MCP Server Quality Scores

Independent quality analysis of 66402 public MCP servers

66402
Discovered
31753
Scored
2112
Verified
16953
Complete

Last updated 1 hour, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
1401
thebasedcapital
brainbox Claim
Hebbian memory for AI agents. Learns file patterns, predicts next tools, saves …
B 80 54 82 62 N/A 71 90 95
1402
massive-com
Provides an LLM-friendly interface to the Massive.com financial data API throug…
B 80 55 84 68 81 80 88
1403
drunnells
Enables LLMs to interact with and control the Pulsar text editor through a vari…
B 80 54 86 70 N/A 48 90 96
1404
shwetank-dev
mcp-calendly Claim
Enables interaction with Calendly to manage event types, scheduled events, and …
B 80 55 84 65 72 82 99
1405
giovanemartins
localstack Claim 2
MCP server for LocalStack AWS services, enabling AI agents to interact with loc…
B 80 55 73 100 N/A 72 75 76
1406
growilabs
growi-mcp-server Claim
Official MCP Server to integrate with GROWI APIs.
B 80 55 88 72 60 82 91
1407
huangfeng19820712
MySQL MCP Server Claim
Enables AI models to interact with MySQL databases through a standardized inter…
B 80 55 96 58 63 81 99
1408
visaacceptance
The Visa Acceptance Model Context Protocol server allows you to integrate with …
B 80 55 96 70 46 81 95
1409
sinjab
Enables extraction of YouTube video information including metadata (title, desc…
B 80 55 96 66 52 82 94
1410
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
1411
qwe4559999
scopus-mcp Claim 1
A Model Context Protocol (MCP) server for Elsevier Scopus. Allows AI assistants…
B 80 54 85 73 N/A 59 83 95
1412
Quinncuatro
Jane Claim
Jane is an MCP server that transforms team documentation and project specificat…
B 80 54 94 73 N/A 23 95 98
1413
TaylorChen
Enables querying, searching, and analyzing Cursor IDE conversation history from…
B 80 54 94 63 N/A 45 90 99
1414
houtini-ai
fanout Claim
Multi-URL comparative content analysis with topical gap detection
B 80 55 90 100 N/A 59 87 52
1415
Nomadu27
Runtime AI-to-AI security monitor. 23 anomaly types, OWASP MCP Top 10 coverage.
B 80 54 90 63 N/A 67 83 96
1416
ivo-toby
OpenAPI MCP Server Claim
A server that enables Large Language Models to discover and interact with REST …
B 80 55 96 46 87 78 98
1417
LeonMelamud
MySQL MCP Server Claim
A powerful server that enables AI agents to interact with MySQL databases, exec…
B 80 55 100 66 45 81 97
1418
joachimBrindeau
Domain MCP Claim
Enables natural language domain management through Dynadot, supporting domain r…
B 80 55 88 68 70 83 91
1419
utensils
mcp-nixos Claim
MCP server providing accurate information about NixOS packages, system options,…
B 80 54 84 66 N/A 75 90 85
1420
jonigl
ollama-mcp-bridge Claim
Extend the Ollama API with dynamic AI tool integration from multiple MCP (Model…
B 80 54 96 35 N/A 84 92 98
1421
ticktockbent
charlotte Claim
Renders web pages into structured, agent-readable representations using headles…
B 80 54 100 30 N/A 81 95 93
1422
nosolosoft
Integrates the OpenCode AI coding agent into MCP-compatible clients, allowing u…
B 80 54 100 61 N/A 45 90 94
1423
liuhao6741
OpenClaw Memory Claim
Automatically records AI conversation turns and code changes to local Markdown …
B 80 55 72 82 N/A 55 95 93
1424
wagnerlabs
A read-only Model Context Protocol server that enables LLMs to search, list, an…
B 80 54 82 72 53 92 96
1425
CyberhavenInc
Enables secure filesystem access with privacy controls using .mcpignore files t…
B 80 54 78 60 N/A 67 95 100
1426
rabqatab
LexLink Claim 1
Enables AI systems to search, retrieve, and analyze Korean legal information fr…
B 80 55 88 82 N/A 37 95 87
1427
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
1428
bsangars
MPO MCP Server Claim
Enables AI assistants to interact with GitHub repositories, Confluence document…
B 80 55 90 87 29 81 96
1429
gagarinyury
Enables AI assistants to interact with Bitget cryptocurrency exchange for spot …
B 80 55 100 68 40 80 100
1430
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
1431
Ansvar-Systems
jamaican-law-mcp Claim 1
Jamaican legislation via MCP — full-text search across statutes and provisions
B 80 54 71 93 N/A 35 95 93
1432
malloryai
Mallory MCP Server Claim
A robust Model Control Protocol server that enables AI agents to access real-ti…
B 80 55 74 82 68 81 96
1433
LLMTooling
MDX MCP Server Claim
Enables LLMs to read, search, convert, and extract metadata from MDX files, pro…
B 80 54 90 67 N/A 35 94 100
1434
sammcj
Enables LLMs to interact with GitHub issues by providing details as tasks, allo…
B 80 55 90 70 61 82 94
1435
adminhuan
Smart Search MCP Claim
Provides 14 enhanced intelligent search tools for both international platforms …
B 80 54 90 53 N/A 67 95 93
1436
inkdropapp
Inkdrop MCP Server Claim
Integrates Inkdrop note-taking app with Claude AI through Model Context Protoco…
B 80 54 74 68 N/A 78 87 98
1437
bright8192
A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), …
B 80 55 100 70 37 80 99
1438
timescale
tiger-slack Claim
Real-time Slack ingest and MCP server to power your agentic Slack bots
B 80 54 78 68 N/A 58 95 97
1439
mastrophot
MCP smart contract scanner with NEAR-focused security context.
B 80 54 78 63 N/A 74 94 93
1440
inakianduaga
Clockify MCP Claim 1
Clockify MCP
B 80 55 86 95 47 82 79
1441
TeamSparkAI
mcpGraph Claim 1
Enables orchestration of MCP tool calls through declarative YAML-defined direct…
B 80 55 96 61 58 82 97
1442
gabeosx
freedcamp Claim
freedcamp
B 80 55 88 73 60 81 92
1443
vasylenko
bear-notes-mcp Claim 1
MCP Server for Bear note taking app available as Claude Desktop extension or st…
B 80 44 60 N/A N/A 73 95 97
1444
nuskey8
Godot Docs MCP Claim
Enables AI agents to search and retrieve information from the official Godot ga…
B 80 55 90 66 59 81 100
1445
arpe-io
lakexpress-mcp Claim 2
MCP server for LakeXpress — automated database-to-cloud data pipeline as Parquet
B 80 55 77 91 N/A 72 95 60
1446
aiindigo925
BTCFi API Claim
Bitcoin data for AI agents. 27 tools with x402 micropayments. No API keys neede…
B 80 66 100 66 95 45 63 97
1447
kenforthewin
Docker MCP Server Claim
Enables secure execution of shell commands and file operations within isolated …
B 80 55 90 71 52 81 98
1448
muammar-yacoob
Gmail Manager Claim
Gmail Manager MCP gives Claude Desktop direct access to your Gmail inbox, allow…
B 80 54 68 73 N/A 69 90 100
1449
trillboards
DOOH advertising via AI agents. 5,000+ screens with edge AI audience intelligen…
B 80 66 96 70 92 50 82 81
1450
ggozad
haiku-rag Claim
Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling
B 80 54 72 63 N/A 88 92 92
Showing 1401–1450 of 66402 servers
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