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SkillsMP hat 41 Skills aus ariaxhan/the-agent-library gesammelt. Öffne einen Skill, um Quelle und Details zu prüfen.
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Turn a borrowed metaphor, analogy, or cross-domain inspiration into a testable mechanism, or prove it is decoration and discard it. Use when a design leans on language from another field ("immune system", "evolution", "market", "quorum", "crystallization"),…
Quellsprache: Englisch
Design systems so a failure can never present as success. Use when building or reviewing pipelines, extractors, reconciliations, checkers, or any computation whose output humans act on; when missing inputs, unreadable files, or crashes could pass silently;…
Quellsprache: Englisch
A compact decision protocol for non-trivial choices, reviews, governance calls, and live disagreement. Use implicitly at decision points, even when nobody says "debate", whenever a choice is high-impact, hard to reverse, policy-bearing, or has multiple…
Quellsprache: Englisch
Search for the existing spine before building anything new. Use when about to create a file, module, helper, wrapper, config system, or process: "should I add a new X", "where should this live", "build a helper for this", "we need a system for this", or when…
Quellsprache: Englisch
Split substantial work into units by verification boundary, not by file or feature. Use when planning implementation order, breaking down a big task, or sequencing a build: "how should I split this", "what order should I build this in", "break this down",…
Quellsprache: Englisch
Write the session handoff while the verified context is still loaded, before the window or budget runs out. Use when context is running low mid-work, when pausing substantial work ("wrap up", "hand this off", "save state for the next session", "we'll pick…
Quellsprache: Englisch
Delegate implementation to cheap or small models safely by pre-deciding everything. Use when splitting work across agent lanes, picking a model tier, or writing a worker prompt: "can a small model do this", "delegate this", "fan this out", "spawn workers for…
Quellsprache: Englisch
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,…
Quellsprache: Englisch
Earn "done" by splitting verification into two roles: a fresh-context agent attacks the work, and the coordinator adjudicates every finding. Use before declaring a subsystem complete, before trusting a green report, after delegated work returns, or on "verify…
Quellsprache: Englisch
Maintain one honest map of what is actually true about every subsystem in a project. Use when landing or verifying work changes a subsystem's state, at session close, or when someone asks "what's the state of X", "is X done", "how far along are we", "what's…
Quellsprache: Englisch
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…
Quellsprache: Englisch
Audit a "done" report or near-final artifact against reality. Use when an AI agent or a person reports work as finished, or when something substantial is about to be sent, published, submitted, or shipped. Separates corroborated structure from self-reported…
Quellsprache: Englisch
Rewrite AI-generated text into genuinely human prose with seven ordered transform passes: add real named specifics, fix the structure, kill the tells (em-dashes, intensifiers, negative parallelism, meta-signposts), admit real limits, and read it aloud.
Quellsprache: Englisch
Give AI coding agents durable institutional memory: purpose, falsifiable beliefs, narrative lessons, and hook-enforced session accountability, so each session makes the next one smarter instead of starting blind.
Quellsprache: Englisch
Generate genuinely novel ideas by injecting entropy, ranked by surprise instead of safety. Use when the user asks to brainstorm, generate ideas, find an angle, or name something: "what could I build/make/write", "I need fresh ideas", "help me think of", "I'm…
Quellsprache: Englisch
Run a personal knowledge base or second brain as a system, not a junk drawer. Use for any stage of a notes collection: "process my inbox / triage my captures", "find contradictions across my notes", "synthesize / weave these notes together", "prune / clean up…
Quellsprache: Englisch
Stress-test the assumption baked into a task before spending real effort on it. Use when a request asserts something is broken, true, already decided, or unchanged before you act on it: "fix the broken X", "since Tuesday it's been down", "just flip the…
Quellsprache: Englisch
Check whether a score, grade, or ranking actually has teeth before you trust it. Use when relying on any quality number: an AI grading its own or another AI's output, a rubric score on writing, a relevance ranking, a benchmark result. Triggers include "is…
Quellsprache: Englisch
Distill accumulated notes and lessons from many sessions into durable insight. Use when scattered learnings, journal entries, meeting takeaways, or decisions have piled up across time and need consolidating: "run a retrospective across my notes", "what have I…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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.
Quellsprache: Englisch
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.
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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.
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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.
Quellsprache: Englisch
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,…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch
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…
Quellsprache: Englisch