Agent skill

Redline Retained Replay

by warpfront in warpfront/hipfire

Discovery hook for retained AQL/PM4 (Redline) work. An agent skill from warpfront/hipfire.

Custom licenceAuto-check passedLegal & Compliance

Install Redline Retained Replay

skills CLI
$ npx skills add warpfront/hipfire --skill redline-retained-replay -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install warpfront/hipfire redline-retained-replay --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/warpfront/hipfire.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/redline-retained-replay .claude/skills/redline-retained-replay && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
redline-retained-replay
GitHub stars
658
Token cost
~1k tokens
SKILL.md length
376 words
Files
1
Skills in repo
9
Repo updated
First seen
Licence
Custom licence

At a glance

Discovery hook for retained AQL/PM4 (Redline) work. An agent skill from warpfront/hipfire.

  • Works in 7 steps: Full procedure + terminology —… → Porting recipe — §5 → Certification / route-proof ladder — §7 → …
  • Admitting a model to retained replay
  • SKILL.md covers Reach for this when, Not Redline, Three-crate distinction and Read next (canonical owners), plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Redline Retained Replay is an agent skill from warpfront/hipfire. Discovery hook for retained AQL/PM4 (Redline) work. Use when admitting a model to retained replay, changing recorder/tape/PM4/queue policy, model reset or fallback, kernels on a retained route, or making a Redline-attributed bench claim. Routes to docs/REDLINE.md and docs/VALIDATION.md — does not fork procedure.

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Legal & Compliance, covering Contract review. The repository describes itself as: RDNA-native LLM inference engine in Rust.

When your agent uses it

  • Admitting a model to retained replay
  • Changing recorder/tape/PM4/queue policy
  • Kernels on a retained route
  • Making a Redline-attributed bench claim

Example prompts

  • “/redline-retained-replay”

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Full procedure + terminology — docs/REDLINE.md
  2. Porting recipe — §5
  3. Certification / route-proof ladder — §7
  4. Benchmark record schema + claim language — §8
  5. New-route checklist — §12
  6. Harness ownership — docs/VALIDATION.md (redline_daemon_harness.py = discovery/correctness under manual capture; not product timed-arm…
  7. Env knobs (mutable inventory) — docs/env-vars.md Redline section; do not restate here

What it can do on your machine

Read from SKILL.md and the folder at commit 0f999cb. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Redline Retained Replay loads about 1k tokens when it runs. Until then it costs about 84 tokens; SKILL.md has 376 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~84
When it runs · the whole SKILL.md, loaded when a task matches
~1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 376 words (~1,017 tokens).

“Thin discovery/route hook only. Normative procedure lives in docs/REDLINE.md. Validation harness ownership lives in docs/VALIDATION.md. Runtime source is authoritative for executable behavior. Do not treat this skill as a second manual.”

— opening of SKILL.md by warpfront, Custom licence
name
redline-retained-replay

Read the full SKILL.md on GitHub

Files

Just SKILL.md in .agents/skills/redline-retained-replay of warpfront/hipfire.

Open the folder on GitHubat commit 0f999cb

Compare with similar skills

Redline Retained Replay next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Redline Retained Replay compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Redline Retained Replay this skillwarpfront/hipfire658—~1kAutomated safety check: PassCustom licence
Contract Reviewevolsb/claude-legal-skill4641 repos~3.6kAutomated safety check: PassMIT
Commercial Legal Plapiotrowski-afk/commercial-legal-pl1761 repos~4.1kAutomated safety check: PassApache-2.0
Hand Drawnthreerocks/hand-drawn-styles2.2k—~398Automated safety check: PassMIT
Tabular Document Reviewanthropics/claude-for-legal9.6k3 repos~4.3kAutomated safety check: PassApache-2.0
Tw Formal WritingImbad0202/tw-formal-writing179—~1kAutomated safety check: PassMIT

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Questions about Redline Retained Replay

What does Redline Retained Replay do?

Discovery hook for retained AQL/PM4 (Redline) work. An agent skill from warpfront/hipfire. Redline Retained Replay is an agent skill from warpfront/hipfire. Discovery hook for retained AQL/PM4 (Redline) work.

When should I use Redline Retained Replay?

Redline Retained Replay fits situations like: admitting a model to retained replay; changing recorder/tape/PM4/queue policy; kernels on a retained route; making a Redline-attributed bench claim.

How do I install Redline Retained Replay in Claude Code?

Run `npx skills add warpfront/hipfire --skill redline-retained-replay -a claude-code`. Or copy the skill folder (.agents/skills/redline-retained-replay in warpfront/hipfire) into .claude/skills/redline-retained-replay in your project. Claude Code loads it when a task matches its description.

How do I install Redline Retained Replay in Codex?

Run `npx skills add warpfront/hipfire --skill redline-retained-replay -a codex`. Or copy the skill folder (.agents/skills/redline-retained-replay in warpfront/hipfire) into .agents/skills/redline-retained-replay in your project. Codex loads it when a task matches its description.

Can I use Redline Retained Replay in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add warpfront/hipfire --skill redline-retained-replay -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/redline-retained-replay, .gemini/skills/redline-retained-replay, .github/skills/redline-retained-replay and .opencode/skills/redline-retained-replay in your project.

What does Redline Retained Replay need to run?

SKILL.md names no scripts, command-line tools or credentials: Redline Retained Replay is instructions for the agent only.

Does Redline Retained Replay access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Redline Retained Replay safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Redline Retained Replay use?

Redline Retained Replay has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Redline Retained Replay use?

About 1k tokens (SKILL.md is roughly 4.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Redline Retained Replay?

Skills that share tags, products or a category with Redline Retained Replay: Contract Review (evolsb/claude-legal-skill, 464 stars), Commercial Legal Pl (apiotrowski-afk/commercial-legal-pl, 176 stars), Hand Drawn (threerocks/hand-drawn-styles, 2.2k stars) and Tabular Document Review (anthropics/claude-for-legal, 9.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Redline Retained Replay?

warpfront (a GitHub organization) maintains it in warpfront/hipfire, which has 658 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on October 10, 2026.

Source: warpfront/hipfire on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.