MCP Server Quality Scores

Independent quality analysis of 33641 public MCP servers

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33641
Discovered
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28634
Scored
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2047
Verified
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16957
Complete
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Last updated 10 minutes ago

Grade Distribution

Score Distribution

Newly Added

AI Research Assistant F pancake-pos-mcp C taskflow-ai B mcp-server D Task Orchestration A

Biggest Gainers

Bezal — Local Business Intelligence for AI Agents +31 freightgate-mcp-server +3 mermaid-mcp +1

Biggest Drops

顏回 YanHui Debug AI -46 image-processing -46 lead411 -46
🔍
# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
33601
ForrestKim42
A pattern for systematically exploring any Android app using an LLM agent with …
 — ○ — N/A N/A — 95 —
33602
tomoyasu-sasaki
Expo MCP Server Claim 1
A Model Context Protocol server designed to streamline Expo and React Native de…
 — ○ — N/A N/A — 95 —
33603
wgong
— ○ — N/A N/A — 95 —
33604
TT-Wang
Persistent, self-evolving memory plugin for Claude Code. Background miner extra…
 — ○ — N/A N/A — 95 —
33605
toddle-edu
A server that converts Figma designs into pseudo-code structures optimized for …
 — ○ — — — — 81 —
33606
wgong
— ○ — N/A N/A — 95 —
33607
markus
Convo Claim
Access your meeting transcripts, summaries, and action items from any AI assist…
 — ○ — — — — 81 —
33608
deep-ai-kr
dev-mcp Claim
Browse directories and read files within a safe, configurable root. Pull accura…
 — ○ — N/A N/A — 95 —
33609
Pcw-Life
Provides a comprehensive suite of 56 tools for the management and automation of…
 — ○ — N/A N/A — 95 —
33610
brian-bfz
Enables querying and retrieving webpage content from websites by parsing sitema…
 — ○ — — — — 81 —
33611
admin-d6wq
Let AI agents highlight and annotate any webpage — end-to-end encrypted, no acc…
 — ○ — — — — 81 —
33612
aixsignal
ruon-ai Claim
— ○ — N/A N/A — 95 —
33613
Provides 208+ tools for AI-native engineering intelligence via Allstacks API.
 — ○ — N/A N/A — 81 —
33614
Fibi66
Enables AI assistants to automatically analyze GitHub repositories and set up d…
 — ○ — — — — 81 —
33615
devsully
A platform that transforms AI development with intelligent context management, …
 — ○ — N/A N/A — 95 —
33616
tonycueva
A Model Context Protocol (MCP) server that enables Claude to create and manipul…
 — ○ — — — — 81 —
33617
Beerspitnight
Enables Claude Code CLI or Desktop to interact with Spotify for playlist curati…
 — ○ — N/A N/A — 95 —
33618
ShunsukeHayashi
Enables AI-driven orchestration of GitHub development workflows including autom…
 — ○ — — — — 81 —
33619
hireme
— ○ — N/A N/A — 95 —
33620
sentice
Provides user balance information by connecting to a backend service through th…
 — ○ — — — — 81 —
33621
mgao
JobDataLake Claim
Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, sala…
 — ○ — — — — 81 —
33622
chestnutforty
Provides backtesting-compliant financial data including company financials, his…
 — ○ — — — — 81 —
33623
ericluciano
Enables AI assistants to interact with the Pipedrive CRM to manage deals, conta…
 — ○ — — — — 81 —
33624
MCP-Mirror
bonk-mcp Claim
Enables interaction with the LetsBonk launchpad on Solana blockchain to launch …
 — ○ — — — — 81 —
33625
pmkasion
sssasd123 Claim
— ○ — N/A N/A — 95 —
33626
sitisambal
pid Claim
— ○ — N/A N/A — 95 —
33627
cloudflare
AI Gateway management. Search logs, inspect prompts and responses, and monitor …
 — ○ — — — — 81 —
33628
Chukwuebuka-2003
Enables personalized AI tutoring by allowing students to upload PDF/DOCX study …
 — ○ — — — — 81 —
33629
vaebe
Leverage the GitHub search API to enhance your applications with powerful searc…
 — ○ — N/A N/A — 95 —
33630
mckaystu
Enables policy-style auditing of content through the audit_vibe MCP tool to enf…
 — ○ — — — — 81 —
33631
feeefapp
Enable AI assistants to interact seamlessly with Feeef e-commerce stores, produ…
 — ○ — N/A N/A — 95 —
33632
lingfan
Provides AI clients access to TdxQuant/通达信 financial data and trading capabilit…
 — ○ ⏳ — N/A N/A — — —
33633
jamesrez
Find where the money is in AI services. See what's earning and find market gaps.
 — ○ — N/A N/A — 90 —
33634
vdineshk
— ○ ⏳ — — — — — —
33635
TerryZ282
Manage and review vocabulary efficiently using spaced repetition and AI-powered…
 — ○ — N/A N/A — 95 —
33636
1AQuantum
Provides AI assistants with advanced frontend debugging capabilities through 36…
 — ○ — N/A N/A — 95 —
33637
ragalgo
ragalgo-v2 Claim
Get scored, end-of-day insights for Korean stocks and crypto to cut noise and i…
 — ○ — N/A N/A — 95 —
33638
claudiogarza
Enables semantic search and content retrieval from local Obsidian vaults throug…
 — ○ — N/A N/A — 95 —
33639
jennyyyyyy7528-cell
— ○ — N/A N/A — 95 —
33640
xcatcher-remote-mcp
x402 Claim
— ○ — N/A N/A — 95 —
33641
Bubbii-NOH
Enables AI assistants like Claude to interact with Databricks workspaces throug…
 — ○ — — — — 81 —
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