Simplify

Simplify is a skill for Claude Code, Codex from danielmiessler/LifeOS. It costs 196 tokens per session (1,098 once invoked), scanned A, original, MIT.

A research-first tool for making a file, coding skill, tool, subsystem, or codebase smaller and clearer. It maps dependencies, proposes evidence-based removals, and applies only changes that receive approval.

In plain words
What is it for?
It helps survey a target, identify duplicates or unused material, review proposed cuts, and apply approved simplifications while checking the previous tests still pass.
Why use it?
Removing code or files without checking their users can break other parts of a project. This records what depends on each part and preserves behavior supported by that evidence.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: mentions CLAUDE.md.

Good fit It helps survey a target, identify duplicates or unused material, review proposed cuts, and apply approved simplifications while checking the previous tests still pass.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/danielmiessler/lifeos/simplify
About the project

LifeOS is an AI-assisted personal operating system that records a person’s goals, values, context, and current situation to help move them toward a desired future state. It supports work such as building applications, starting businesses, and creative projects. Its catalogue entries extend the system through skills, hooks, agents, and commands.

danielmiessler/LifeOS · 19,631 stars · on GitHub · ourlifeos.ai

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add danielmiessler/LifeOS --skill simplify
Clone the repo
git clone --depth 1 https://github.com/danielmiessler/LifeOS

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for Simplify

README.md
[![agentmods](https://agentmods.dev/badge/skills/danielmiessler/lifeos/simplify/github.svg)](https://agentmods.dev/skills/danielmiessler/lifeos/simplify)
Your own site
<a href="https://agentmods.dev/skills/danielmiessler/lifeos/simplify"><img src="https://agentmods.dev/badge/skills/danielmiessler/lifeos/simplify/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for Simplify

Your own site · 80×15
<a href="https://agentmods.dev/skills/danielmiessler/lifeos/simplify"><img src="https://agentmods.dev/badge/skills/danielmiessler/lifeos/simplify.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 196 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,098 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00196 $0.01098
Opus 5.5 $0.00078 $0.00439
Sonnet 5.5 $0.00039 $0.00220
Haiku 4.5 $0.00020 $0.00110

Measured yesterday against content hash 56fde1635152, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

Simplify scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

LifeOS/install/skills/Simplify/SKILL.md · 65 lines

How it starts

The opening of the file, as written. The whole thing — 65 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Simplify

Simplify makes a target smaller and clearer without breaking anything that depends on it. A target can be a file, a skill, a tool, a subsystem or a whole repo. The work comes in three intents, each building on the record from the one before: Survey maps the target read-only, Propose ranks the cuts and holds them for a yes, and Apply lands the approved cuts with proven parity. The central rule: a cut never drops a behaviour that a dependent or ISA criterion relies on, and anything the evidence cannot explain stays. Records sit next to the target's ISA when there is one.

Ideal State

  • The target ends smaller and clearer, and every behaviour a dependent or ISA criterion relies on still works, shown by the same baseline checks passing before and after.
  • No element is cut on looks: each cut rests on a survey finding with its searches cited, and anything the evidence cannot explain stays.
  • Nothing changes until the principal approves the specific rows, and a delete of irreplaceable content gets its own yes.
  • Each stage leaves its record under LIFEOS/MEMORY/WORK/{slug}/simplify/, so the next stage builds on evidence rather than on memory.

Intent Routing

Intent Trigger File
Survey "simplify X", "what can we delete", "map this before we cut", "is this dead" Intents/Survey.md
Propose "what would you cut", "propose the simplifications", follows Survey in the same run Intents/Propose.md
Apply "apply them", "y" or approved row numbers after a proposal Intents/Apply.md

A bare "simplify X" runs Survey and then Propose, and stops at the proposal. A Survey-only request, which is how a read-only analysis calls this skill, stops at the survey.

Data & Config

None. This skill reads no config and needs no account or key. Each stage writes its record under LIFEOS/MEMORY/WORK/{slug}/simplify/ next to the target's ISA, if it has one; nothing else is created.

Gotchas

  • Zero code-search hits does not mean dead. LifeOS calls a great deal of code by string: hook registrations in settings.json, launchd plists, workflow YAML, skill routing tables, spawned commands and dynamic imports. ReferenceCheck.ts --shipped-paths exists because plain path scans missed spawn and dynamic-import specifiers.
  • The file can change mid-run. Memory loops and peer sessions write to the same trees. A file edited after its survey is re-read before it is touched (Trim, where a concurrent deploy-command fix was nearly reverted).

Read the full file on GitHub · 65 lines

Files

What ships with it

3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. yesterday First seen · 65 lines · 196 tokens per session scan A 56fde1635152

Subscribe to this mod's changes

Simplify is a skill published in the GitHub repository danielmiessler/LifeOS (19,631 stars, last pushed yesterday), licensed MIT. It adds 196 tokens to every session and 1,098 once invoked, about $0.0008 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-10-28.

Related

Other skills, from other repositories

ratchet-files

Ratchet source file size so every file stays small enough for an agent to read whole: find every file over a token budget, split oversized files by concept, and set up the pre-commit ratchet that stops them from growing. Use when a commit is blocked because a file is over the size budget, when asked to find or split…

dzhng/skills · 0 tokens

project-health-auditor

Comprehensive codebase health analysis. Use when reviewing code quality, identifying technical debt, checking dependencies, or assessing project structure.

majiayu000/spellbook · 31 tokens

rag-code-review

When performing code review on a PR, diff, snippet, or "look at this change" request, first consult the corpus for related ADRs, coding standards, prior patterns, and similar files. Grounds review comments in the team's actual decisions instead of generic best practices. Trigger on any review-style request — "review"…

lyonzin/knowledge-rag · 83 tokens

next-action

Use when the user wants a next-action recommendation based on current state — reads handoff/git/lessons/STATE and proposes top-3 by impact. Trigger: '/next', 'what should I do next', 'next action'. Proposes only, never executes.

AlexZio00/sovereign-skills · 57 tokens

aster-review-ci

Run aster code reviews non-interactively in CI, GitHub Actions, or from another agent. Covers aster review --pr, --json, --stream, --comment, diff-from-stdin, token handling, and filtering findings. Use when wiring aster into a pipeline, posting PR comments, or parsing review output programmatically.

Zfinix/aster · 75 tokens

spike-consumer-adversarial

OI-3 spike harness — heavy consumer, ADVERSARIAL arm. Worst-case early-exit test: the mid-workflow Skill call has no continuation guardrail and the guidance skill ends with a final-sounding anchor. Use only when explicitly invoked by the spike harness with a TRIALID and data path.

testdouble/han · 0 tokens