MCP Server Quality Scores

Independent quality analysis of 30006 public MCP servers

30006
Discovered
24039
Scored
1224
Verified
16961
Complete

Last updated 2 weeks, 6 days ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
6651
praveenkumarkunchala2005
Transforms founder profiles from social media into actionable strategic intelli…
B 71 54 60 72 N/A 35 90 91
6652
muness
Enables interaction with Xero accounting software to create and manage invoices…
B 71 55 94 38 47 81 88
6653
WilcoKruijer
Bunq MCP Claim 1
A Model Context Protocol server for Bunq that enables interaction with the Bunq…
B 71 55 65 67 46 77 96
6654
woshizhouzhuo-ux
flomo-mcp Claim
A simple notes system that allows creating, storing, and accessing text notes t…
B 71 54 78 47 N/A 25 95 100
6655
kodaimaehata
Enables code review through Cursor CLI integration with GPT-5. Provides a curso…
B 71 55 66 100 N/A 41 95 41
6656
joshuadanpeterson
An intelligent server that transforms local Dash documentation into a context-a…
B 71 55 94 74 N/A 33 95 38
6657
jjsteffen23
Enables verification of natural language claims against CME prediction market d…
B 71 55 84 67 27 80 84
6658
timkulbaev
mcp-linkedin Claim 1
LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by defau…
B 71 55 63 58 64 80 94
6659
praveenc
MCP Server Builder Claim
Provides searchable access to official MCP protocol specification and FastMCP f…
B 71 55 60 60 65 81 92
6660
MikeO-AI
🔒 Privacy-first MCP server for Claude using PostgreSQL + Ollama. Local alternat…
B 71 54 72 41 N/A 60 90 93
6661
VetCoders
automator-mcp Claim 1
MCP server for macOS Automator that enables AI to control Mac computers by exec…
B 71 55 75 75 N/A 45 95 53
6662
zero-abd
llmmcp Claim 1
MCP server for real-time LLM API documentation — stop hallucinations
B 71 55 57 73 N/A 51 80 94
6663
Rohitkumar0056
A web application for securely managing GitHub tokens and providing centralized…
B 71 55 96 71 21 81 69
6664
narumiruna
Provides comprehensive access to Taiwan's Legislative Yuan data including bills…
B 71 55 66 58 57 84 89
6665
turambar928
An automated system that processes raw text through a three-stage pipeline to a…
B 71 55 92 57 33 78 82
6666
kstonekuan
Enables Claude Code to send notifications to Discord channels via webhooks when…
B 71 55 72 62 46 81 91
6667
YUChoe
Enables comprehensive SQLite database operations including CRUD operations, sch…
B 71 54 72 61 N/A 30 95 86
6668
Yarflam
Weather MCP Server Claim 1
A free Model Context Protocol server that retrieves global weather data and for…
B 71 55 80 68 22 81 88
6669
gmacev
An MCP server that extends AI agents' context window by providing tools to stor…
B 71 55 63 71 44 81 92
6670
ach968
Finnhub MCP Server Claim 2
An MCP server that provides access to financial market data via the Finnhub API…
B 71 55 69 72 27 82 93
6671
OV-MapRoom
Dropbox MCP Server Claim 1
A local MCP server that enables Claude to manage Dropbox accounts through tools…
B 71 44 54 N/A N/A 30 95 99
6672
nam090320251
Enables LLMs to automatically generate Excel files with custom structures, adva…
B 71 55 80 71 27 81 83
6673
Shengwang-Community
A document-based MCP server that supports keyword searching and content retriev…
B 71 66 60 68 78 36 81 100
6674
simplelocalize
Enables interaction with the SimpleLocalize API to manage translation keys, lan…
B 71 55 60 62 59 80 94
6675
efikuta
Transforms YouTube into a queryable knowledge source with search, video details…
B 71 55 84 63 25 81 91
6676
royerlab
napari-mcp Claim
🔬 MCP server for AI-powered napari control. Connect Claude, ChatGPT, Cursor, an…
B 71 54 70 35 N/A 76 84 97
6677
kshern
mcp-tavily Claim 1
B 71 55 68 68 40 82 90
6678
byjit
A Model Context Protocol server that enables remote connections with GitHub aut…
B 71 54 53 67 N/A 43 95 94
6679
Dagudelot
Enables automatic weather information retrieval through a custom MCP server int…
B 71 55 78 61 23 81 100
6680
WilliamNing316
crypto-mcp-server Claim
Get real-time crypto prices, 24h stats, OHLCV, and order book depth. Ask for qu…
B 71 55 72 65 N/A 48 81 85
6681
varun29ankuS
mif-tools Claim
Convert, validate, and inspect AI agent memories across formats
B 71 54 72 27 N/A 73 95 93
6682
neosun100
notebookLM2PPT Claim
Enables AI models to convert NotebookLM PDF exports into high-quality PowerPoin…
B 71 55 72 57 47 81 93
6683
scmcphub
cellrank-mcp Claim
Enables natural language interaction for scRNA-Seq analysis including preproces…
B 71 55 84 63 39 81 77
6684
ErebusEnigma
context-memory Claim
Persistent, searchable context storage across Claude Code sessions using SQLite…
B 71 54 76 27 N/A 73 92 90
6685
lasaths
Search and browse 1,400+ Phosphor icons by name, category, or tags. Generate SV…
B 71 55 80 61 N/A 35 80 91
6686
Lizzard-Solutions
Enables comprehensive browser automation through Browserless.io including PDF g…
B 71 55 90 66 22 74 87
6687
iishyfishyy
mermaid-live-mcp Claim
B 71 54 60 55 N/A 40 95 100
6688
reflex-dev
MCP Docs Server Claim 1
Makes local markdown documentation files automatically available to AI assistan…
B 71 54 78 37 N/A 44 92 100
6689
Myangsun
Memory Graph Claim
Remember user details and preferences across conversations. Organize facts into…
B 71 54 78 55 N/A 34 87 93
6690
samihalawa
Enable seamless integration of MCP servers within your Next.js projects using t…
B 71 54 54 62 N/A 41 95 100
6691
VIGNESH-2232005
Example MCP Server Claim
A Node.js/TypeScript MCP server template with sample tools (ping and system_inf…
B 71 54 78 46 N/A 24 95 100
6692
google-gemini
gemini-cli Claim
An open-source AI agent that brings the power of Gemini directly into your term…
B 71 54 96 25 N/A 88 95 51
6693
FRESHSK
MCP Outlook Server Claim
Enables AI agents to interact with Microsoft Outlook via the Microsoft Graph AP…
B 71 55 66 70 30 81 100
6694
MissionSquad
An MCP server implementation that integrates the SearXNG API for powerful web s…
B 71 55 71 100 45 81 46
6695
zhigang1992
mcpcute Claim
An MCP aggregator that consolidates multiple MCP servers behind a single interf…
B 71 55 78 58 27 81 100
6696
jimbuck
Provides access to the Open Brewery DB API, allowing AI assistants to search fo…
B 71 55 68 100 49 81 46
6697
Ray0907
arXiv MCP Server Claim
Enables searching and retrieving academic papers from arXiv with support for ad…
B 71 55 76 56 45 80 91
6698
BACH-AI-Tools
MCP Google Maps Claim
Provides access to Google Maps API functionality including places search, geoco…
B 71 55 78 62 32 81 93
6699
yanmxa
OCM MCP Server Claim
A gateway that enables Generative AI systems to interact with and manage multip…
B 71 54 70 68 N/A 23 95 89
6700
r-huijts
opentk-mcp Claim 1
Access Dutch Parliament (Tweede Kamer) information including documents, debates…
B 71 55 64 60 51 82 97
Showing 6651–6700 of 30006 servers
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