{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "headroomlabs-ai-headroom--cut-token-spend-in-claude-code",
 "repo": "headroomlabs-ai/headroom",
 "repo_url": "https://github.com/headroomlabs-ai/headroom",
 "repo_slug": "headroomlabs-ai-headroom",
 "title": "Cut Claude Code token use with one wrap command",
 "page_title": "How to cut Claude Code token use with one wrap command with Headroom",
 "summary": "Run Claude Code through a local Headroom proxy to shrink tool outputs before each request.",
 "who": "A developer using Claude Code daily on a large codebase who sees token costs climb during long sessions.",
 "problem": "Tool outputs such as search results, logs and file reads fill the context window and add cost on every turn.",
 "outcome": "Claude Code runs routed through Headroom, and you can see how many tokens were saved on your own traffic.",
 "steps": [
  "Install the CLI with `uv tool install --python 3.13 \"headroom-ai[all]\"`",
  "Run `headroom doctor` to confirm routing works",
  "Start a wrapped session with `headroom wrap claude`",
  "Work as usual, then check results with `headroom savings`",
  "Remove the wrapping later with `headroom unwrap claude` (inferred, check the README)"
 ],
 "agent_prompt": "Using the repo headroomlabs-ai/headroom, install the CLI, run `headroom doctor`, then start a session with `headroom wrap claude` in the project at <project-path>. Report the output of `headroom savings` after a short session. Verify that doctor reports routing as working before you start.",
 "agents": [
  "claude-code"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "Savings depend on how repetitive the payload is, and the README notes prose and already dense output compress very little.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.13 with uv, or pip, to install the headroom-ai package",
  "An account with an LLM provider such as Anthropic or OpenAI",
  "A coding agent or app that sends prompts through an API"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/headroomlabs-ai-headroom/cut-token-spend-in-claude-code/",
 "md": "https://dedupedai.com/use-cases/headroomlabs-ai-headroom/cut-token-spend-in-claude-code/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/headroomlabs-ai-headroom--cut-token-spend-in-claude-code.json",
 "api_version": "v1"
}