Turn raw source material in a second-brain vault into linked wiki pages: read the source, split it into concepts and entities, write or update pages, connect them to existing pages, and record the run in the log. Use this skill whenever the user drops a file into raw/, pastes an article, transcript or PDF and asks to add it to the vault, says "ingest this", "add this to my second brain", "process raw", or asks to catch up on unprocessed sources, even if they do not name the ingest command. Do NOT use for answering questions from an existing vault, for linting or repairing pages, or for editing notes the user wrote by hand.
インストール方法を見るインストールする前に、エージェントに与えられる指示の中身を確認できます。
An ingest that only writes a summary page produces a vault that grows without getting smarter. The whole value is in the second half of the job: connecting the new material to what is already there. A page that lands unlinked is invisible within a week.
Nothing is ingested until it is linked. Every run ends with the new pages connected to existing pages in both directions.
wiki/sources/. Record claims as claims, with
the source attached.updated:. If it
contradicts what is there, record both positions rather than replacing.index.md.index.md and append to log.md in the same run, because an
index that lags is how a vault starts drifting.End every run with this exact shape:
Ingested: <source name>
New pages: <n> (list)
Updated pages: <n> (list)
Links added: <n>
Contradictions found: <none | description>
Gaps created: <list of linked pages that do not exist yet>
Over-extraction is the common failure: ten thin concept pages from one article, each a restated paragraph. A source usually yields one to three concepts worth their own page. If a candidate concept cannot be explained without referring back to this one source, it belongs inside the source page instead.
Under-extraction shows up as source pages that contain three separate ideas and link to nothing. If a page needs section headings for unrelated topics, split it.
Input: the user drops raw/karpathy-llm-wiki.md, a clipped gist, into a vault
that already has pages for [[Obsidian]] and [[Claude Code]].
Output: one source page; a new concept page [[LLM wiki]] explaining the
pattern in plain language; an entity page [[Andrej Karpathy]]; updates to
[[Obsidian]] and [[Claude Code]] noting their role in the pattern; a link
from the existing [[Personal knowledge management]] concept to the new one;
index and log updated; report showing 3 new, 3 updated, 11 links.
まだレビューはありません。使ってみた感想をお寄せください。
概要と使いどころ
Audit an agent's context layout against the four places: system prompt, tools, history, tail. Use when the user asks to audit, review or fix their agent's context, prompt caching, token spend per turn, or CLAUDE.md / AGENTS.md layout. Read-only: reports findings and a fix list, changes nothing. Do NOT use for writing evals (evals-bootstrap) or for loop design (goal-test).
日本語の概要は準備中です。原文の説明を表示しています。
Scaffold a first eval suite for an agent: mine real failures into cases, write behavioural checks over traces, and generate the runner. Use when the user wants evals, regression tests for an agent, a golden set, or asks how to know a prompt/model change did not break things. Do NOT use for a single task's done-check (goal-test) or for auditing context (context-audit).
日本語の概要は準備中です。原文の説明を表示しています。
Find the decisions in a pipeline that do not need the expensive model and propose the gate for each: a rule, a classic classifier, or a small model, with fail-closed routing. Use when the user asks to cut model costs or latency, says the big model handles everything, or wants a triage / routing / filter layer in front of an agent. Analysis plus an optional baseline scaffold. Do NOT use for auditing context layout (context-audit) or for building eval suites (evals-bootstrap).
日本語の概要は準備中です。原文の説明を表示しています。
Turn a vague task into a testable definition of done and generate an executable goal-test script for it, optionally with a bounded retry loop around a headless agent. Use when the user wants to run an agent in a loop, asks how to know when an agent task is finished, or says a goal like "improve X" needs to become checkable. Do NOT use for building eval suites over many cases — that is evals-bootstrap.
日本語の概要は準備中です。原文の説明を表示しています。
Audit an agent's harness against the four rings: containment, guides, sensors, permissions. Use when the user asks whether their agent setup is safe, wants a review of sandboxing / permissions / hooks / AGENTS.md guardrails, or asks what a bad session could break. Read-only: reports the blast radius and a hardening list, changes nothing. Do NOT use for context layout (context-audit) or cost routing (gate-check).
日本語の概要は準備中です。原文の説明を表示しています。
Import a large archive into the vault in controlled batches: triage what is worth ingesting, process oldest first, checkpoint after every batch, and keep cost visible. Use this skill whenever the user wants to import years of bookmarks, an export from another notes app, a downloads folder, a chat history dump, or says "backfill", "bulk import", "process my archive". Do NOT use for ingesting one or a few new sources, which is second-brain-ingest.
日本語の概要は準備中です。原文の説明を表示しています。