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Ingest

Skill marsmike/agentic-toolkit/plugins/readwise/skills/ingest

Pull new Readwise highlights (Reader v3 + Classic v2) and write them as origin-prefixed capture notes in 01_Capture/. Use when syncing Readwise or running the full pipeline's first stage.From its SKILL.md

Install
npx -y skills add marsmike/agentic-toolkit --skill ingest

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

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SKILL.md

2.3 KB, 536 tokens by cl100k_base, as published. Nobody here has run it

Readwise Ingest

Pulls new clippings from the Readwise API and writes each one as a capture note in 01_Capture/ — flat, origin-prefixed (Readwise-...), filesystem-first throughout (contract/KNOWLEDGE_API.md). No enrichment happens here; that's the enrich skill.

Preservation rule (non-negotiable)

Every clipping the user saved must end up in 01_Capture/. Never drop an item because it looks noisy, off-topic, or short — the user sometimes clips outside their usual interests on purpose. See references/ingest-workflow.md for the coverage check that enforces this before any deletion from Readwise.

Quick start

uv run --project "$CLAUDE_PLUGIN_ROOT/scripts" python3 -c "
import readwise_api as rw
items = rw.reader_list_all(updated_after='2026-06-01')
print(len(items), 'items')
"

Then follow references/ingest-workflow.md's numbered steps.

Vault resolution and profile

TOOLKIT_VAULT env var, else ./vault relative to the repo root (contract/PROFILE.md). Profile: $VAULT/Config/toolkit/readwise.md — see profile.example.md for fields (enrichers, backlog_sweep). Secrets stay in READWISE_TOKEN, never in the vault.

Hard requirements

  1. Backlog sweep, every run. updated_after is a watermark, not an inventory — items saved before the window and never captured stay invisible forever otherwise. See references/ingest-workflow.md.
  2. Dedup-safe writes. build_captures.write_capture()/write_book_capture() check 01_Capture/ for an existing note with the same readwise_doc_id before writing — re-running ingest over the same clipping is a no-op, not a second file.
  3. Coverage check gates deletion. Never delete/archive anything in Readwise until every ingested doc_id is confirmed present in a written capture.

References

  • ingest-workflow.md — full procedure: fetch, backlog sweep, write, coverage check, cleanup
  • api.md — Readwise API endpoint reference and rate limits

What ships with it: 2 files

8.3 KB alongside SKILL.md

references/

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