MCP Server Quality Scores

Independent quality analysis of 59573 public MCP servers

59573
Discovered
29905
Scored
2112
Verified
16953
Complete

Last updated 49 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◐ Assessed Scores
20451
Smart-AI-Memory
empathy-framework Claim
Five-level AI collaboration system with persistent memory and anticipatory capa…
B 75 43 60 70 N/A 85 92
20452
yannyhl
Melo Claim
An agentic MCP server for Roblox Studio that provides over 45 tools for script …
B 75 33 84 N/A N/A 32 95
20453
pocketlantern
Blocker-aware decision layer for AI coding agents. Adds source-linked, time-sen…
B 75 33 60 N/A N/A 75 95
20454
cbcoutinho
Nextcloud MCP Server
B 75 44 86 46 N/A 84 82
20455
TrueCrimeDev
ahk-mcp Claim
AutoHotkey v2 MCP Server with prompts, tool chains, debugging, and code executi…
B 75 43 90 61 N/A 45 92
20456
carsonroell-debug
SelfHeal MCP Claim
Self-healing proxy for MCP servers with retry, circuit breaker, and observabili…
B 75 33 78 N/A N/A 42 95
20457
Chykalophia
Enables comprehensive ClickUp workspace management through 170+ AI-powered tool…
B 75 44 78 71 66 81
20458
conaman
unreal-mcp-ue4 Claim
Enables AI agents to control and query Unreal Engine 4.27.2 editor through MCP,…
B 75 33 60 N/A N/A 72 95
20459
codeawareness
Kawa Code Claim 1
Team-aware memory: intent, decisions, real-time conflicts for AI coding assista…
B 75 33 78 N/A N/A 42 95
20460
Sndevore77
glp1search Claim
GLP-1 provider directory, peptide database, and medication comparison tools.
B 75 33 70 N/A N/A 55 95
20461
1146345502
reddit-skills Claim
Reddit automation for AI agents — browse feeds, search posts, comment, vote, an…
B 75 33 72 N/A N/A 53 95
20462
assafkip
huntkit Claim
Investigation toolkit for Claude Code: case management, OSINT, structured analy…
B 75 33 76 N/A N/A 45 95
20463
GeiserX
spinnaker-mcp Claim
MCP server exposing Spinnaker CD platform via Gate API for pipeline and deploym…
B 75 33 76 N/A N/A 64 83
20464
DMontgomery40
bambu-printer-mcp Claim 1
MCP server for Bambu Lab 3D printers — STL manipulation, BambuStudio slicing, a…
B 75 43 81 70 N/A 55 87
20465
kruschdev
A persistent, PostgreSQL-backed repository management system and semantic memor…
B 75 33 84 N/A N/A 35 95
20466
corbym
backlog-mcp Claim
MCP server that gives AI agents structured read/write access to a story-based p…
B 75 33 60 N/A N/A 72 95
20467
levnikolaevich
Plugin suite + bundled MCP servers for Claude Code. Full delivery lifecycle: Ag…
B 75 33 60 N/A N/A 75 95
20468
compagnt
Enables AI assistants to interact with ProjectHub for comprehensive project man…
B 75 43 80 72 N/A 53 90
20469
Pentagonal-ai
pentagonal-mcp Claim
AI smart contract forge — 8-agent security audits, generation, and compilation …
B 75 33 70 N/A N/A 74 83
20470
gitopia
gitopia-mcp-server Claim
Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos…
B 75 33 56 N/A N/A 79 95
20471
noeatme
servers Claim
B 75 43 86 58 N/A 53 95
20472
JiantaoFu
appinsightmcp Claim
B 75 33 72 N/A N/A 54 95
20473
SajmustafaKe
Frappe Dev MCP Server Claim 2
MCP server for Frappe/ERPNext development with AI assistance for DocTypes, benc…
B 75 43 81 70 N/A 51 92
20474
dtkmn
Safe, self-hosted OWASP ZAP operator for guided AI security scans and reports.
B 75 33 58 N/A N/A 75 95
20475
Haiku-Trading
Haiku DeFi MCP Claim 1
DeFi execution for AI agents — swap, lend, bridge, and yield across 22 chains.
B 75 33 96 N/A N/A 52 67
20476
portone-io
PortOne MCP Server Claim
Provides access to PortOne's official documentation (developer center, help cen…
B 75 44 74 72 72 81
20477
procoders
Automatically converts any OpenAPI specification or Postman Collection into an …
B 75 44 96 58 56 81
20478
alvinjchoi
Enables AI assistants to manage Google Tasks through natural language interacti…
B 75 44 94 68 46 81
20479
doossee
Invoker MCP Server Claim
Enables AI agents to create, run, and manage HTTP requests using the Invoker AP…
B 75 33 74 N/A N/A 50 95
20480
ashwwwin
furi Claim
CLI & API for MCP management
B 75 43 96 61 N/A 32 95
20481
dylanroscover
Embody Claim
MCP server for TouchDesigner — build, wire, and debug networks with AI. Plus gi…
B 75 33 64 N/A N/A 66 95
20482
SurgeEnterpriseAI
Microsoft Teams Claim
Connect Claude to Microsoft Teams — read/send messages, list channels, search c…
B 75 33 70 N/A N/A 55 95
20483
joeleesuh
servers Claim
B 75 43 86 58 N/A 55 95
20484
Blackman99
agent-browser-mcp Claim
Exposes the local agent-browser CLI as MCP tools for browser automation and pro…
B 75 33 56 N/A N/A 79 95
20485
diaorui
Enables AI agents to trade leveraged perpetual futures on Solana's Jupiter Perp…
B 75 44 96 72 40 77
20486
zhizhuodemao
MiniApp CDP MCP Claim
Enables AI coding assistants to debug and analyze WeChat MiniApp JavaScript cod…
B 75 33 66 N/A N/A 65 95
20487
jonghklee
teammate-mcp Claim 1
Enables Claude Code and OpenAI Codex to ask each other questions through iTerm …
B 75 33 72 N/A N/A 53 95
20488
lozit
Standard Notes Claim 1
Give secure read/write access to your Standard Notes vault — end-to-end encrypt…
B 75 33 66 N/A N/A 65 95
20489
Cerdore
gdb-cli Claim
A GDB debugging tool designed for AI Agents (Claude Code, etc.)
B 75 33 60 N/A N/A 73 95
20490
verIdyia
autoeq-mcp Claim
Headphone/IEM equalization database with 8,800+ models from AutoEQ. Search by n…
B 75 33 76 N/A N/A 45 95
20491
wmde
WikidataMCP Claim
Model Context Protocol for Wikidata
B 75 33 74 N/A N/A 49 95
20492
tulip
Tulip MCP Server Claim
Enables LLMs to interact with the Tulip manufacturing platform, providing acces…
B 75 44 90 62 60 80
20493
Reim-developer
Sephera Claim
Fast local-first Rust CLI for codebase metrics, AST-compressed LLM context bund…
B 75 33 60 N/A N/A 72 95
20494
hakanoz203
YouTube MCP Server Claim 1
Enables Claude to access and manage YouTube channel data through the YouTube Da…
B 75 33 78 N/A N/A 45 95
20495
nnar1o
kg Claim
Local knowledge graph memory MCP server for AI assistants.
B 75 33 56 N/A N/A 82 95
20496
yoselabs
a2db Claim
Most database MCP servers make you run one query at a time, repeat connection d…
B 75 33 70 N/A N/A 57 95
20497
pranav4186
mcp-viva-engage Claim 1
Enables Claude AI to interact with Viva Engage (Yammer) for browsing communitie…
B 75 33 76 N/A N/A 48 95
20498
marianasmall
Mariana Google MCP Claim
Enables Claude to manage Gmail, Google Calendar, and Google Contacts through a …
B 75 33 72 N/A N/A 55 95
20499
bzsanti
MCP server for PDF generation, parsing, splitting, merging, and manipulation vi…
B 75 33 61 N/A N/A 72 95
20500
OxygenBubbles
freeagent-mcp-server Claim 2
FreeAgent accounting MCP: bank reconciliation, expenses, mileage claims and rec…
B 75 33 84 N/A N/A 71 67
Showing 20451–20500 of 59573 servers
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