A tool for collecting selected knowledge notes so they can be moved to another learning-loop setup you own. It removes content that matches a configured list of private or restricted information.

Use it to create a reviewed bundle of portable insights, then import that bundle elsewhere.

Moving notes between setups can accidentally expose private information. This limits the export to notes explicitly marked as portable and lets you review what remains.

harvest — Skill for Claude Code by robinslange/learning-loop

Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code

/plugin marketplace add robinslange/learning-loop

Claude Code

/plugin install learning-loop

Made for: Claude Code.

Or install learning-loop, the plugin that ships this one along with the rest of its 24 skills, 20 agents, 7 hooks.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/robinslange/learning-loop/harvest/github.svg)](https://agentmods.dev/skills/robinslange/learning-loop/harvest)

Your own site

<a href="https://agentmods.dev/skills/robinslange/learning-loop/harvest"><img src="https://agentmods.dev/badge/skills/robinslange/learning-loop/harvest/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/robinslange/learning-loop/harvest"><img src="https://agentmods.dev/badge/skills/robinslange/learning-loop/harvest.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 86 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,354 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00086	$0.01354
Opus 5.5	$0.00034	$0.00542
Sonnet 5.5	$0.00017	$0.00271
Haiku 4.5	$0.00009	$0.00135

Measured 1mo ago against content hash 44e649eca422, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

harvest scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugin/skills/harvest/SKILL.md · 69 lines

How it starts

The opening of the file, as written. The whole thing — 69 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Harvest portable insights

Collects notes/memories marked portable: true, scrubs them against this instance's IP deny-list, lets you review survivors, and emits a harvest-bundle-<date>/ to carry home and absorb with /learning-loop:ingest bundle <path>.

Invariants (do not violate)

Whitelist only: only portable: true. Never harvest by visibility, tag, or inference. The gate matches the exact literal lowercase true — portable: True, yes, or 1 are silently excluded (fail-closed, no leak), so if an operator expected a note to carry and it didn't, check the marker is exactly portable: true.
Mechanical gate: the deny-list block is authoritative. You may drop MORE in review; you may never un-block or add a note the gate excluded.

Paths

Resolve PLUGIN_DATA, VAULT, and the plugin root per ${CLAUDE_PLUGIN_ROOT}/skills-shared/paths-preamble.md (read it and apply). The deny-list file and dedup log are resolved mechanically, NOT hardcoded:

deny-list: node -e "import(process.argv[1]+'/scripts/lib/paths.mjs').then(m=>console.log(m.DATA_FILES.harvestDenylist(process.argv[2])))" "$(ll-paths PLUGIN)" PLUGIN_DATA
dedup log: same with DATA_FILES.harvestedLog. The memory dir: node -e "import(process.argv[1]+'/scripts/lib/memory-paths.mjs').then(m=>console.log(m.resolveMemoryDir(process.env.CLAUDE_PROJECT_DIR)))" "$(ll-paths PLUGIN)".

Process

1. Collect (mechanical whitelist)

Pass DIRECTORIES — the script walks them; do not enumerate files yourself:

ll-run harvest-collect.mjs "<VAULT>" "<memDir>"

prints the paths with portable: true. These are the ONLY candidates. Capture them to a temp file for the next steps.

2. Dedup

ll-run harvest-dedup.mjs "<dedupLog>" [--all] < candidates.txt

(CLI reads candidate paths on stdin, one per line; --all ignores the log.) Use the printed filtered list going forward.

3. Federation guard (mechanical, warn-not-block)

ll-run federation-active.mjs "<PLUGIN_DATA>"

If it prints FEDERATED, show this before review: "⚠ this instance is federated — confirm each note is yours to carry, not company IP." Friction, not a block.

Read the full file on GitHub · 69 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

1mo ago Changed 44e649eca422
1mo ago Changed d1c17cd359a5
2mo ago First seen · 69 lines · 86 tokens per session scan A 3bf7f2e2eb67

Subscribe to this mod's changes

harvest is a skill published in the GitHub repository robinslange/learning-loop (13 stars, last pushed 4d ago), licensed Apache-2.0. It adds 86 tokens to every session and 1,354 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Memory and context

harvest next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
harvestrobinslange/learning-loop	Skill	13	4d ago	Apache-2.0	A	86	Claude Code
knowledge-ingestopenclaw/openclaw	Skill	394k	yesterday	MIT	A	80	Claude Code, Codex
mem0-oss-to-platformmem0ai/mem0	Skill	68k	2d ago	Apache-2.0	A	217	Claude Code, Codex
forgetasgeirtj/system_prompts_leaks	Skill	71k	2d ago	CC0-1.0	A	74	Claude Code, Codex
Cortexdanielmiessler/LifeOS	Skill	20k	yesterday	MIT	A	184	Claude Code
memoryopensquilla/opensquilla	Skill	7.1k	6d ago	Apache-2.0	A	44	Claude Code, Codex
ha-data-storesshiwenwen/hope-agent	Skill	1.9k	yesterday	MIT	A	115	Claude Code, Codex