<p align="center">
    <img src="docs/logo/dark.webp" width="400px" alt="EmbedJs Logo">
</p>

<p align="center">
    <a href="https://www.npmjs.com/package/@cherrystudio/embedjs"  target="_blank"><img alt="License" src="https://img.shields.io/npm/l/%40cherrystudio%2Fembedjs?style=for-the-badge"></a>
    <a href="https://www.npmjs.com/package/@cherrystudio/embedjs"  target="_blank"><img alt="NPM Version" src="https://img.shields.io/npm/v/%40cherrystudio/embed-js?style=for-the-badge"></a>
</p>

<hr />

## What is EmbedJs?

EmbedJs is an Open Source Framework for personalizing LLM responses. An ultimate toolkit for building powerful Retrieval-Augmented Generation (RAG) and Large Language Model (LLM) applications with ease in Node.js.

It segments data into manageable chunks, generates relevant embeddings, and stores them in a vector database for optimized retrieval. It enables users to extract contextual information, find precise answers, or engage in interactive chat conversations, all tailored to their own data.

## 📖 Documentation

Comprehensive guides and API documentation are available to help you get the most out of EmbedJs:

-   [Introduction](https://llm-tools.mintlify.app/get-started/introduction#what-is-embedjs)
-   [Getting Started](https://llm-tools.mintlify.app/get-started/quickstart)
-   [Supported data types](https://llm-tools.mintlify.app/components/data-sources/overview)
-   [Examples](https://llm-tools.mintlify.app/examples)

## 🌐 Contributing

Contributions are welcome! Please check out the issues on the repository, and feel free to open a pull request.
For more information, please see the [contributing guidelines](CONTRIBUTING.md).

<a href="https://github.com/CherryHQ/embed-js/graphs/contributors">
  <img src="https://contrib.rocks/image?repo=CherryHQ/embed-js" />
</a>


A NodeJS RAG framework to easily work with LLMs and custom datasets. 

@cherrystudio/embedjs

A NodeJS RAG framework to easily work with LLMs and custom datasets

cherry.ai

dejeune

eeee_007

embedjs

(Experimental) An ambiguous license classifier was found.

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Ambiguous License Classifier

Source files are encoded using a non-standard text encoding.

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Bad text encoding

Package version is not a valid semantic version (semver).

What is bad semver?

Bad semver

Package has dependencies with an invalid semantic version. This could be a sign of beta, low quality, or unmaintained dependencies.

What is bad dependency semver?

Bad dependency semver

Source files contain bidirectional unicode control characters. This could indicate a Trojan source supply chain attack. See: trojansource.codes for more information.

What are bidirectional unicode control characters?

Bidirectional unicode control characters

This package has multiple bin scripts with the same name. This can cause non-deterministic behavior when installing or could be a sign of a supply chain attack.

What is bin script confusion?

Bin script confusion

This Chrome extension includes a content script '{scriptFile}' that runs on websites matching '{matches}'.

What are Chrome extension content scripts?

Chrome Extension Content Script

This Chrome extension requests access to '{host}'.

What are Chrome extension host permissions?

Chrome Extension Host Permission

This Chrome extension uses the '{permission}' permission.

What are Chrome extension permissions?

Chrome Extension Permission

This Chrome extension requests broad access to websites with the pattern '{host}'.

What are Chrome extension wildcard host permissions?

Chrome Extension Wildcard Host Permission

Semantic versions published out of chronological order.

What is a chronological version anomaly?

Chronological version anomaly

Project maintainer's SSH key has been compromised.

What is a compromised SSH key?

Compromised SSH key

(Experimental) Copyleft license information was found.

What do I need to know about license files?

Copyleft License

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Title

Critical CVE

Contains a high severity Common Vulnerability and Exposure (CVE).

What is a CVE?

High CVE

Uses debug, reflection and dynamic code execution features.

What is debug access?

Debug access

The maintainer of the package marked it as deprecated. This could indicate that a single version should not be used, or that the package is no longer maintained and any new vulnerabilities will not be fixed.

What is a deprecated package?

Deprecated

(Experimental) Contains a known deprecated SPDX license exception.

What is a deprecated SPDX exception?

Deprecated SPDX exception

(Experimental) License is deprecated which may have legal implications regarding the package's use.

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Deprecated license

Package name is similar to other popular packages and may not be the package you want.

What is a typosquat?

Possible typosquat attack

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Dynamic require

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What is an empty package?

Empty package

Package accesses environment variables, which may be a sign of credential stuffing or data theft.

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Environment variable access

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What are extraneous dependencies?

Name

Extraneous dependency

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What are file dependencies?

File dependency

Accesses the file system, and could potentially read sensitive data.

What is filesystem access?

Filesystem access

Package has a dependency with a floating version range. This can cause issues if the dependency publishes a new major version.

What are wildcard dependencies?

Wildcard dependency

Contains a dependency which resolves to a remote git URL. Dependencies fetched from git URLs are not immutable and can be used to inject untrusted code or reduce the likelihood of a reproducible install.

What are git dependencies?

Git dependency

Contains a dependency which resolves to a GitHub URL. Dependencies fetched from GitHub specifiers are not immutable can be used to inject untrusted code or reduce the likelihood of a reproducible install.

What are GitHub dependencies?

GitHub dependency

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AI-detected potential code anomaly

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AI-detected potential malware

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AI-detected potential security risk

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Native code

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What are high entropy strings?

High entropy strings

Contains unicode homoglyphs which can be used in supply chain confusion attacks.

What are unicode homoglyphs?

Unicode homoglyphs

Contains a dependency which resolves to a remote HTTP URL which could be used to inject untrusted code and reduce overall package reliability.

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HTTP dependency

Install scripts are run when the package is installed. The majority of malware in npm is hidden in install scripts.

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Install scripts

Package has an invalid manifest file and can cause installation problems if you try to use it.

What is an invalid manifest file?

Invalid manifest file

Source files contain invisible characters. This could indicate source obfuscation or a supply chain attack.

What are invisible characters?

Invisible chars

(Experimental) Package license has recently changed.

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License change

(Experimental) Contains an SPDX license exception.

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License exception

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License Policy Violation

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Long strings

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Major refactor

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Known malware

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What is manifest confusion?

Manifest confusion

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Medium CVE

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Low CVE

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Minified code

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Modified license exception

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What is a modified license?

Modified license

What is network access?

Network access

A new npm collaborator published a version of the package for the first time. New collaborators are usually benign additions to a project, but do indicate a change to the security surface area of a package.

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New author

Package does not specify a list of contributors or an author in package.json.

Why is contributor and author data important?

No contributors or author data

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No bug tracker

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@cherrystudio/embedjs

What is EmbedJs?

📖 Documentation

🌐 Contributing

Keywords

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@cherrystudio/embedjs

What is EmbedJs?

📖 Documentation

🌐 Contributing

Keywords

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