MCP Server Quality Scores

Independent quality analysis of 50515 public MCP servers

50515
Discovered
29750
Scored
2112
Verified
16952
Complete

Last updated 54 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
◉ Complete Scores
15751
dongwoosuk
Grasshopper MCP Claim 1 3
Enables AI-powered computational design in Rhino/Grasshopper with ML-based auto…
F 30 55 90 74 N/A 42 87 68
15752
Traia-IO
test-newsapi-mcp Claim 1
Provides AI agents access to news aggregation from 80,000+ sources via the News…
F 30 55 80 43 25 80 91
15753
Akira-Papa
osascript MCP Server Claim 1 2
Enables the execution of AppleScript and JavaScript for Automation (JXA) on mac…
F 30 54 72 61 N/A 28 87 91
15754
wanderingnature
FastMCP Claim 1 3
FastMCP is a comprehensive MCP server allowing secure and standardized data and…
F 30 55 90 45 50 76 89
15755
TheLunarCompany
lunar#mcpx Claim 1
MCPX is a production-ready, open-source gateway to manage MCP servers at scale—…
F 30 55 80 36 67 76 90
15756
raghav-misra
MCPify Claim 1 2
Automatically generates and runs MCP servers by scraping API documentation and …
F 30 55 72 66 28 76 95
15757
ssdeanx
Enables running arbitrary JavaScript code in isolated Docker containers with on…
F 30 54 100 71 N/A 29 88 91
15758
teddynote-lab
Quick-start Auto MCP Claim 1
A tool that helps easily register Anthropic's Model Context Protocol (MCP) in C…
F 30 54 72 40 N/A 51 82 94
15759
aneeshkp
PTP MCP Server Claim 1 2
A Model Context Protocol server that enables monitoring and analysis of Precisi…
F 30 54 79 53 N/A 34 90 98
15760
luc-me
LTspice MCP Server Claim 1
This server enables LLMs to design, simulate, and debug electronic circuits usi…
F 30 54 36 31 N/A 23 87 90
15761
Spectating101
cite-finance Claim 1 2
Returns verified financial data (SEC EDGAR & FRED) with machine-readable citati…
F 30 54 90 37 N/A 27 87 92
15762
Ejb503
systemprompt-mcp-notion Claim 1 3
This an Model Context Protocol (MCP) server that integrates Notion into your AI…
F 30 54 94 70 N/A 34 89 99
15763
dogfoodlab-io
StashDog MCP Server Claim 1 2
Enables AI assistants to manage StashDog inventory through natural language com…
F 30 55 88 67 30 77 92
15764
KunihiroS
CoRT MCP Server Claim 1 2
An MCP server implementing the Chain-of-Recursive-Thoughts (CoRT) methodology t…
F 30 55 51 68 39 80 92
15765
Tele-AI
doc-ops-mcp Claim 1 2
A universal MCP server for document processing, conversion, and automation. Han…
F 30 55 96 36 69 74 87
15766
ziangziangziang
Mermaid MCP Server Claim 1
Enables agents to search official Mermaid diagram syntax documentation and vali…
F 30 55 78 65 32 80 94
15767
p-funk
FEGIS Claim 1 2
FEGIS is a Model Context Protocol server that gives LLMs structured, persistent…
F 30 55 94 60 44 80 85
15768
lirantal
An MCP Server for Node.js API documentation
F 30 55 77 60 83 80 96
15769
mzxrai
mcp-openai Claim 1 3
Chat with OpenAI's smartest models
F 30 55 86 57 63 80 96
15770
jsuryanm
An AI-powered job recommender built on the Model Context Protocol that provides…
F 30 55 60 17 45 78 85
15771
pree-dew
mcp-bookmark Claim 1 2
Enables AI assistants to save and search bookmarks with semantic search using O…
F 30 54 49 27 N/A 28 77 94
15772
hueori95
This MCP server provides a tool to generate manual test cases in Markdown or CS…
F 30 55 74 65 32 80 91
15773
SPL-BGU
PlanningCopilot Claim 1
A tool-augmented LLM system for the full PDDL planning pipeline, improving reli…
F 30 54 72 52 N/A 42 90 89
15774
cameronrye
activitypub-mcp Claim 1
Read-only-by-default MCP server: let LLMs explore the Fediverse — Mastodon, Mis…
F 30 54 84 70 N/A 86 92 98
15775
iflytek
A server implementation of the Model Context Protocol that enables calling iFly…
F 30 55 96 57 43 74 83
15776
Nanashi1526
BlenderMCP Claim 1
Connects Claude AI to Blender through the Model Context Protocol, enabling AI-a…
F 30 54 66 36 N/A 43 82 98
15777
claudiusbotticus
Provides real-time web research and URL summarization capabilities using Gemini…
F 30 54 94 50 N/A 28 87 100
15778
agentic-mcp-tools
memora Claim 1 2
Persistent memory with knowledge graph visualization, semantic/hybrid search, c…
F 30 55 78 41 69 76 100
15779
hanweg
Enables direct interaction with the Discord API using both REST API calls and s…
F 30 55 94 66 35 76 87
15780
doppelgangersai
Context API MCP Server Claim 1 2
Accesses the doppelgangers.ai Social Media Context API to provide contextualize…
F 30 55 78 67 27 76 93
15781
mtct
MCP Journaling Server Claim 1
The MCP server transforms chats with Claude into journaling sessions, saving co…
F 30 54 56 30 N/A 41 88 94
15782
PewterZz
Pete Thinking Server Claim 1
Enable AI agents to perform sequential thinking processes with dynamic thought …
F 30 54 90 60 N/A 26 89 68
15783
rachelsu-blip
agent101-mcp Claim 1
Search and discover 500+ tools, APIs, and services for AI agents. Browse 15 cat…
F 30 66 96 48 0 43 77 97
15784
equilibrium-team
TweekIT MCP Server Claim 1
Normalize and convert more than 400 file types via TweekIT's hosted MCP streama…
F 30 66 72 68 0 74 77 98
15785
UniVoucher
UniVoucher MCP Server Claim 1 2
Enables interaction with UniVoucher's decentralized crypto gift card protocol a…
F 30 55 78 71 33 74 94
15786
stass
lldb-mcp Claim 1 2
A MCP server for LLDB enabling AI binary and core file analysis, debugging, dis…
F 30 54 45 33 N/A 40 89 91
15787
g1itchbot8888-del
agent-memory Claim 1 2
Three-layer memory system for agents (identity/active/archive) with semantic se…
F 30 54 72 41 N/A 50 90 94
15788
devraj21
DP-MCP Server Claim 1 2
A comprehensive Data Platform server that enables seamless integration between …
F 30 55 78 27 28 80 100
15789
niusulong
TShark2MCP Claim 1 2
An MCP server that enables AI-assisted network packet analysis using Wireshark'…
F 30 54 57 33 N/A 41 90 63
15790
risherb
A lightweight Flask-based server that enables Claude AI to perform real-time we…
F 30 55 78 41 34 78 90
15791
siscale
Arcanna MCP Server Claim 1
Enables interaction with Arcanna's AI-powered security use cases, allowing user…
F 30 55 78 67 35 74 90
15792
drahmad89
Amazon MCP Server Claim 1
Enables interaction with Amazon services through AI assistants, allowing users …
F 30 55 54 61 48 78 100
15793
vurgunhajiyev
MCP Gateway Claim 1
A production-ready unified entry point for AI agents that implements the Model …
F 30 55 78 73 32 81 57
15794
DumplingAI
Dumpling AI MCP Server Claim 1 2
Integrates with Dumpling AI to provide data scraping, content processing, knowl…
F 30 55 78 100 48 76 41
15795
HappyAny
A Model Context Protocol (MCP) server that converts LaTeX mathematical expressi…
F 30 55 66 50 36 78 82
15796
samihalawa
Google Jules MCP Claim 1 2
An MCP server for automating Google Jules that enables seamless integration for…
F 30 55 69 67 32 74 98
15797
praveencs87
Trello MCP Server Claim 1
Enables AI assistants and automation tools to interact with Trello boards, list…
F 30 55 76 66 23 80 86
15798
anton-proto
MCP Imagen Server Claim 1
Enables text-to-image generation, style transfer, background removal, and autom…
F 30 55 96 61 35 80 89
15799
TeglonLabs
Enables interaction with a tool for generating true random coin flips via rando…
F 30 55 84 100 26 82 55
15800
PARS-DOE
An MCP server that automatically generates documentation, test plans, and code …
F 30 55 85 63 31 80 97
Showing 15751–15800 of 50515 servers
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