Use when the user asks to simplify, clean, or refine code. Not for new abstractions or whole-codebase refactors.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Code simplification
Two modes share one authority: reversible local edits to a named target, no new public surface, behavior preserved. Measured mode proves reduction with the test suite; clarity mode proves preservation by reasoning over the recorded behavior contract.
## Contract
| Field | Bound contract |
|---|---|
| Trigger | User asks to simplify, clean, refactor, or improve the readability of code, or review flags bloat beyond the current diff. |
| Authority | Reversible local: writes only the named target (may refactor, extract, inline, and collapse conditionals; may not add new public surface or edit files outside the target); rollback is version control or undo. No remote mutation. |
| Side effect | Refactoring edits to the named target only; no new public surface. |
| Done | Mode-specific done predicate holds (see each mode); behavior is preserved by tests (measured) or by recorded-contract reasoning (clarity). |
## Inputs
- Target (required): the file, module, function, or range to simplify. Named by the user.
- Test command (required for measured mode): the command that runs the test suite proving behavior preservation.
…
The line at the top of this page pins the label git:20260905.1f63894, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
GET https://markdownregistry.com/api/v1/artifacts/art_jq6urrs5n6mgzfl7
GET https://markdownregistry.com/api/v1/resolve?ref=outlinedriven/outline-driven-development/code-simplification
GET https://markdownregistry.com/api/v1/blob/b7d8f7fa8bf6fcc7a48f125dcdb8de835ebb79c34ba19b83b9f27825bb545cf5
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
outlinedriven/outline-driven-development · .devin/skills/abi-and-calling-conventions/SKILL.md · Use when explaining System V AMD64, ARM AAPCS, RISC-V psABI, stack frames, variadic calls, or FFI register rules. Not…
outlinedriven/outline-driven-development · .devin/skills/abstract-well/SKILL.md · Use when the user wants to classify abstractions as useful, bad, or busy and keep one shallow level. Not for tasks…
outlinedriven/outline-driven-development · .devin/skills/adc-dac-baremetal/SKILL.md · Use when configuring ADC sampling time, DMA-driven ADC, calibration, or DAC channel setup on bare-metal MCUs. Not for…
outlinedriven/outline-driven-development · .devin/skills/address-sanitizer/SKILL.md · Use when building or running native code under AddressSanitizer, interpreting an existing ASan report, or debugging a…
outlinedriven/outline-driven-development · .devin/skills/af-xdp/SKILL.md · Use when creating AF_XDP sockets, configuring UMEM and XSK rings, writing an XDP redirect program, or choosing copy…
outlinedriven/outline-driven-development · .devin/skills/agent-environment-retrospective/SKILL.md · Use when a completed session needs an agent-environment retrospective. Not for an engineering retrospective from…
outlinedriven/outline-driven-development · .devin/skills/agent-surface-forge/SKILL.md · Use when asked to audit or repair agent surfaces (plugins, agents, skills, CLAUDE.md/AGENTS.md, docs, prompts…
outlinedriven/outline-driven-development · .devin/skills/agent-transcript/SKILL.md · Use when a redacted, trimmed agent transcript must be appended to a GitHub PR or issue body, with human approval and…
outlinedriven/outline-driven-development · .devin/skills/agents-md/SKILL.md · Use when a repo needs agent setup, AGENTS.md added or made lean, CLAUDE.md audited, or agent instructions scored or…
outlinedriven/outline-driven-development · .devin/skills/ai-collab-protocols/SKILL.md · Use when the user describes an AI workflow gap or uses an ambiguous cross-session reference such as ''the PR Bob…
outlinedriven/outline-driven-development · .devin/skills/all-scenarios-storm/SKILL.md · Use when a user wants to enumerate plausible designs, configurations, scenarios, and paths and diagram the field before…
outlinedriven/outline-driven-development · .devin/skills/analysis-artifacts/SKILL.md · Use when the user requests a deep dive, exploratory analysis, or data analysis on BigQuery. Not for credential…
addyosmani/agent-skills · skills/code-simplification/SKILL.md · Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but…
mohitagw15856/pm-claude-skills · exports/openclaw/code-simplification/SKILL.md · Simplify code that works — remove speculative abstraction, dead flexibility, and needless indirection while keeping…
blackbelttechnology/pi-agent-dashboard · packages/eng-disciplines/.pi/skills/code-simplification/SKILL.md · Active simplify pass for working code. Use when explicitly asked to "simplify this", "reduce complexity", "clean this…
shashankswe2020-ux/whoop-mcp · .github/skills/code-simplification/SKILL.md · Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but…
nota-america/forgecat-agent-profiles · profiles/addyosmani/agent-skills/for-codex/.agents/skills/code-simplification/SKILL.md · Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but…
nota-america/forgecat-agent-profiles · profiles/addyosmani/agent-skills/for-cursor/.cursor/skills/code-simplification/SKILL.md · Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but…
nota-america/forgecat-agent-profiles · profiles/addyosmani/agent-skills/for-forgecat/platforms/cursor/.cursor/skills/code-simplification/SKILL.md · Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but…
nota-america/forgecat-agent-profiles · profiles/addyosmani/agent-skills/for-forgecat/platforms/codex/.agents/skills/code-simplification/SKILL.md · Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but…