Impeccable
bestofjs/bestofjs
A skill your agent uses when the user wants to design, redesign, shape, critique, audit, polish, clarify, distill, harden, optimize, adapt, animate, colorize, extract, or otherwise improve a…
Dogfood a project-owned tool in a realistic user flow and evaluate the agent experience.
Install Self Iteration
$ npx skills add anomalyco/browser-control --skill self-iteration -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install anomalyco/browser-control self-iteration --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/anomalyco/browser-control.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.opencode/skills/self-iteration .claude/skills/self-iteration && rm -rf skills-srcUse ~/.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/
Install the "self-iteration" agent skill from https://github.com/anomalyco/browser-control/tree/main/.opencode/skills/self-iteration into .claude/skills/self-iteration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-iteration", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/anomalyco/browser-control/tree/main/.opencode/skills/self-iterationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add anomalyco/browser-control --skill self-iteration -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install anomalyco/browser-control self-iteration --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/anomalyco/browser-control.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.opencode/skills/self-iteration .agents/skills/self-iteration && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "self-iteration" agent skill from https://github.com/anomalyco/browser-control/tree/main/.opencode/skills/self-iteration into .agents/skills/self-iteration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-iteration", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add anomalyco/browser-control --skill self-iteration -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install anomalyco/browser-control self-iteration --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/anomalyco/browser-control.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.opencode/skills/self-iteration .cursor/skills/self-iteration && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "self-iteration" agent skill from https://github.com/anomalyco/browser-control/tree/main/.opencode/skills/self-iteration into .cursor/skills/self-iteration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-iteration", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/anomalyco/browser-control.git --path .opencode/skills/self-iteration--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add anomalyco/browser-control --skill self-iteration -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install anomalyco/browser-control self-iteration --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/anomalyco/browser-control.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.opencode/skills/self-iteration .gemini/skills/self-iteration && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "self-iteration" agent skill from https://github.com/anomalyco/browser-control/tree/main/.opencode/skills/self-iteration into .gemini/skills/self-iteration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-iteration", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install anomalyco/browser-control self-iterationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add anomalyco/browser-control --skill self-iteration -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/anomalyco/browser-control.git skills-src && mkdir -p .github/skills && cp -r skills-src/.opencode/skills/self-iteration .github/skills/self-iteration && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "self-iteration" agent skill from https://github.com/anomalyco/browser-control/tree/main/.opencode/skills/self-iteration into .github/skills/self-iteration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-iteration", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add anomalyco/browser-control --skill self-iteration -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install anomalyco/browser-control self-iteration --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/anomalyco/browser-control.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.opencode/skills/self-iteration .opencode/skills/self-iteration && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "self-iteration" agent skill from https://github.com/anomalyco/browser-control/tree/main/.opencode/skills/self-iteration into .opencode/skills/self-iteration/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "self-iteration", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
self-iteration- GitHub stars
- 440
- Token cost
- ~494 tokens
- SKILL.md length
- 262 words
- Files
- 1
- Skills in repo
- 3
- Repo updated
- First seen
- Licence
- MIT
At a glance
Dogfood a project-owned tool in a realistic user flow and evaluate the agent experience.
- The user asks to dogfood
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Evaluating a tool built by this project
What it does
Self Iteration is an agent skill from anomalyco/browser-control. Dogfood a project-owned tool in a realistic user flow and evaluate the agent experience. Use when the user asks to dogfood or self-iterate, or when testing or evaluating a tool built by this project.
Its SKILL.md is about 490 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 Frontend & Design, covering UX design. The repository describes itself as: Local browser driver for trusted agents: control your existing Chromium browser through a small extension and local relay. The licence is MIT.
When your agent uses it
- The user asks to dogfood
- Evaluating a tool built by this project
Example prompts
- “/self-iteration”
What it can do on your machine
Read from SKILL.md and the folder at commit 11d04a5. 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
Self Iteration loads about 494 tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 262 words of instructions outside code blocks.
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
The full file from anomalyco/browser-control at commit 11d04a5, republished under its MIT licence (© anomalyco). 262 words, ~494 tokens.
Download SKILL.mdSave it as
.claude/skills/self-iteration/SKILL.md (or your agent's skills folder).- name
- self-iteration
- description
- Dogfood a project-owned tool in a realistic user flow and evaluate the agent experience. Use when the user asks to dogfood or self-iterate, or when testing or evaluating a tool built by this project.
Self-Iteration
Run a field test: use the tool to complete a real task for the user while observing the agent experience. The task, not the evaluation, remains the primary goal.
Workflow
- Agree on a realistic task and its safety boundary. If the user has no task, suggest one that exercises the tool's main workflow without destructive or irreversible actions.
Completion criterion: the user and agent share a concrete task, expected outcome, and boundary for actions requiring confirmation.
- Perform the task through the public interface an agent is expected to use. Prefer the shortest natural path; do not manufacture edge cases or switch to internal interfaces merely to make progress.
While working, note only observed evidence:
- extra round trips or context needed to choose the next action
- slow operations or avoidable waiting
- confusing names, shapes, defaults, errors, or documentation
- failures, missing capabilities, and recovery quality
- behavior that made the flow unusually direct or token-efficient
Completion criterion: the user's task is complete or a specific blocker has been identified, and each finding is tied to an observed step in the flow.
- Give the user the task result first. Then report the field-test verdict:
- bugs, with reproduction evidence and impact
- concrete improvement suggestions, separated from bugs
- strengths worth preserving
- an explicit "went well" verdict when no change is justified
Do not modify the tool in response to findings during the field test. Surface findings first so the user can choose what to implement.
Completion criterion: the user receives both the useful task outcome and a concise, evidence-based verdict on the tool experience.
© anomalyco, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .opencode/skills/self-iteration of anomalyco/browser-control.
Open the folder on GitHubat commit 11d04a5
Compare with similar skills
Self Iteration 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Self Iteration this skillanomalyco/browser-control | 440 | — | ~494 | Automated safety check: Pass | MIT | |
| Impeccablebestofjs/bestofjs | 3.1k | 27 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Interface Design for Dashboards and Appsholaboss-ai/holaOS | 11k | 3 repos | ~6k | Automated safety check: Pass | MIT | |
| Animategrowupanand/ConvoForm | 101 | 6 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Migrate Content Iadocker/docs | 4.7k | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | |
| UX WalkthroughXiaoMi/hiui | 877 | — | ~1.3k | Automated safety check: Pass | MIT |
Similar skills
Interface Design for Dashboards and Apps
holaboss-ai/holaOS
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Animate
growupanand/ConvoForm
Review a feature and enhance it with purposeful animations, micro-interactions, and motion effects that improve usability and delight.
- Official
Migrate Content Ia
docker/docs
Handle Hugo docs information-architecture moves: discover old vs new URLs, add front matter aliases (Phase 1), update in-repo links (Phase 2), interactive List 2 resolution and fragment validation…
UX Walkthrough
XiaoMi/hiui
体验走查 skill。适用于代码库、URL、截图三种输入，输出结构化体验问题报告，并同步生成本地 docx 报告。触发词：体验走查、UX review、交互走查、界面审查、体验问题。
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Audit a design system's color palette against measurable color-science disciplines — WCAG/APCA contrast of declared token pairs, perceptual (OKLCH) ramp uniformity, color-blindness safety of…
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Related
Categories
Questions about Self Iteration
What does Self Iteration do?
Dogfood a project-owned tool in a realistic user flow and evaluate the agent experience. Self Iteration is an agent skill from anomalyco/browser-control. Dogfood a project-owned tool in a realistic user flow and evaluate the agent experience.
When should I use Self Iteration?
Self Iteration fits situations like: the user asks to dogfood; evaluating a tool built by this project.
How do I install Self Iteration in Claude Code?
Run `npx skills add anomalyco/browser-control --skill self-iteration -a claude-code`. Or copy the skill folder (.opencode/skills/self-iteration in anomalyco/browser-control) into .claude/skills/self-iteration in your project. Claude Code loads it when a task matches its description.
How do I install Self Iteration in Codex?
Run `npx skills add anomalyco/browser-control --skill self-iteration -a codex`. Or copy the skill folder (.opencode/skills/self-iteration in anomalyco/browser-control) into .agents/skills/self-iteration in your project. Codex loads it when a task matches its description.
Can I use Self Iteration 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 anomalyco/browser-control --skill self-iteration -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/self-iteration, .gemini/skills/self-iteration, .github/skills/self-iteration and .opencode/skills/self-iteration in your project.
What does Self Iteration need to run?
SKILL.md names no scripts, command-line tools or credentials: Self Iteration is instructions for the agent only.
Does Self Iteration 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 Self Iteration 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 Self Iteration use?
Self Iteration is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Self Iteration use?
About 494 tokens (SKILL.md is roughly 2k 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 Self Iteration?
Skills that share tags, products or a category with Self Iteration: Impeccable (bestofjs/bestofjs, 3.1k stars), Interface Design for Dashboards and Apps (holaboss-ai/holaOS, 11k stars), Animate (growupanand/ConvoForm, 101 stars) and Migrate Content Ia (docker/docs, 4.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Self Iteration?
anomalyco (a GitHub organization) maintains it in anomalyco/browser-control, which has 440 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on October 7, 2026.
Source: anomalyco/browser-control on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.