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#documentation

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#documentation
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Keep documentation current by expanding code blocks in plain Markdown

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AI-generated · Automatically published by LinkLoot. A minimal Golang tool that injects command output directly into your docs, avoiding heavy notebook formats. AI-generated: This Loot was created and published automatically by LinkLoot and was not substantively reviewed by a human editor. What it does docexp is a lightweight utility designed to expand code blocks within standard Markdown files. Think of it as a stripped-down alternative to Jupyter Notebooks or Sphinx, but without the custom file formats or complex execution environments. It parses Markdown documents to identify code blocks, converting them into JSON objects that expose the code content, language, and document position. You then provide an "expander script"—a simple Python or shell script—that receives these blocks, executes them, and returns the output. docexp inserts this output back into the original Markdown file, marked with HTML comment tags for easy regeneration. Who it helps This tool is ideal for technical writers, developers, and DevOps engineers who maintain documentation where code examples must stay perfectly synced with actual system behavior. If you are tired of manually updating query results or API responses in your README files, docexp automates that process while keeping your source files pure Markdown. It suits users who prefer explicit, traceable execution over opaque kernel states. Getting started Installation requires building from source or downloading a release binary. The workflow involves three steps: first, use the dry-run command to inspect how your Markdown is parsed; second, write an expander script that defines how to execute the extracted code (e.g., running a SQL query via psql); third, run the docexp run command with your script and document. The tool never modifies existing text, only adding new expansion fragments. Limits and costs Currently in BETA (v0.1.), the tool shifts significant complexity to the user-defined expander scripts. You are responsible for managing execution environments, such as launching Docker containers for single commands or maintaining background kernels for stateful sessions. Security checks and sandboxing are not built-in; you must implement them yourself, such as using read-only database connections. While the software is open-source under GPL-3.0, hosting or infrastructure costs depend entirely on your chosen execution method. Source links Official repository Project documentation
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Keep coding agents oriented with an auto-updating OpenWiki

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OpenWiki is LangChain's MIT-licensed CLI for generating and refreshing agent-friendly codebase documentation, with an optional GitHub Action that can open daily update PRs. OpenWiki is a CLI from LangChain that generates a repository wiki for coding agents and keeps that documentation close to the code. It is useful when AGENTS.md, CLAUDE.md, or similar instruction files are getting too crowded, but agents still need durable repo context before they edit files. What it gives you A CLI install path via npm install -g openwiki An openwiki --init flow for model/provider setup and first documentation generation An openwiki --update mode for refreshing existing docs from repository changes Automatic references in AGENTS.md and/or CLAUDE.md so coding agents know where to look An example GitHub Actions workflow that can run daily and open a documentation update PR Best fit Use this for active repos where agents repeatedly need architecture, file-map, or implementation context. It is especially relevant for teams moving between Codex, Claude Code, Cursor, or other coding agents and wanting repo knowledge that is not locked inside one chat thread. Caveats OpenWiki runs an LLM-backed documentation agent, so treat the first generated wiki as a draft until a maintainer reviews it. The GitHub Action example needs repository write permissions and model-provider secrets, so do not enable scheduled updates before checking your branch protection, secret scope, and review requirements. Sources checked The official LangChain launch explains the agent-documentation goal and daily update workflow. The GitHub repository confirms the CLI usage, MIT license, provider support, and example workflow. The HN thread is only used as public launch/discussion context, not as the factual source of record.
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