Reference IDs

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The following tools are designed to be used with LLM:
(related-tools-strip-tags)=
## strip-tags
[strip-tags](https://github.com/simonw/strip-tags) is a command for stripping tags from HTML. This is useful when working with LLMs because HTML tags can use up a lot of your token budget.
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[llm, ttok and strip-tags—CLI tools for working with ChatGPT and other LLMs](https://simonwillison.net/2023/May/18/cli-tools-for-llms/) describes ways to use `strip-tags` in more detail.
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## ttok
[ttok](https://github.com/simonw/ttok) is a command-line tool for counting OpenAI tokens. You can use it to check if input is likely to fit in the token limit for GPT 3.5 or GPT4:
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```
This is useful for truncating a large document down to a size where it can be processed by an LLM.
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## Symbex
[Symbex](https://github.com/simonw/symbex) is a tool for searching for symbols in Python codebases. It's useful for extracting just the code for a specific problem and then piping that into LLM for explanation, refactoring or other tasks.