AgentIndex icon
AgentIndex
ncp logo
ncp
★ 100
vs
gemini-skill logo
gemini-skill
★ 832

ncp vs gemini-skill

ncp: NCP (Natural Context Provider) is an MCP aggregator that consolidates 50+ disparate MCP servers into a single unified interface for AI agents. Instead of loading every tool definition upfront and burning tokens, agents use three simple tools — find, code, and run — to discover and invoke any capability on demand. Code mode lets the agent write TypeScript workflows combining multiple tools in one step. NCP reports 97% fewer tokens consumed and 5x faster tool selection compared to loading individual MCP servers.; gemini-skill: Gemini Skill automates interactions with Google Gemini's web interface using CDP. It supports AI image generation, multi-turn conversations, image uploading and extraction, session management, and an MCP server for integration with AI clients. The system uses a daemon architecture to manage browser processes efficiently.

01

TL;DR

ncp logo
ncpDev Tooling · ★ 100

Reducing token costs when an AI agent needs access to many tools

Read ncp full review →
gemini-skill logo
gemini-skillBrowser Automation · ★ 832

Automatically generate game-style emojis through AI dialogue

Read gemini-skill full review →
02

Side-by-Side Comparison

Field
ncp logoncp
gemini-skill logogemini-skill
Category
Dev Tooling
Browser Automation
Stars
★ 100
★ 832
License
NOASSERTION
MIT
Install Command
npm install -g @portel/ncp
git clone https://github.com/WJZ-P/gemini-skill.git && cd gemini-skill && npm install
Updated
4d ago
1mo ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
ai-agents, claude, claude-desktop
automation, drawing, gemini
03

Features

ncp logoncp
01Aggregates 50+ MCP servers into 2-3 unified tools (find/code/run)
02Code mode: agents write TypeScript to call multiple tools in one step
03On-demand tool loading — only active tools consume tokens
04Scheduling support for recurring task execution
05Project-level configuration — each project defines its own MCP set
gemini-skill logogemini-skill
01AI image generation with prompt and full-size download
02Multi-turn text dialogue with Gemini
03Image upload for reference-based generation
04Image extraction from conversations (base64 and CDP full-size)
05Session management (new, temp, model switch, navigate history)
04

Use Cases

ncp logoncp
↳Reducing token costs when an AI agent needs access to many tools
↳Building multi-step TypeScript workflows that combine search, files, and APIs
↳Managing multiple MCP servers across different projects from one config
gemini-skill logogemini-skill
↳Automatically generate game-style emojis through AI dialogue
↳Conduct multi-turn conversations with Gemini for information retrieval
↳Upload a reference image to generate a new variant using Gemini
05

Best For

ncp logoncp
Hidden Gem
gemini-skill logogemini-skill
—
FAQ

FAQ

What is the difference between ncp and gemini-skill?
Both ncp and gemini-skill are in the Dev Tooling category. ncp has 100 stars, while gemini-skill has 832 stars.
Which is better, ncp or gemini-skill?
The best choice depends on your use case. Choose ncp if Reducing token costs when an AI agent needs access to many tools, and gemini-skill if Automatically generate game-style emojis through AI dialogue.
Is ncp free or open source?
Yes, ncp is open source on GitHub (NOASSERTION).
Is gemini-skill free or open source?
Yes, gemini-skill is open source on GitHub (MIT).
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Related

Alternatives to ncp →Alternatives to gemini-skill →ncp details →gemini-skill details →