MCP Server Quality Scores

Independent quality analysis of 69182 public MCP servers

69182
Discovered
→
33868
Scored
→
2112
Verified
→
16953
Complete

Last updated 2 hours, 2 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
52301
IDRIMalek
Smart-MCP Claim
Generates complex draw.io diagrams (tables, kanbans, GANTT) using a local 9B LL…
— ○ ⏳ — N/A N/A — — —
52302
BauplanLabs
Enables AI assistants to interact with Bauplan lakehouse operations, including …
— ○ ⏳ — — — — — —
52303
agentscore-xyz
AgentScore Claim
Trust scoring for AI agents via MCP. Check any agent's reputation before transa…
— ○ ⏳ — N/A N/A — 95 —
52304
ripafratta
Bridges Claude Code/Cowork with Google NotebookLM for AI-powered research, sour…
— ○ ⏳ — N/A N/A — — —
52305
systemmin
image-mcp Claim
MCP server for image recognition, supporting multiple vision backends (Anthropi…
— ○ ⏳ — N/A N/A — — —
52306
annas-tracksuit
Enables remote MCP client connections with WorkOS AuthKit authentication, suppo…
— ○ ⏳ — — — — 81 —
52307
i-dot-ai
Lex Claim
Provides programmatic access to UK legal documents with hybrid semantic search …
— ○ ⏳ — — — — — —
52308
maithanhduyan
pg-mcp Claim
A Model Context Protocol server for PostgreSQL that enables database operations…
— ○ ⏳ — — — — — —
52309
tun0000
An MCP server that provides real-time weather forecasts, weather warnings, and …
— ○ ⏳ — — — — — —
52310
pierre
test Claim
— ○ ⏳ — N/A N/A — 95 —
52311
The-Syntax-Slayer
browser-mcp Claim
Unified MCP server for browser automation (Playwright + CDP + CLI) and bookmark…
— ○ ⏳ — N/A N/A — — —
52312
rodmena-limited
Highway MCP Claim
Enables any MCP host to drive durable, always-on agents that run server-side on…
— ○ ⏳ — — — — — —
52313
claudiomedina17
Provides phenotype-aware cardiovascular triage tools including FHIR R5 case ret…
— ○ ⏳ — — — — — —
52314
sancovp
Tree-based navigation MCP that provides a single interface to explore and execu…
— ○ ⏳ — N/A N/A — — —
52315
sagar25k
Provides safe, structured access to an IBM z/OS mainframe through natural langu…
— ○ ⏳ — N/A N/A — — —
52316
shaowen310
Integrates AI assistants with WPS Office to automate operations across Writer, …
— ○ ⏳ — N/A N/A — — —
52317
MiV1N
Enables running an OpenAI-compatible vision-language model on local images with…
— ○ ⏳ — N/A N/A — — —
52318
Edlineas
MCP server that provides cross-session persistent memory for AI coding assistan…
— ○ ⏳ — N/A N/A — — —
52319
freegyes
ContemPlace Claim
MCP server for a personal knowledge base that captures and structures idea frag…
— ○ ⏳ — — — — — —
52320
KehengZhu
SWMF MCP Server enables AI agents to work with the Space Weather Modeling Frame…
— ○ ⏳ — N/A N/A — — —
52321
selfpatch
A thin MCP adapter that connects an LLM to the ros2_medkit SOVD HTTP API, enabl…
— ○ ⏳ — — — — — —
52322
tongleminhanh3-dotcom
Bridges OpenAI Codex with Sentry to automatically fetch, analyze, and fix error…
— ○ ⏳ — — — — — —
52323
pipeworx-io
Enables querying and exploring Nashville open data from data.nashville.gov and …
— ○ ⏳ — — — — — —
52324
zhanglongxiao111
Enables AI agents to directly control Adobe InDesign through CLI commands, prov…
— ○ ⏳ — N/A N/A — — —
52325
vladthecto
Provides MCP tools for searching and comparing products on Wildberries (and Ozo…
— ○ ⏳ — — — — — —
52326
Asad-hashmi
Enables AI clients (Cursor, Claude Desktop) to manage Redmine issues, projects,…
— ○ ⏳ — — — — — —
52327
aranjan
icici-mcp Claim
Enables trading Indian stocks on ICICI Direct through natural conversation with…
— ○ ⏳ — N/A N/A — — —
52328
windvivu
Connects Claude Code to your locally running TradingView app via Chrome DevTool…
— ○ ⏳ — N/A N/A — — —
52329
a-y-ibrahim
Control Adobe After Effects from any MCP client: arbitrary ExtendScript, backgr…
— ○ ⏳ — N/A N/A — — —
52330
helinakdogan
agent-magnet Claim
Self-learning memory for AI tools. Remembers user preferences and context acros…
— ○ ⏳ — — — — — —
52331
nyku
Enables real browser automation as tools in Cursor, Claude Desktop, Windsurf, a…
— ○ ⏳ — — — — — —
52332
schwarztim
Enables AI assistants to manage Empire listeners, stagers, agents, modules, and…
— ○ ⏳ — — — — — —
52333
nnaveenraju
A vendor-neutral, user-sovereign memory layer for AI agents and tools, providin…
— ○ ⏳ — N/A N/A — — —
52334
kyle-bober
Enables AI assistants to interact with GitLab projects by listing merge request…
— ○ ⏳ — — — — — —
52335
ashitaprasad
Streams simulated sales data via WebSocket and renders live KPIs, state ranking…
— ○ ⏳ — N/A N/A — — —
52336
d8corp
lightrag-mcp Claim
Bridges AI assistants with LightRAG's knowledge graph capabilities, enabling do…
— ○ ⏳ — — — — — —
52337
modelscope
FunASR Claim
Industrial-grade speech recognition toolkit: 170x realtime, 50+ languages, spea…
— ○ ⏳ — N/A N/A — — —
52338
somyabhadada
A learning-focused MCP server that provides tools for current time, arithmetic,…
— ○ ⏳ — N/A N/A — — —
52339
ValoremFoundation
Gives MCP-compatible LLM agents direct access to real-time MEV and DeFi data vi…
— ○ ⏳ — — — — — —
52340
Mars-proj
Memory for AI agents that can't hallucinate — answers only from stored facts wi…
— ○ ⏳ — N/A N/A — — —
52341
huanglixinccc
An AI-to-DB secure gateway that enables AI assistants like Claude Code to inter…
— ○ ⏳ — — — — — —
52342
SaeMind
Exposes four CMS public datasets as callable tools in Claude conversations, ena…
— ○ ⏳ — N/A N/A — — —
52343
matematicsolutions
nl-eli-mcp Claim
An MCP server for Dutch consolidated legislation, enabling AI agents to retriev…
— ○ ⏳ — — — — — —
52344
forthy
Fetches category data from a Q&A service API and returns a markdown summary gro…
— ○ ⏳ — — — — — —
52345
Rixmerz
blob-svg-mcp Claim
MCP server for generating organic, customizable blob shapes as SVG using sinuso…
— ○ ⏳ — — — — — —
52346
nangchang
toss-invest Claim
Enables interaction with Toss Securities API for market data, stock information…
— ○ ⏳ — — — — — —
52347
manlikemuneeb
ads-mcp Claim
Unified MCP server for managing Meta Ads, LinkedIn Ads, Google Ads, GA4, and Se…
— ○ ⏳ — — — — — —
52348
pallukurhade
Provides real-time weather data to Claude using the Open-Meteo API, with no API…
— ○ ⏳ — — — — — —
52349
soffelcopter
Searches UniProt by protein name to find accession numbers and retrieves detail…
— ○ ⏳ — — — — — —
52350
Aashish-32
Provides live CVE data from NVD and EPSS without API key, enabling AI assistant…
— ○ ⏳ — — — — — —
Showing 52301–52350 of 69182 servers