Agent skill

Simplify

by CherryHQ in CherryHQ/cherry-studio-app

Keep code, tests, documentation, configuration, and other changes as tight, clear, performant, and minimal as possible without weakening behavior.

AGPL-3.0Auto-check passedMobile

Install Simplify

skills CLI
$ npx skills add CherryHQ/cherry-studio-app --skill simplify -a claude-code

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

GitHub CLI
$ gh skill install CherryHQ/cherry-studio-app simplify --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/CherryHQ/cherry-studio-app.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/simplify .claude/skills/simplify && 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
simplify
GitHub stars
4k
Token cost
~1.1k tokens
SKILL.md length
508 words
Files
2
Skills in repo
13
Repo updated
First seen
Licence
AGPL-3.0

At a glance

Keep code, tests, documentation, configuration, and other changes as tight, clear, performant, and minimal as possible without weakening behavior.

  • Works in 7 steps: Identify the required behavior,… → Inspect the relevant diff and separate… → Inspect the existing owners, sources of… → …
  • Mobile work in your project
  • SKILL.md covers Cadence, Workflow, Simplification Priorities and Existing Work, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Simplify is an agent skill from CherryHQ/cherry-studio-app. Keep code, tests, documentation, configuration, and other changes as tight, clear, performant, and minimal as possible without weakening behavior. Use during implementation to prevent unnecessary complexity, after behavior is proven to consolidate working changes, before handoff for a full branch audit, and when asked to simplify, tighten, clean up, reduce verbosity, remove complexity, or minimize existing work.

Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).

It sits in Mobile. The repository describes itself as: 🍒 This is the mobile version of Cherry Studio. The licence is AGPL-3.0.

When your agent uses it

  • Mobile work in your project

Example prompts

  • “/simplify”

Workflow steps

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

  1. Identify the required behavior, invariants, constraints, and non-goals.
  2. Inspect the relevant diff and separate it into logical concepts. For a final branch audit, compare the full branch with its merge base and…
  3. Inspect the existing owners, sources of truth, common path, and decision points before adding anything.
  4. Choose the design with the fewest necessary concepts and the least work at runtime.
  5. When changes are requested, implement directly and reuse existing mechanisms where they fit.
  6. Validate behavior with checks proportional to the risk.
  7. Review the final code, tests, names, comments, documentation, configuration, and relevant history for anything that no longer earns its…

What it can do on your machine

Read from SKILL.md and the folder at commit 172945d. 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

Simplify loads about 1.1k tokens when it runs. Until then it costs about 106 tokens; SKILL.md has 508 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~106
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k

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

The full file from CherryHQ/cherry-studio-app at commit 172945d, republished under its AGPL-3.0 licence (© CherryHQ). 508 words, ~1,058 tokens.

Download SKILL.mdSave it as .claude/skills/simplify/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
simplify
description
Keep code, tests, documentation, configuration, and other changes as tight, clear, performant, and minimal as possible without weakening behavior. Use during implementation to prevent unnecessary complexity, after behavior is proven to consolidate working changes, before handoff for a full branch audit, and when asked to simplify, tighten, clean up, reduce verbosity, remove complexity, or minimize existing work.

Simplify

Produce the smallest clear implementation that fully satisfies the required behavior. Minimize concepts and moving parts, not line count.

Cadence

  • During construction, apply the priorities locally while discovering behavior. Allow clearly temporary instrumentation or scaffolding when it accelerates learning.
  • At convergence, once a logical behavior slice passes, simplify that slice, remove superseded attempts, and rerun focused validation.
  • Before handoff or merge, compare the full branch with its merge base and reconcile code, tests, comments, documentation, configuration, and relevant history.

Workflow

  1. Identify the required behavior, invariants, constraints, and non-goals.
  2. Inspect the relevant diff and separate it into logical concepts. For a final branch audit, compare the full branch with its merge base and check history for superseded attempts when relevant.
  3. Inspect the existing owners, sources of truth, common path, and decision points before adding anything.
  4. Choose the design with the fewest necessary concepts and the least work at runtime.
  5. When changes are requested, implement directly and reuse existing mechanisms where they fit.
  6. Validate behavior with checks proportional to the risk.
  7. Review the final code, tests, names, comments, documentation, configuration, and relevant history for anything that no longer earns its complexity.

Simplification Priorities

  • Prefer deletion, reuse, or a direct change over a new abstraction.
  • Keep one source of truth; avoid mirrored state, overlapping guards, duplicate registries, and compensating mechanisms.
  • Avoid speculative fallbacks, compatibility paths, configuration, parameters, and generic APIs.
  • Inline one-use helpers when doing so makes the policy clearer at its decision point.
  • Prefer straightforward positive control flow over early-return chains or empty branches.
  • On hot paths, minimize allocations, callback recreation, subscriptions, renders, passes, I/O, and native work.
  • For prose, remove repetition and keep the shortest wording or example that remains self-sufficient.
Show full SKILL.md (220 more words)Show less

Existing Work

Establish a passing baseline before simplifying working code. Test one questionable concept at a time, rerun the relevant validation, and restore it if behavior or meaningful coverage weakens. Do not restructure several accumulated fix attempts before establishing which changes are causally necessary.

When duplicate or ineffective regression coverage is suspected, deliberately break the claimed invariant and confirm the remaining test fails. Passing tests alone do not prove that every test or implementation concept is necessary.

Do not rewrite branch history without authorization.

Performance Changes

Name the exact common-path work being removed: allocations, scans, mounts, renders, subscriptions, I/O, or native calls. Control-flow evidence plus regression tests can justify removing work that is structurally unused. Require a benchmark, profile, or repeated repro when an optimization changes semantics or introduces a tradeoff. Do not add complexity for theoretical gains.

Guardrails

  • Preserve correctness, required behavior, type safety, distinct regression coverage, and useful clarity.
  • Do not replace clear code with compressed or clever code merely to reduce lines.
  • Make scoped, behavior-preserving improvements directly. If the better design requires a sweeping API or architecture change, explain and suggest it instead of expanding the task without approval.
  • Leave unrelated and user-authored changes untouched.

Stop when every remaining concept supports a requirement, invariant, clarity, or measured performance need. Report only material simplifications, validation, and unresolved opportunities.

© CherryHQ, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file in .agents/skills/simplify of CherryHQ/cherry-studio-app.

  • SKILL.md
  • agents/openai.yaml

Open the folder on GitHubat commit 172945d

Compare with similar skills

Simplify 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.

Simplify compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Simplify this skillCherryHQ/cherry-studio-app4k—~1.1kAutomated safety check: PassAGPL-3.0
React Native Best Practicesvercel-labs/openreview1.7k17 repos~1.1kAutomated safety check: PassMIT
Swiftui Protwostraws/SwiftUI-Agent-Skill5k2 repos~1kAutomated safety check: PassMIT
Ip As LogoKartikLabhshetwar/better-shot2.4k1 repos~4.3kAutomated safety check: PassMIT
Compose Multiplatform Patternsmonta-app/ocpp-emulator1795 repos~2kAutomated safety check: PassApache-2.0
Aso Appstore Screenshotsadamlyttleapps/claude-skill-aso-appstore-screenshots1.8k1 repos~9.6kAutomated safety check: PassMIT

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Categories

Questions about Simplify

What does Simplify do?

Keep code, tests, documentation, configuration, and other changes as tight, clear, performant, and minimal as possible without weakening behavior. Simplify is an agent skill from CherryHQ/cherry-studio-app. Keep code, tests, documentation, configuration, and other changes as tight, clear, performant, and minimal as possible without weakening behavior.

When should I use Simplify?

Simplify fits situations like: mobile work in your project.

How do I install Simplify in Claude Code?

Run `npx skills add CherryHQ/cherry-studio-app --skill simplify -a claude-code`. Or copy the skill folder (.agents/skills/simplify in CherryHQ/cherry-studio-app) into .claude/skills/simplify in your project. Claude Code loads it when a task matches its description.

How do I install Simplify in Codex?

Run `npx skills add CherryHQ/cherry-studio-app --skill simplify -a codex`. Or copy the skill folder (.agents/skills/simplify in CherryHQ/cherry-studio-app) into .agents/skills/simplify in your project. Codex loads it when a task matches its description.

Can I use Simplify 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 CherryHQ/cherry-studio-app --skill simplify -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/simplify, .gemini/skills/simplify, .github/skills/simplify and .opencode/skills/simplify in your project.

What does Simplify need to run?

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

Does Simplify 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 Simplify 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 Simplify use?

Simplify is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Simplify use?

About 1.1k tokens (SKILL.md is roughly 4.2k 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 Simplify?

Skills that share tags, products or a category with Simplify: React Native Best Practices (vercel-labs/openreview, 1.7k stars), Swiftui Pro (twostraws/SwiftUI-Agent-Skill, 5k stars), Ip As Logo (KartikLabhshetwar/better-shot, 2.4k stars) and Compose Multiplatform Patterns (monta-app/ocpp-emulator, 179 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Simplify?

CherryHQ (a GitHub organization) maintains it in CherryHQ/cherry-studio-app, which has 3,972 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on October 3, 2026.

Source: CherryHQ/cherry-studio-app on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.