Write Session Chronicle
Write an honest session chronicle after substantial work. Use when wrapping up coding, research, writing, planning, or agent work; when the user asks to "write the chronicle", "record what happened", "wrap this up", "leave a handoff", or preserve decisions/failures for the next session. Produces a chronicle document with changed files, checks, failures, deferred work, and disagreements.
Hand Off Before Context Death
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Synthesize Learnings
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Secure Code Changes
Review or implement code changes with security constraints. Use when touching auth, secrets, credentials, permissions, payments, PII, input validation, SQL queries, file uploads, LLM/prompt features, or when the user asks for a security review. Produces a threat-aware checklist, findings, and fixes.
Keep A Confidence Ledger
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Audit The Premise
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Humanize Ai Prose
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Experiment On Rules
Treat prompts, rules, workflows, habits, or methodology claims as hypotheses and test them with evidence. Use when the user asks to "run an experiment", "prove this rule", "test this methodology", "validate this workflow", "is this actually working", or decide whether to keep, change, or kill an operating rule. Produces hypotheses, experiment designs, evidence, confidence updates, and recommendat…
Verify Adversarially
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Commission Work
Create or refine a commission before substantial delegated work. Use when starting a non-trivial coding, research, writing, or planning effort; when the user asks to "scope this", "write a commission", "shape the work", "make the brief", or when an agent needs authority, boundaries, outcomes, and verification before executing. Produces a commission document.
Delegate To Worker Models
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Secure Keys
Audit and lock down how AI tools hold API keys and credentials. Finds exposed keys across code, config files, .env files, environment variables, shell history, and git history; moves connections to OAuth / "Sign in with X" where one exists; migrates the rest into secure storage (macOS Keychain, a cloud secrets manager, or Cloudflare AI Gateway) with runtime retrieval instead of files; flags what…
Research Failures First
Before building anything non-trivial, research real-world failure modes from production post-mortems and issue trackers and produce a committed symptom→cause→fix→URL map, instead of donating your own debugging time or asking the model to hallucinate what could break.
Test The Measuring Stick
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Extract Invariants
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Reality Audit
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Extend Before Inventing
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Hunt Research Sources
Run a wide research source hunt and return a ranked findings report. Use when the user asks to "hunt for sources", "go find sources on X", "scan the web for", "do a research sweep", "find the best sources", or compare many sources before deciding what matters. Produces a sourced report with accepted findings, rejected sources, conflicts, and gaps.
Manage A Knowledge Base
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Agent Tradition
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Orchestrate Coding Agents
Coordinate multiple AI coding agents safely. Use when splitting implementation, review, testing, research, or refactor work across agents; when tasks can run in parallel; or when the user asks to orchestrate, spawn agents, delegate, parallelize, or manage tiered work. Produces scoped contracts, isolated work, and merged findings.
Audit Website Quality
Audit a website or page against the full quality policy bank (SEO, accessibility, performance, responsive layout, security, content/anti-slop, link integrity, and structured data) and produce graded findings. Use when reviewing a site before launch, auditing an AI- or template-generated site, checking "is this site actually good", or diagnosing why a page ranks/converts/reads poorly. Works on any…
Write Project Vision Handoff
Create implementation-ready project handoff documents from planning context. Use when the user asks to "write a vision handoff", "create a seed document", "prepare this for a coding agent", "turn this plan into VISION.md", or transfer a planned system to an implementation agent. Produces VISION.md and FLOWCHARTS.md plus only directly useful supplementary docs.
Critique Vision Handoff
Adversarially review vision handoff docs, seed docs, architecture briefs, or implementation plans before they reach coding agents. Use when the user asks to "critique this vision", "review my handoff", "stress test this spec", "break this plan", "find the holes", or check whether a planning document is ready for implementation. Produces a severity-rated critique with concrete fixes.
Harden Rules Into Hooks
Enforce the agent rules that must never break with hooks the agent can't bypass (secret scans, destructive-command guards, format gates) instead of prose instructions it quietly ignores under load.
Debug Code Systematically
Debug code with a scientific method instead of guessing. Use when fixing bugs, regressions, crashes, stack traces, failing tests, unexpected behavior, or "not working" reports. Produces a reproduced failure, tested hypotheses, isolated root cause, fix, and regression check.
Train A Taste Model
Train a small model on your own archive that learns your personal taste and ranks new items the way you would, using implicit curation signals you already produced instead of hand-labeling thousands of examples.
Extract Source To Notes
Ingest one external source into structured notes. Use when the user drops a Medium article, blog post, paper, URL, transcript, or pasted text and asks to "extract this", "process this article", "distill this URL", "pull the insights from this", or capture one source with provenance. Produces raw provenance, distilled claims, contradictions, tags, and follow-up sparks.
Decompose By Verification Boundary
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Prep Site For Ai
Make a website legible to LLMs, AI search engines, and autonomous agents (structured data (JSON-LD), llms.txt, semantic server-rendered HTML, machine-readable facts, crawler access, and provenance signals) so AI systems quote you correctly instead of skipping or hallucinating about you. Use when prepping a site for AI search / generative engines (GEO), making content agent-readable, exposing fact…
Forge Autonomous Work
Run a bounded autonomous work loop that generates competing approaches, implements iteratively, runs acceptance checks, stress-tests the result, learns from the output, and either ships or reports why it cannot. Use when the user asks to "forge this", "run autonomously", "take this end to end", "iterate until done", "iterate until tests pass", or provides runnable acceptance criteria for hands-of…
Brainstorm With Entropy
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Create Portable Skill
Create, audit, or package a portable Claude/Codex skill. Use when building a new skill, converting an existing workflow into a reusable skill, reviewing whether something is a real skill or just a rule/reference/kit, or preparing a skills repository catalog.
Design Api Contracts
Design or review API contracts for HTTP/REST services and agent-facing endpoints. Use when creating routes, endpoints, status codes, pagination, error responses, versioning, OpenAPI specs, idempotency, or API behavior for AI clients. Produces a clear API contract and review checklist.
Review Ai Code Quality
Review AI-generated or recently changed code for common quality failures. Use when reviewing code, validating an implementation, checking "is this ready", auditing AI-authored changes, or looking for edge cases, validation gaps, error handling problems, duplication, and needless complexity. Produces prioritized findings and required fixes.
Debate Decisions
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Dream Solution Space
Expand a problem's solution space before committing. Use when the user asks to "dream", "brainstorm deeply", "find a better frame", "generate competing approaches", "stress test options", or when the obvious answer feels too easy. Produces grounded perspectives, adversarial critique, integrity scores, and a recommendation.
Build And Release Ios App
Draft skill for building and releasing iOS or macOS Catalyst apps. Current coverage is the App Store Connect API key TestFlight upload path; expand before publishing into the full lifecycle from app/design import through build, test, metadata, screenshots, TestFlight, and App Review submission.
Design Loud Failures
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Refactor Code Safely
Refactor code without changing behavior. Use when the user asks to clean up, simplify, rename, restructure, extract, inline, move code, reduce duplication, or modernize internals while preserving behavior. Produces a scoped refactor with before/after checks.
Build Sites As Specs
Architect a website-generation system that structurally cannot produce slop, by compiling a validated specification into output instead of generating HTML directly. Use when building an AI site generator, a templating/CMS pipeline, a multi-tenant site builder, or any system where a model or template produces web pages and you keep getting hallucinated facts, inconsistent structure, weak SEO/acces…