCP server that fetches web pages and converts them to clean, readable Markd…
B 80 54 84 72 N/A 60 89 91
1307
lininn
GitLab Review MCP Claim
Enables code review operations on GitHub and GitLab, including fetching pull/me…
B 80 55 84 100 77 81 52
1308
darshjoshi
Turn Claude into your F1 race engineer.
B 80 44 72 50 95 99
1309
kocierik
mcp-nomad Claim
A nomad MCP Server (modelcontextprotocol)
B 80 54 80 66 N/A 75 89 93
1310
healkeiser
fxhoudinimcp Claim 1
Comprehensive MCP server for SideFX Houdini, offering 168 tools across 19 categ…
B 80 55 66 82 N/A 66 87 97
1311
citesurf
Citesurf MCP Claim
Enables brand visibility monitoring across major AI platforms like ChatGPT, Cla…
B 80 55 84 72 60 82 100
1312
anzax
dockashell Claim
DockaShell is an MCP server that provides AI agents with isolated Docker contai…
B 80 54 94 46 N/A 70 95 91
1313
ShunsukeHayashi
Production toolkit for running GitNexus at scale — 26 repos, 43K symbols, 100K …
B 80 44 67 N/A N/A 61 95 97
1314
caffeineflo
Portainer MCP Server Claim 1
Enables AI assistants to manage Docker containers, stacks, images, volumes, and…
B 80 55 100 72 39 82 95
1315
berlinbra
alpha-vantage-mcp Claim
Alpha Vantage API integration to fetch both stock and crypto information
B 80 55 92 68 51 80 100
1316
arabold
docs-mcp-server Claim
Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Too…
B 80 54 84 43 N/A 91 94 94
1317
JonyanDunh
Integrates Brave Search API to enable web, image, video, news, and local busine…
B 80 55 94 72 45 81 98
1318
eznix86
MCP Gateway Claim
Aggregates multiple Model Context Protocol servers into a single gateway to pro…
B 80 55 92 60 76 80 92
1319
66julienmartin
A Node.js/TypeScript implementation of a Model Context Protocol server for the …
B 80 55 94 68 46 81 100
1320 B 80 54 78 73 N/A 57 89 98
1321
roboticforce
Sugar Claim 1
Autonomous AI development system with persistent task queue and background exec…
B 80 54 96 65 N/A 71 75 91
1322
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
1323
doko89
Enables personal project documentation management through local markdown files …
B 80 55 78 100 N/A 26 95 83
1324
SteveGustavson
mcp-imdb Claim
Enables access to IMDB movie and entertainment data through the Model Context P…
B 80 54 84 73 N/A 42 95 94
1325
aserper
Provides LLMs with real-time access to up-to-date documentation from PyPI, npm,…
B 80 55 84 82 61 81 84
1326
cronus42
Provides tools for interacting with the Transmission BitTorrent client via natu…
B 80 54 90 67 N/A 34 95 100
1327
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
1328
claude-did-this
MCPControl Claim 1
MCP server for Windows OS automation
B 80 55 86 66 N/A 74 81 93
1329
johannhartmann
An intelligent server that provides semantic code search, domain-driven analysi…
B 80 54 84 58 N/A 60 95 100
1330
rog0x
mcp-a11y-tools Claim
Provides AI agents with web accessibility analysis tools via MCP, enabling chec…
B 80 44 76 N/A N/A 40 95 100
1331
VAST-AI-Research
Tripo MCP Server Claim 1
Provides an interface between AI assistants and Tripo AI via Model Context Prot…
B 80 55 74 82 N/A 62 84 97
1332
pathmodeio
Pathmode Claim 2
Socratic AI that turns vague problems into structured intent specs — objective,…
B 80 55 88 82 52 83 88
1333
jscianna
Enables peer discovery and direct messaging between multiple Codex sessions run…
B 80 44 66 N/A N/A 57 95 100
1334
l4b4r4b4b4
portfolio-mcp Claim
A portfolio analysis MCP server that enables AI agents to manage investment por…
B 80 55 84 62 77 82 95
1335
JustasMonkev
MCP server for automated web accessibility scanning with Playwright and Axe-cor…
B 80 54 79 70 N/A 74 95 82
1336
Rookie0x80
DOCX-MCP Claim
Enables comprehensive Microsoft Word document manipulation through the Model Co…
B 80 55 84 82 N/A 28 95 99
1337
ForITLLC
Provides direct access to Microsoft Graph API with multi-tenant account managem…
B 80 55 100 66 47 81 96
1338
daedalus
mcp-epochs Claim
Provides current Unix timestamp in seconds, milliseconds, and ISO 8601 format t…
B 80 44 60 67 95 100
1339
MarkusPfundstein
mcp-gsuite Claim
Integration with gmail and Google Calendar.
B 80 55 96 68 48 80 100
1340
TranChiHuu
MCP SQL Server Claim
Enables querying and managing PostgreSQL and MySQL databases through natural la…
B 80 55 84 100 29 81 89
1341
lionkiii
rss-feeds-mcp Claim
RSS feeds MCP server with 8 tools — fetch, filter, search, and manage RSS feeds…
B 80 44 70 N/A N/A 53 95 99
1342
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
1343
LangGPT
An MCP server that enables Claude to break down complex problems into manageabl…
B 80 55 75 100 N/A 25 95 90
1344
aflekkas
reddit-mcp-server Claim
reddit-mcp-server
B 80 54 96 60 N/A 42 95 96
1345
shaktech786
Enables management of multi-platform streaming through the Restream API, allowi…
B 80 55 94 67 49 81 100
1346
qso-graph
adif-mcp Claim 1
Provides safe, typed access to Amateur Radio logging data with ADIF validation,…
B 80 55 76 82 68 95 74
1347
zoharbabin
⚠️ DEPRECATED — Use https://github.com/zoharbabin/web-researcher-mcp instead
B 80 55 100 60 N/A 78 78 81
1348
pranjalbishtadsk
APS ACC MCP Server Claim
Enables AI assistants to interact with Autodesk Construction Cloud (ACC) projec…
B 80 55 100 62 55 82 93
1349
etsd-tech
mcp-pointer Claim
Visual DOM element selector for agentic coding tools. Chrome extension + MCP se…
B 80 54 84 56 N/A 75 90 94
1350
Hannes221
kali-mcp Claim
Provides an MCP interface to a full Kali Linux environment running in Docker, e…
B 80 44 70 N/A N/A 53 95 99
Showing 1301–1350 of 66402 servers
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