MCP Server Quality Scores

Independent quality analysis of 69236 public MCP servers

69236
Discovered
→
33895
Scored
→
2112
Verified
→
16953
Complete

Last updated 12 hours, 59 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
47651
AppFreeticket
Exposes FreeTicket's B2B domain (events, sales, tickets, etc.) as tools for MCP…
— ○ ⏳ — — — — — —
47652
jbctechsolutions
Read-only MCP server for Mercury business banking — accounts, transactions, and…
— ○ ⏳ — N/A N/A — — —
47653
yinshaojun001
ProjectBrain Claim
Local MCP server providing project cognition capabilities for AI coding agents,…
— ○ ⏳ — N/A N/A — 95 —
47654 — ○ ⏳ — N/A N/A — 95 —
47655
sam-shepp
A Model Context Protocol (MCP) server that bridges MCP clients with AWS Lambda …
— ○ ⏳ — — — — — —
47656
Kenzo2345
Exposes Verificarlo floating-point debugging capabilities to AI agents, enablin…
— ○ ⏳ — N/A N/A — — —
47657
rasta26
Enables querying and managing Azure Log Analytics workspaces using KQL (Kusto Q…
— ○ ⏳ — — — — 81 —
47658
charlesmmorais
Coppermind Claim
Enables AI assistants to design PCBs in KiCAD through natural language, with tr…
— ○ ⏳ — N/A N/A — — —
47659
qdrant
Allows agents to lookup code snippets in your project. Uses a remote MCP server…
— ○ ⏳ — N/A N/A — — —
47660
tejcodes-rex
VERDICT Claim
Enables autonomous DFIR investigation by turning the SIFT toolchain into eviden…
— ○ ⏳ — N/A N/A — — —
47661
OscarC88
Enables weather queries through OpenWeatherMap API, providing current condition…
— ○ ⏳ — — — — — —
47662
elyngved
MCP server that provides search and retrieval of AI system failure modes from t…
— ○ ⏳ — — — — — —
47663
Snehasis4321
Integrates Google's Gemini API with MCP-compatible clients for chat, real-time …
— ○ ⏳ — N/A N/A — — —
47664
thebtf
Unified MCP control plane for AI pull request reviews on GitHub.
— ○ ⏳ — N/A N/A — — —
47665
c3-yang-song
Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO …
— ○ ⏳ — N/A N/A — — —
47666
arseniytech
Enables AI clients to explore a PostgreSQL database schema and run read-only qu…
— ○ ⏳ — — — — — —
47667
VitexSoftware
Comprehensive MCP server for Mastodon integration, enabling AI assistants to re…
— ○ ⏳ — — — — — —
47668
oO
An MCP server that provides write access to Figma through the Plugin API, enabl…
— ○ ⏳ — N/A N/A — — —
47669
awsl5714
Enables LLM-powered tools to interact with Zotero academic libraries, including…
— ○ ⏳ — — — — — —
47670
atoncooper
auto-om Claim
A comprehensive MCP server for Linux automation operations management, providin…
— ○ ⏳ — — — — — —
47671
ReadyAPIs-com
Ready APIs Claim
MCP tools for geo, email, phone, company, DNS, FX, equities, weather, tax, econ…
— ○ ⏳ — — — — — —
47672
govping
GovPing Claim
[Free regulatory intelligence](https://govping.org) for AI agents. Search 27,00…
— ○ ⏳ — — — — 81 —
47673
bysonte
MCP server for managing remote servers via SSH, enabling command execution, fil…
— ○ ⏳ — N/A N/A — — —
47674
KSDeshappriya
FindIt Claim
Enables web search and content extraction using Google's search engine, with cu…
— ○ ⏳ — N/A N/A — — —
47675
adamcwade
quake-mcp Claim
MCP server wrapping the USGS Earthquake Hazards API, enabling AI assistants to …
— ○ ⏳ — — — — — —
47676
cledupe
Enables AI assistants to answer natural language questions about data in CSV fi…
— ○ ⏳ — N/A N/A — — —
47677
hvkshetry
MCP server for Wave accounting that provides tools for managing chart of accoun…
— ○ ⏳ — — — — — —
47678
echo3s
echo3s-mcp Claim
— ○ ⏳ — — — — 81 —
47679 — ○ ⏳ — N/A N/A — 95 —
47680
AccessLint
An MCP server for WCAG accessibility auditing in AI coding agents, providing to…
— ○ ⏳ — N/A N/A — — —
47681 — ○ ⏳ — N/A N/A — 95 —
47682
Dokkabei97
Enables orchestrating multiple AI CLI agents (Claude Code, Codex, Gemini CLI, C…
— ○ ⏳ — N/A N/A — — —
47683
nexgendata-apify
B2B lead generation tool: search Google Maps by 'plumbers in Austin', get back …
— ○ ⏳ — — — — 81 —
47684
ServiceStack
omarchy-mcp Claim
Enables AI assistants to manage Omarchy desktop themes, including listing, swit…
— ○ ⏳ — N/A N/A — — —
47685
kya-os
A ready-to-deploy MCP server with in-process agent verification via KYA-OS Chec…
— ○ ⏳ — — — — — —
47686
honu-ai
Enables context-powered task management on Trello boards, automatically creatin…
— ○ ⏳ — — — — — —
47687
OffshoreProz
Enables automated company formation across multiple jurisdictions with REST and…
— ○ ⏳ — — — — — —
47688
SmartAI
Exposes CAD design tools (box, cylinder, shell, etc.) via MCP, allowing AI agen…
— ○ ⏳ — N/A N/A — — —
47689
davidweatherall
Enables planning with Claude Code and high-speed code generation using Cerebras…
— ○ ⏳ — N/A N/A — — —
47690
castellotti
Bridges Claude Code to local OpenAI-compatible vision models, enabling image an…
— ○ ⏳ — N/A N/A — — —
47691
xaelophone
arena-mcp Claim
Enables interaction with Are.na channels and content through natural language, …
— ○ ⏳ — N/A N/A — — —
47692
proj-airi
airi-android Claim
A MCP server that enables LLMs to control Android devices via ADB, supporting i…
— ○ ⏳ — — — — — —
47693
Muhammad-Moin
A Model Context Protocol server providing calculator tools (add, subtract, mult…
— ○ ⏳ — — — — — —
47694
seanshin0214
AI-powered assistant for qualitative research and conceptual paper writing, pro…
— ○ ⏳ — N/A N/A — 95 —
47695
ogarciabrena
mcploy Claim
Exposes the Loyverse API as MCP tools to manage stores, products, inventory, cu…
— ○ ⏳ — — — — — —
47696
sauravtom
A safety layer and monitoring copilot for AI agents using Splunk MCP, recording…
— ○ ⏳ — N/A N/A — — —
47697
VonderVuflya
Yggdrasil Claim
Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pur…
— ○ ⏳ — N/A N/A — — —
47698
Diya28-mehra
Python-based MCP server that provides real-time and historical cryptocurrency d…
— ○ ⏳ — — — — — —
47699
bruriah1999
Production-grade FastMCP 3.x server template for scalable semantic tool retriev…
— ○ ⏳ — — — — — —
47700
ShapeGames
Enables interaction with Atlassian Confluence through MCP, allowing retrieval o…
— ○ ⏳ — — — — — —
Showing 47651–47700 of 69236 servers
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