How does Nia differ from standard web search tools?

Unlike standard WebFetch tools that return truncated or summarized content, Nia indexes the entire source (codebase or documentation) to provide complete, structured context to the AI.

How long does it take Nia to index a new source?

Depending on the size of the repository or documentation site, indexing typically takes between 1 to 5 minutes. Once indexed, the data is available for immediate, targeted searching.

Why is the 'Nia-First' workflow recommended?

Using indexed sources first ensures Claude has the most accurate and high-fidelity data available, which significantly reduces hallucinations compared to relying on generic web searches.

What types of sources can Nia index?

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

Nia Knowledge & Documentation

Name: Nia Knowledge & Documentation
Author: nozomio-labs

bynozomio-labs

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学习与文档

Indexes and searches external repositories, documentation, and packages to provide Claude with high-fidelity, up-to-date context.

关于

Nia is a specialized research and context-retrieval skill that connects Claude to external knowledge sources like GitHub repositories, npm/PyPI packages, and web documentation. By prioritizing structured indexing over simple web fetching, it provides full source code and documentation access, significantly reducing hallucinations and ensuring Claude works with current data. It enables a deterministic workflow for discovering, indexing, and querying remote information, allowing Claude to deeply understand complex dependencies and external libraries without leaving the terminal.

主要功能

Deep documentation scraping that captures entire sites rather than truncated snippets
Persistent resource management to track and reuse previously indexed findings
Full-scale indexing of remote GitHub repositories and package source code
Deterministic search and grep tools for targeted querying of indexed data
1 GitHub stars
AI-powered web research modes to discover relevant URLs and resources

使用场景

Integrating a new library by indexing its complete documentation and source code for accurate implementation.
Conducting deep technical research on new technologies or academic papers to provide Claude with the latest context.
Debugging complex issues within third-party dependencies by searching through their remote codebases.

关于

主要功能

Deep documentation scraping that captures entire sites rather than truncated snippets
Persistent resource management to track and reuse previously indexed findings
Full-scale indexing of remote GitHub repositories and package source code
Deterministic search and grep tools for targeted querying of indexed data
1 GitHub stars
AI-powered web research modes to discover relevant URLs and resources

使用场景

Integrating a new library by indexing its complete documentation and source code for accurate implementation.
Conducting deep technical research on new technologies or academic papers to provide Claude with the latest context.
Debugging complex issues within third-party dependencies by searching through their remote codebases.