MCP Server Quality Scores

Independent quality analysis of 69052 public MCP servers

69052
Discovered
→
33772
Scored
→
2112
Verified
→
16953
Complete

Last updated 6 hours, 30 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6501
shoumikdc
arXiv Explorer ⚡ Claim
Discover new arXiv papers by category or keyword. Get daily updates with adjust…
B 72 5⁄4 ◉ ⏳ 76 57 N/A 29 95 95
6502
nazroll
A physics-aware inline skating combo generator that models moves as state trans…
B 72 5⁄4 ◉ ⏳ 66 42 N/A 73 92 94
6503
hald
Things MCP Server ⚡ Claim
Enables interaction with the Things app through Claude Desktop, allowing task c…
B 72 5⁄4 ◉ ⏳ 68 40 N/A 79 90 92
6504
csrts
Metaso MCP Server ⚡ Claim
Provides AI-powered web search, full-page content extraction, and search-enhanc…
B 72 5⁄5 ◉ ⏳ 78 75 — 21 81 90
6505
Tobarrientos2
Neo4j MCP Server ⚡ Claim 1
An implementation for managing Neo4j graph database operations through the Mode…
B 72 5⁄5 ◉ ⏳ 96 67 — 17 69 96
6506
hydavinci
Analyzes C++ source code to automatically generate UML class diagrams in PlantU…
B 72 5⁄5 ◉ ⏳ 60 82 — 42 81 91
6507
mcp-use
mcp-use-ts Claim
mcp-use is the framework for MCP with the best DX - Build AI agents, create MCP…
B 72 5⁄4 ◉ ⏳ 94 27 N/A 53 90 91
6508
indexnetwork
Enables ChatGPT integration with Index Network's discovery protocol through MCP…
B 72 5⁄5 ◉ ⏳ 78 68 — 30 81 93
6509
AmoyLab
Unla Claim
🧩 MCP Gateway - A lightweight gateway service that instantly transforms existin…
B 72 5⁄4 ◉ ⏳ 70 41 N/A 83 90 85
6510
run-as-root
A Model Context Protocol server that enables AI assistants to interact directly…
B 72 5⁄4 ◉ ⏳ 81 53 N/A 33 84 99
6511
MiguelAlvRed
Store Scraper MCP ⚡ Claim 1
Enables querying and retrieving data from App Store and Google Play Store, incl…
B 72 5⁄5 ◉ ⏳ 84 100 — 35 81 41
6512
chris-jelly
py-todoist-mcp ⚡ Claim
A Python MCP server that enables AI assistants to manage Todoist tasks and proj…
B 72 5⁄5 ◉ ⏳ 80 43 — 51 82 100
6513
ennuiii
Enables interaction with Azure DevOps through Personal Access Token authenticat…
B 72 5⁄5 ◉ ⏳ 72 71 — 24 81 99
6514
tianpeijun
Email MCP Server ⚡ Claim
Enables AI to send, read, search, delete and reply to emails through SMTP or Gm…
B 72 5⁄5 ◉ ⏳ 72 72 — 26 81 100
6515
NiuTrans
MCP Document Parse ⚡ Claim
Parses various document formats (PDF, Word, Excel, PowerPoint) into Markdown co…
B 72 5⁄5 ◉ ⏳ 66 68 — 49 81 91
6516
Pavilion-devs
Saros MCP Server ⚡ Claim 1
Enables AI agents to interact with Saros DeFi through natural language, providi…
B 72 5⁄5 ◉ ⏳ 78 91 — 45 81 55
6517
shanyang-me
Publish, search, and manage Xiaohongshu (Little Red Book) content via MCP tools.
B 72 5⁄4 ◉ ⏳ 76 41 N/A 47 95 99
6518
azharlabs
MCP Jupyter Server ⚡ Claim
Enables inspection and editing of Jupyter notebook files (.ipynb) through tools…
B 72 5⁄5 ◉ ⏳ 78 82 N/A 42 95 51
6519
MichaelYangjson
A TypeScript-based server that converts static images into animated videos with…
B 72 5⁄5 ◉ ⏳ 78 65 — 40 78 92
6520
davidcaraman
Processes documents, analyzes GitHub repositories, and researches companies usi…
B 72 5⁄4 ◉ ⏳ 78 66 N/A 18 95 91
6521
eternnoir
AI Studio MCP Server ⚡ Claim 1
A Model Context Protocol server that connects to Google AI Studio/Gemini API, e…
B 72 5⁄5 ◉ ⏳ 81 68 — 27 81 91
6522
alpacahq
alpaca-mcp-server ⚡ Claim
Alpaca’s official MCP Server lets you trade stocks, ETFs, crypto, and options, …
B 72 5⁄5 ◉ ⏳ 84 38 N/A 58 81 98
6523
nikola-arman
Pexels MCP Server ⚡ Claim
Enables searching and retrieving high-quality stock photos from Pexels with adv…
B 72 5⁄5 ◉ ⏳ 78 67 — 21 81 100
6524
yhai3596
Enables users to analyze, search, and export chat logs from various platforms t…
B 72 5⁄5 ◉ ⏳ 86 57 — 49 82 77
6525
markswendsen-code
Allows users to search for products, access detailed nutritional and allergen i…
B 72 5⁄5 ◉ ⏳ 90 52 — 30 80 99
6526
aoprisan
Converts Markdown files and standalone Mermaid diagrams into high-quality PDF o…
B 72 5⁄5 ◉ ⏳ 78 100 N/A 21 95 44
6527
54yyyu
School MCP ⚡ Claim 1
A Model Context Protocol server that helps students manage academic workflows b…
B 72 5⁄5 ◉ ⏳ 57 82 N/A 20 95 98
6528
uday210
Salesforce MCP Server ⚡ Claim 2
A Model Context Protocol server that enables interaction with Salesforce throug…
B 72 5⁄5 ◉ ⏳ 75 71 — 20 81 100
6529
adiom-data
mcp-lancedb ⚡ Claim 1
A Model Context Protocol (MCP) server that enables LLMs to interact directly th…
B 72 5⁄4 ◉ ⏳ 72 55 N/A 44 90 92
6530
matteoantoci
Enables programmatic access to Bitpanda cryptocurrency exchange features includ…
B 72 5⁄5 ◉ ⏳ 84 100 — 28 81 45
6531
SvenTern
Email MCP Server ⚡ Claim
An HTTP/SSE wrapper for the IMAP MCP server that enables users to read, search,…
B 72 5⁄5 ◉ ⏳ 84 66 — 29 82 85
6532
chazmaniandinkle
A Model Context Protocol server that transforms video downloading into a tool-b…
B 72 5⁄5 ◉ ⏳ 75 60 — 40 80 98
6533
RealDealCPA-VR
Automates comprehensive accounting workflows including bookkeeping, tax plannin…
B 72 5⁄4 ◉ ⏳ 80 55 N/A 21 95 96
6534
pistachiomatt
NanoBanana MCP ⚡ Claim 2
An MCP server that brings Google Gemini's image generation and editing capabili…
B 72 5⁄5 ◉ ⏳ 63 71 — 48 78 97
6535
kenazk
Gong MCP Server ⚡ Claim 1
A Model Context Protocol server that allows Claude to access Gong's API for ret…
B 72 5⁄5 ◉ ⏳ 71 67 — 44 78 93
6536
TehilaTheStudent
Enables interaction with Huawei Cloud Container Engine (CCE) through proprietar…
B 72 5⁄4 ◉ ⏳ 66 72 N/A 32 84 100
6537
dfrho
MCP Weather Server ⚡ Claim
Provides real-time weather forecasts and active weather alerts for US locations…
B 72 5⁄5 ◉ ⏳ 74 62 — 32 83 100
6538
vulnersCom
vulners-mcp ⚡ Claim 1
MCP server for the Vulners.com API
B 72 5⁄4 ◉ ⏳ 57 68 N/A 51 95 89
6539
invariantlabs-ai
Example implementation of MCP Streamable HTTP client/server in Python and TypeS…
B 72 5⁄4 ◉ ⏳ 84 57 N/A 21 90 97
6540
moro3k
mcp-altegio ⚡ Claim 2
MCP server for Altegio API — appointments, clients, services, staff schedules f…
B 72 5⁄5 ◉ ⏳ 69 62 — 68 83 79
6541
edenking0621-png
Enables secure interaction with Notion through a suite of tools for searching, …
B 72 5⁄5 ◉ ⏳ 78 68 — 27 82 91
6542
hnmr293
GDB-MCP ⚡ Claim 1
An MCP server that provides programmatic access to the GNU Debugger (GDB), enab…
B 72 5⁄5 ◉ ⏳ 75 91 N/A 47 95 39
6543
awee1453
RSS-MCP ⚡ Claim
Professional RSS/Atom feed management system with AI-powered analytics includin…
B 72 5⁄5 ◉ ⏳ 66 60 — 64 81 88
6544
pipethedev
Connects AI assistants to Supabase projects, enabling them to manage tables, qu…
B 72 5⁄5 ◉ ⏳ 84 65 — 44 81 79
6545
datamoc
Enables AI-powered portfolio analysis for Wealthfolio, allowing Claude to query…
B 72 5⁄4 ◉ ⏳ 78 53 N/A 34 95 91
6546
longmaba
JIRA MCP Server ⚡ Claim
Enables AI assistants to search, view, create, and update JIRA issues using nat…
B 72 5⁄5 ◉ ⏳ 86 63 — 26 81 89
6547
InfraMCP
SSH MCP Server ⚡ Claim
Enables remote Linux server management via SSH, allowing command execution and …
B 72 5⁄5 ◉ ⏳ 76 43 — 67 81 98
6548
dubuqingfeng
gitlab-mcp-server ⚡ Claim 1
GitLab MCP (Model Context Protocol) server for AI agents
B 72 5⁄4 ◉ ⏳ 66 71 N/A 47 75 96
6549
lostspace003
Connects Microsoft Copilot Studio to Azure SQL Databases, enabling natural lang…
B 72 5⁄5 ◉ ⏳ 88 62 — 25 77 94
6550
yudppp
An MCP server that enables users to retrieve, filter, and search through Claude…
B 72 5⁄4 ◉ ⏳ 69 65 N/A 26 90 99
Showing 6501–6550 of 69052 servers
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