agentmc15/aesop

lessons-loop

Capture a durable lesson every time the human corrects the agent, so the same mistake doesn't recur. Use immediately after any user correction, course-correction, or "no, do it this way". Also use at session start to load relevant past lessons. Trigger on…

原文语言：英语

spec-first

Turn a feature request or task into a written spec before any code is written. Use whenever the user asks to build, add, or implement something non-trivial (3+ steps or an architectural decision), or says "let's design", "write the spec", or "plan this".…

原文语言：英语

verify-loop

Prove a change works before calling it done — build, test, lint, smoke-check, and report pass/fail. Use after any code change, before any commit/PR, and as the self-verify step inside an autonomous loop. Trigger whenever the agent is about to claim a task is…

原文语言：英语

tdd-workflow

Write a failing test first, then the minimum code to pass it. Use for any bug fix or new behavior.

原文语言：英语

agentic-rag-router

Choose the cheapest sufficient retrieval strategy for a query before answering. Use whenever the system has multiple retrievers (vector, hybrid, graph, metadata, summary) and needs to decide how to fetch evidence for a question. Trigger on any retrieval/QA…

原文语言：英语

context-compaction

Keep a long agent session inside its context window without losing the plot. Use when a session is getting long, tool outputs are large, the agent starts "going off the rails" late in a task, or context usage is high. Trigger on big logs, long transcripts, or…

原文语言：英语

llm-wiki

Incrementally compile messy source documents into a persistent, cross-linked Markdown knowledge base instead of re-reading raw docs every time. Use when the user has a pile of documents/notes/tickets and wants durable understanding, a project wiki, an…

原文语言：英语

safe-trace

Emit observability traces and decision logs that are safe to store and show. Use whenever an agent or loop logs its actions, reasoning, or tool calls — especially in production, shared logs, or anything a user might see. Trigger on any logging/tracing/audit…

原文语言：英语

skill-name

<One or two sentences. State WHAT the skill does AND WHEN to use it. Be tight and boring, not clever — a precise description triggers reliably; a vague one under-triggers. Name the user phrases/contexts that should invoke it, e.g. "Use whenever the user…

原文语言：英语