Agent skill

Makefaster

by jjcm in jjcm/makefaster

Autoresearch loop that makes the site in this repo measurably faster.

No licenceAuto-check passedAgent Workflows

Install Makefaster

skills CLI
$ npx skills add jjcm/makefaster --skill makefaster -a claude-code

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

GitHub CLI
$ gh skill install jjcm/makefaster makefaster --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/jjcm/makefaster.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/skill .claude/skills/makefaster && 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
makefaster
GitHub stars
162
Token cost
~9.4k tokens
SKILL.md length
5,210 words
Files
1
Skills in repo
2
Repo updated
First seen
Licence
None found

At a glance

Autoresearch loop that makes the site in this repo measurably faster.

  • Works in 4 steps: get the site running → baseline profile → the loop: the whole checklist in order,… → …
  • Tasks that involve Autonomous loops
  • SKILL.md covers The session contract (files in…, Reporting progress — one…, Step 0 — get the site running and Step 1 — baseline profile, plus 8 more sections
  • Calls node, npx and git; reaches github.com

What it does

Makefaster is an agent skill from jjcm/makefaster. Autoresearch loop that makes the site in this repo measurably faster. Baseline a user-felt metric, work every category on the improvement leaderboard in rank order one hypothesis per iteration, finish with up to five of your own, keep or revert with numbers, and report results for the public leaderboards. Driven by npx makefaster.

Its SKILL.md is about 9.4k 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 Agent Workflows, covering Autonomous loops. The repository describes itself as: Make Faster — website performance tools and site leaderboard.

When your agent uses it

  • Tasks that involve Autonomous loops

Example prompts

  • “/makefaster”

Requirements

  • Node.js
  • Docker

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. get the site running
  2. baseline profile
  3. the loop: the whole checklist in order, then up to five of your own
  4. the stop rule

What it can do on your machine

Read from SKILL.md and the folder at commit ac0d115. 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

    Shell commands in SKILL.md call:

    • node
    • npx
    • git

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • github.com

    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

Makefaster loads about 9.4k tokens when it runs. Until then it costs about 86 tokens; SKILL.md has 5,210 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~86
When it runs · the whole SKILL.md, loaded when a task matches
~9.4k

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 5,210 words (~9,366 tokens).

“You are running inside a makefaster session: the makefaster CLI asked the user which of the agent CLIs installed on their machine should run the loop, and handed you this repo. The loop is identical whichever one you are, and…”

— opening of SKILL.md by jjcm
name
makefaster

Read the full SKILL.md on GitHub

Files

Just SKILL.md in packages/skill of jjcm/makefaster.

Open the folder on GitHubat commit ac0d115

Compare with similar skills

Makefaster 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.

Makefaster compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Makefaster this skilljjcm/makefaster162—~9.4kAutomated safety check: PassNone
Show Me Your Work Decision Logcursor/plugins10k9 repos~1.6kAutomated safety check: PassNone
Autoresearch Iteration Loopuditgoenka/autoresearch6.5k1 repos~2kAutomated safety check: PassMIT
AutopilotYeachan-Heo/oh-my-claudecode40k1 repos~4.4kAutomated safety check: PassMIT
Install Loop Engineeringcobusgreyling/loop-engineering11k1 repos~648Automated safety check: PassMIT
LoopyForward-Future/loopy3.2k—~3.9kAutomated safety check: PassMIT

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  • Autoresearch Iteration Loop

    uditgoenka/autoresearch

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  • Install Loop Engineering

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    Installs Loop Engineering into a project through the single @cobusgreyling/loop CLI, scaffolding a report-only loop and a readiness score.

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More from jjcm/makefaster

  • Speedupskill

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Categories

Questions about Makefaster

What does Makefaster do?

Autoresearch loop that makes the site in this repo measurably faster. Makefaster is an agent skill from jjcm/makefaster. Autoresearch loop that makes the site in this repo measurably faster.

When should I use Makefaster?

Makefaster fits situations like: tasks that involve Autonomous loops.

How do I install Makefaster in Claude Code?

Run `npx skills add jjcm/makefaster --skill makefaster -a claude-code`. Or copy the skill folder (packages/skill in jjcm/makefaster) into .claude/skills/makefaster in your project. Claude Code loads it when a task matches its description.

How do I install Makefaster in Codex?

Run `npx skills add jjcm/makefaster --skill makefaster -a codex`. Or copy the skill folder (packages/skill in jjcm/makefaster) into .agents/skills/makefaster in your project. Codex loads it when a task matches its description.

Can I use Makefaster 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 jjcm/makefaster --skill makefaster -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/makefaster, .gemini/skills/makefaster, .github/skills/makefaster and .opencode/skills/makefaster in your project.

What does Makefaster need to run?

Going by SKILL.md and its folder, Makefaster needs the command-line tools its instructions call (node, npx and git). Our summary lists: Node.js; Docker.

Does Makefaster access the network?

SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.

Is Makefaster 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 Makefaster use?

No licence was found for Makefaster or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Makefaster use?

About 9.4k tokens (SKILL.md is roughly 37k 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 Makefaster?

Skills that share tags, products or a category with Makefaster: Show Me Your Work Decision Log (cursor/plugins, 10k stars), Autoresearch Iteration Loop (uditgoenka/autoresearch, 6.5k stars), Autopilot (Yeachan-Heo/oh-my-claudecode, 40k stars) and Install Loop Engineering (cobusgreyling/loop-engineering, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Makefaster?

jjcm (a GitHub user) maintains it in jjcm/makefaster, which has 162 GitHub stars. The repository holds 2 skills in this directory. The repository was last updated on September 16, 2026.

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