CommunityCodierung & Entwicklunggithub.com

everyinc/ce-optimize

Was ist ce-optimize?

Dieses Skill ermöglicht metrikgesteuerte iterative Optimierung, bei der ein messbares Ziel definiert wird. Es führt parallele Experimente durch, bewertet jedes gegen harte Grenzen oder LLM-as-Judge-Werte und behält nur Verbesserungen bei, um zur optimalen Lösung zu konvergieren. Es ist ideal für die Optimierung von Clustering-Qualität, Suchrelevanz, Build-Performance, Prompt-Qualität oder jedem anderen messbaren Ergebnis, das von systematischem Experimentieren profitiert. Der Skill unterstützt Claude Code (via Codex CLI), Cursor und andere AI-Agenten-Plattformen und verwendet einen einfachen Metriknamen, eine Ergebniszeichenfolge und einen optionalen Grenzwert zur Steuerung des Optimierungsprozesses.

Funktioniert mit~Claude Code~Codex CLI~Cursor

npx skills add https://github.com/everyinc/compound-engineering-plugin/tree/main/skills/ce-optimize

Installed? Explore more Codierung & Entwicklung skills: steipete/bluebubbles, steipete/eightctl, steipete/blucli · View all 6 →

Original anzeigen→Alle Skills durchsuchen

In Ihrer bevorzugten KI fragen

Öffnet einen neuen Chat, in dem dieser Agent-Skill bereits geladen ist.

ChatGPT Claude Gemini Grok Perplexity DeepSeek

Dokumentation

Was macht ce-optimize?

Führen Sie metrikgesteuerte iterative Optimierungsschleifen aus – definieren Sie ein messbares Ziel, führen Sie parallele Experimente durch, bewerten Sie jedes anhand harter Grenzen oder LLM-as-Judge-Werte, behalten Sie Verbesserungen bei und konvergieren Sie zur besten Lösung. Verwenden Sie es, wenn Sie die Clustering-Qualität, Suchrelevanz, Build-Performance, Prompt-Qualität oder jedes andere messbare Ergebnis optimieren möchten, das von systematischem Experimentieren profitiert.

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

everyinc/ce-agent-native-architecture

Build applications where agents are first-class citizens. Use this skill when designing autonomous agents, creating MCP tools, implementing self-modifying systems, or building apps where features are outcomes achieved by agents operating in a loop.

everyinc/ce-agent-native-audit

Run comprehensive agent-native architecture review with scored principles

everyinc/ce-brainstorm

Explore requirements and approaches through collaborative dialogue, then write a right-sized requirements document. Use when the user says "let's brainstorm", "what should we build", or "help me think through X", presents a vague or ambitious feature request, or seems unsure about scope or direction -- even without explicitly asking to brainstorm.

everyinc/ce-clean-gone-branches

Clean up local branches whose remote tracking branch is gone. Use when the user says "clean up branches", "delete gone branches", "prune local branches", "clean gone", or wants to remove stale local branches that no longer exist on the remote. Also handles removing associated worktrees for branches that have them.

everyinc/ce-code-review

Structured code review using tiered persona agents, confidence-gated findings, and a merge/dedup pipeline. In interactive mode it applies safe, verified fixes and commits them when the working tree is clean (it never pushes); in mode:agent it reports only and the caller applies. Use when reviewing code changes before creating a PR.

everyinc/ce-commit

Create a git commit with a clear, value-communicating message. Use when the user says "commit", "commit this", "save my changes", "create a commit", or wants to commit staged or unstaged work. Produces well-structured commit messages that follow repo conventions when they exist, and defaults to conventional commit format otherwise.

everyinc/ce-commit-push-pr

Commit, push, and open a PR with an adaptive, value-first description that scales in depth with the change. Use when the user says "commit and PR", "ship this", "create a PR", or "open a pull request". Also handles description-only flows ("write a PR description", "rewrite the PR body", "describe this PR") without committing or pushing.

everyinc/ce-compound

Document a recently solved problem to compound your team's knowledge or CONCEPTS.md, the project's shared domain vocabulary.

everyinc/ce-compound-refresh

Refresh stale learning and pattern docs under docs/solutions/ by reviewing them against the current codebase, then updating, consolidating, or deleting drifted ones. Use when the user asks to "refresh my learnings", "audit docs/solutions/", "clean up stale learnings", or "consolidate overlapping docs", or when ce-compound flags an older doc as superseded. Do not trigger for general refactor, debugging, or code-review work unless the user has explicitly pointed at docs/solutions/.

everyinc/ce-debug

Systematically find root causes and fix bugs. Use when debugging errors, investigating test failures, reproducing bugs from issue trackers (GitHub, Linear, Jira), or when stuck on a problem after failed fix attempts. Also use when the user says 'debug this', 'why is this failing', 'fix this bug', 'trace this error', or pastes stack traces, error messages, or issue references.

everyinc/ce-demo-reel

Capture a visual demo reel (GIF, terminal recording, screenshots) for PR descriptions. Use when shipping UI changes, CLI features, or any work with observable behavior that benefits from visual proof. Also use when asked to add a demo, record a GIF, screenshot a feature, show what changed visually, create a demo reel, capture evidence, add proof to a PR, or create a before/after comparison.

everyinc/ce-dhh-rails-style

This skill should be used when writing Ruby and Rails code in DHH's distinctive 37signals style. It applies when writing Ruby code, Rails applications, creating models, controllers, or any Ruby file. Triggers on Ruby/Rails code generation, refactoring requests, code review, or when the user mentions DHH, 37signals, Basecamp, HEY, or Campfire style. Embodies REST purity, fat models, thin controllers, Current attributes, Hotwire patterns, and the "clarity over cleverness" philosophy.

everyinc/ce-doc-review

Review requirements or plan documents using parallel persona agents that surface role-specific issues. Use when a requirements document or plan document exists and the user wants to improve it.

everyinc/ce-frontend-design

Build web interfaces with genuine design quality, not AI slop. Use for any frontend work - landing pages, web apps, dashboards, admin panels, components, interactive experiences. Activates for both greenfield builds and modifications to existing applications. Detects existing design systems and respects them. Covers composition, typography, color, motion, and copy. Verifies results via screenshots before declaring done.

everyinc/ce-gemini-imagegen

This skill should be used when generating and editing images using the Gemini API (Nano Banana Pro). It applies when creating images from text prompts, editing existing images, applying style transfers, generating logos with text, creating stickers, product mockups, or any image generation/manipulation task. Supports text-to-image, image editing, multi-turn refinement, and composition from multiple reference images.

everyinc/ce-ideate

Generate and critically evaluate grounded ideas about a topic. Use when asking what to improve, requesting idea generation, exploring surprising directions, or wanting the AI to proactively suggest strong options before brainstorming one in depth. Triggers on phrases like 'what should I improve', 'give me ideas', 'ideate on X', 'surprise me', 'what would you change', or any request for AI-generated suggestions rather than refining the user's own idea.

everyinc/ce-plan

Create structured plans for multi-step tasks -- software features, research workflows, events, study plans, or any goal that benefits from breakdown. Also deepens existing plans with interactive sub-agent review. Use when the user says 'plan this', 'create a plan', 'how should we build', 'break this down', or when a brainstorm doc is ready for planning. Use 'deepen the plan' or 'deepening pass' for the deepening flow. For exploratory requests, prefer ce-brainstorm first.

everyinc/ce-polish-beta

[BETA] Start the dev server, open the feature in a browser, and iterate on improvements together.

everyinc/ce-product-pulse

Generate a time-windowed pulse report on what users experienced and how the product performed - usage, quality, errors, signals worth investigating. Use when the user says 'run a pulse', 'show me the pulse', 'how are we doing', 'weekly recap', 'launch-day check', or passes a time window like '24h' or '7d'. Configures via .compound-engineering/config.local.yaml and saves reports to docs/pulse-reports/.

everyinc/ce-proof

Publish, view, comment on, and edit markdown via Proof (proofeditor.ai) — create a shareable doc, read a shared doc, and make comment/suggestion/block edits over its API. Use when the user says "view this in proof", "share to proof", "publish to proof", or wants a shareable markdown surface for a spec, plan, or draft, including publish handoffs from ce-brainstorm, ce-ideate, or ce-plan. Do not trigger on "proof" meaning evidence, math proofs, proof-of-concept, or "proofread this".