LLMFlows provides components for building language model applications with explicit workflows.
Open source
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promptext extracts code context for AI assistants to use when responding to development questions.
About promptext
promptext is an open-source command-line tool, written in Go, that turns a codebase into context suitable for AI assistants such as Claude, ChatGPT and other LLMs. It scans a project, filters out unnecessary files, ranks the remaining files by relevance, and packages them into a token-efficient prompt that is copied to the clipboard by default.
It enforces token budgets so output stays within a chosen limit, and offers preview and dry-run options before generating anything. Output formats include PTX (the default), TOON-strict, Markdown and XML, with the format auto-detected from the output file extension. Token counting uses the cl100k_base tokenizer, described as compatible with GPT-4, GPT-3.5 and Claude. Configuration is available through a project-level .promptext.yml file and global settings, and a Go API allows the extraction capabilities to be embedded in other applications. No pricing information is given.
Key features
- Filters out files such as node_modules and binaries automatically
- Ranks remaining files by relevance for focused context
- Enforces token budgets and supports preview/dry-run
- Outputs PTX, TOON-strict, Markdown or XML formats
- Counts tokens with cl100k_base tokenizer (GPT-4, GPT-3.5, Claude compatible)
- Go API for integrating code extraction into other tools
Best for: Developers who need to feed relevant parts of a codebase to AI coding assistants while staying within token limits.
Good for
- Open source with a Go implementation intended to process large codebases in seconds
- Combines automatic file filtering, relevance ranking and enforced token budgets
- Configurable per project or globally, with multiple token-efficient output formats
Watch out for
- Installation requires a separate install step, and the Go install method needs Go 1.19 or later
- Automatically checks for new releases once per day
- No pricing information is provided on the repository page
promptext at a glance
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Open source
- Yes · Source code
- Language
- English
- Last checked
- Oct 5, 2026 · Online when checked
- Listed
- Oct 5, 2026
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promptext FAQ
What output formats does promptext support?
PTX is the default; TOON-strict, Markdown and XML are also available, with the format auto-detected from the output file extension.
How does it keep output within token limits?
It enforces a specified token budget, and options such as preview and dry-run let you inspect file selection and token counts before generating output.
Can promptext be used programmatically?
Yes. A Go API is provided for integrating code extraction into AI/ML workflows and custom applications.
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