Why should I use Nia instead of WebFetch?

WebFetch often returns truncated or summarized content. Nia provides a structured, searchable index of the full source, allowing for deeper exploration and more accurate code analysis.

How long does indexing a new source take?

Depending on the size of the documentation or repository, indexing typically takes between 1 to 5 minutes to complete.

Can Nia search private GitHub repositories?

Yes, as long as the underlying Nia MCP server has the necessary permissions and authentication configured to access those repositories.

What types of sources can Nia index?

Nia can index GitHub repositories, npm/PyPI packages, research papers, local folders, and web-based documentation root URLs.

How does Nia reduce hallucinations in Claude?

Nia indexes full source code and official documentation rather than relying on training data or truncated web summaries, providing Claude with grounded, up-to-date facts.

Nia - Intelligent Context & Documentation

Name: Nia - Intelligent Context & Documentation
Author: nozomio-labs

bynozomio-labs

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Web Scraping & Data Collection

Indexes and searches external repositories, documentation, and research papers to provide Claude with high-fidelity context for development tasks.

Nia is a specialized skill designed to ground Claude's responses in real-world technical data by integrating the Nia MCP server. It implements a 'Nia-First' workflow that prioritizes indexed sources—such as GitHub repositories, npm/PyPI packages, and official documentation—over generic web searches. By allowing AI agents to index, grep, and explore full source code and structured research, Nia significantly reduces hallucinations and ensures the agent is working with the most recent and complete context available, rather than relying on truncated web summaries.

Key Features

01Index and search full source code from GitHub repositories, npm, and PyPI.

02Perform AI-powered research on technical papers and web documentation.

03Persistent resource management to list, track, and subscribe to indexed sources.

04Deterministic search tools including grep, read, and directory tree exploration.

05Context-saving tools to reuse research findings across different conversations.

0658 GitHub stars

Use Cases

01Creating a persistent knowledge base of external project dependencies to minimize context window bloat.

02Referencing the most up-to-date API documentation for third-party services like Stripe or AWS.

03Analyzing a library's internal implementation by indexing its entire GitHub repository.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add nozomio-labs/nia-rules-for-agents nia

For use in Claude.ai and ChatGPT

Download Skill