MCP Server Quality Scores

Independent quality analysis of 69400 public MCP servers

69400
Discovered
→
34005
Scored
→
2112
Verified
→
16953
Complete

Last updated 3 hours, 58 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
39251
berntpopp
Enables querying of per-residue missense tolerance, Pfam domain annotations, an…
— ○ ⏳ — — — — — —
39252
vedaterenoglu
Enables secure MCP server functionality with Clerk authentication and user-spec…
— ○ ⏳ — — — — 81 —
39253
cygnussystems
Enables AI assistants to manage remote servers via SSH with 43 specialized tool…
— ○ ⏳ — N/A N/A — — —
39254
aalises
Enables discovering, describing, and querying public datasets from Catalunya, i…
— ○ ⏳ — — — — — —
39255
weihermans
knowledge Claim
Sourced, task-level facts on how AI changes jobs, for agents answering 'what sh…
— ○ ⏳ — — — — — —
39256
sverze
Provides stock market data and analysis tools using the Finnhub API, including …
— ○ ⏳ — — — — — —
39257
yaacov
cli2mcp Claim
Enables AI assistants to call any CLI tool by scanning its help output and serv…
— ○ ⏳ — N/A N/A — — —
39258
ajithnow
Minimal MCP server for self-hosted Azure DevOps Server (on-premises). Enables i…
— ○ ⏳ — — — — — —
39259
CleanCodeStar
Enables AI assistants to interact with PostgreSQL databases through MCP, suppor…
— ○ ⏳ — — — — — —
39260
ampcome-mcps
Stripe MCP Claim
Enables integration with Stripe APIs through function calling, supporting opera…
— ○ ⏳ — — — — — —
39261
Kaiserunix
A read-only MCP server for discovering and fetching Luogu problems, training se…
— ○ ⏳ — — — — — —
39262
sfr-development
AI-Powered Offensive Security Research Engine - desktop-native security testing…
— ○ ⏳ — N/A N/A — — —
39263
Eduvent
This MCP server connects Claude with Anki, allowing users to create flashcards …
— ○ ⏳ — N/A N/A — — —
39264
mp3wizard
Bridges AI assistants with Figma for design system extraction, bidirectional to…
— ○ ⏳ — — — — — —
39265
Tairon-ai
Enables interaction with the Magic Eden NFT marketplace across multiple blockch…
— ○ ⏳ — N/A N/A — — —
39266
Sam-Of-The-Arth
Enables Claude to create and manipulate SolidWorks CAD models through natural l…
— ○ ⏳ — N/A N/A — — —
39267
AG0860-Mohammad-Anas
Enables weather-based travel advisory generation using wttr.in API, including t…
— ○ ⏳ — — — — — —
39268
jemsbhai
MCP-Edge Claim
Enables cloud LLM agents to discover and invoke physical hardware on edge and I…
— ○ ⏳ — N/A N/A — — —
39269
yfysnp
apple-mcp Claim
Enables AI to control Apple Mac apps like Messages, Notes, Contacts, Mail, Remi…
— ○ ⏳ — N/A N/A — — —
39270
anthromorphic-ai
Sample MCP server exposing 5 tools (weather, profile, wikipedia) via a single e…
— ○ ⏳ — — — — — —
39271
sandraschi
Enables database inspection, backup/restore, analysis, and querying, plus media…
— ○ ⏳ — N/A N/A — — —
39272
ejentum
self-inspect Claim
Enables agents to reflect on their own thinking by returning a metathought ques…
— ○ ⏳ — N/A N/A — — —
39273
MaherMaker-EmotionHack
Enables retrieval of transcripts from YouTube videos, supporting multiple URL f…
— ○ ⏳ — — — — — —
39274
kaizen-org
Exposes OpenAPI endpoints as MCP tools, enabling LLMs to discover and interact …
— ○ ⏳ — — — — — —
39275
andriyshevchenko
MCP server with persistent memory, voice understanding, multi-thread orchestrat…
— ○ ⏳ — — — — — —
39276
offquestxo
groundcheck Claim
An MCP server that lets any AI agent evaluate RAG outputs -- faithfulness scori…
— ○ ⏳ — N/A N/A — — —
39277
dedalus-labs
An MCP server that serves documentation and enables AI-powered search, Q\&A, an…
— ○ ⏳ — — — — — —
39278
Quriov
Quriov Claim
Create and manage AI image and video generations through Quriov's fixed public …
— ○ ⏳ — — — — — —
39279
Gnaneshwar-ux
Enables secure SSH and Oracle DB operations with persistent sessions, audit log…
— ○ ⏳ — N/A N/A — — —
39280
LiChenStuttgart
Production-ready MCP server enabling AI assistants to interact with SAP Datasph…
— ○ ⏳ — — — — — —
39281
ashleyevz89-hue
Enables AI agents to store, retrieve, and self-improve procedural memories (les…
— ○ ⏳ — N/A N/A — — —
39282
FlatNineOrg
MCP server for the Cart e-commerce intelligence API, enabling AI agents to sear…
— ○ ⏳ — N/A N/A — — —
39283
GEON1999
Enables AI assistants to read and modify Figma designs programmatically through…
— ○ ⏳ — — — — — —
39284
mmayeras
Enables tracking customer-specific JIRA tickets with full CRUD operations, comm…
— ○ ⏳ — — — — — —
39285
l4b4r4b4b4
news-mcp Claim
Agentic NewsAPI.org MCP server with semantic search, article versioning, Chroma…
— ○ ⏳ — — — — — —
39286
vostride
agent-qa Claim
Self improving QA agent for software teams
— ○ ⏳ — N/A N/A — — —
39287
ASchlatweiler
Grimoire Claim
Read-only MCP server that gives Claude live access to your UE5 project state — …
— ○ ⏳ — N/A N/A — — —
39288
burnworks
MCP server for Movable Type. It lets MCP-compatible AI tools such as Claude Des…
— ○ ⏳ — N/A N/A — — —
39289
Metadrama
Obscura MCP Claim
MCP server adapter for Obscura Rust headless browser — web scraping with anti-d…
— ○ ⏳ — N/A N/A — — —
39290
Knight60
Lets AI assistants control a live ArcGIS Pro session through arcpy, including l…
— ○ ⏳ — N/A N/A — — —
39291
NLACE-COM
Enables searching products, comparing prices, and building optimal shopping lis…
— ○ ⏳ — N/A N/A — — —
39292
PrajwalPrashanth
This MCP server fetches and extracts transcripts from YouTube videos, enabling …
— ○ ⏳ — N/A N/A — — —
39293
van-reflect
Privacy-first AI memory system with MCP server for managing user-authored memor…
— ○ ⏳ — — — — — —
39294
CormickKneey
Provides tools to fetch web content in HTML, JSON, text, or Markdown formats vi…
— ○ ⏳ — N/A N/A — — —
39295
Shrushti8
linkedin-mcp Claim
Automates LinkedIn job search and Easy Apply using Playwright and Claude Code, …
— ○ ⏳ — N/A N/A — — —
39296
Tempguru-co
MCP server for W-2 event staffing across 300+ US and Canadian markets. Five rea…
— ○ ⏳ — — — — — —
39297
mjstramel
Enables interaction with Monarch Money data via MCP tools for accounts, budgets…
— ○ ⏳ — — — — — —
39298
CSOAI-ORG
hash-utils-ai-mcp MCP server by MEOK AI Labs
— ○ ⏳ — N/A N/A — — —
39299
AiAgentKarl
MCP Server for global weather, forecasts, air quality, and climate data using O…
— ○ ⏳ — — — — — —
39300
jjurach
Implements an MCP server that interacts with Google Sheets to store and retriev…
— ○ ⏳ — — — — — —
Showing 39251–39300 of 69400 servers
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