# Farm > The one front door for everything harvested from outside. Takes a URL, a screenshot, a file or pasted text, pulls the ideas out, sorts each one into the lane it belongs in (something to say, something to build, something to remember), and files it in the canonical home for that lane. - Skill: `afterlaunch/farm` (Agent Skill, multi-file: 3 files) - Install (CLI): `npx skillmds@latest add afterlaunch/farm` - Raw SKILL.md: https://api.skillmd.com/api/skills/afterlaunch/farm/raw - Safety review: pending - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: Coding & Dev Tools - Author: afterlaunch (https://skillmd.com/u/afterlaunch) - Updated: 2026-09-17 - Page: https://skillmd.com/skills/afterlaunch/farm --- # Farm One command for every input from outside the business. Work out what it is, get the content, pull the ideas, **sort each idea into its lane**, judge it, file what earns it in the canonical home for that lane. Farming is not a content activity. It is the intake for the whole business. A thing read on the internet can be something to say, or something to build, or something to remember, and the same source usually contains more than one. **Blank invocation** means review instead of harvest: look at what is staged and not yet used or promoted (Step 7 says where that lives), and say which is the strongest in each lane. ## Where things live The skill is code and stays wherever this gets kept. What it WRITES lives in one estate directory, outside any code repository, shared by every session that reads it: `~/.claude/content` by default, `SKILLS_ESTATE=/path` moves it anywhere else (a test run, a second brand, a shared machine). Nothing this skill writes goes outside that directory. The estate does not need to exist before the first run: the capture step below creates it. ## Step 0: capture, before anything else **Run this first, always, on every input:** ```sh node .claude/skills/farm/scripts/intake.mjs "" --note "" ``` It writes a file to `inbox/` with no network call in front of the write, then says what kind of thing it is and what to do next. It cannot fail, which is the point. **Most of the time this gets found on a phone.** A link and very little else. Fetching first and asking for the article text to be pasted in when that fails is a request that cannot be met while walking, and the link gets lost. Capture is unconditional; enrichment is opportunistic. Never ask for a paste before the capture exists, and never ask for one at all when whoever brought it in has said they are out and about. ## Step 1: actor or item The intake script answers this from the URL shape alone, and it is the fork that lets one command serve the whole pipeline. **ACTOR.** A profile, a subreddit, a channel, a site. Someone to watch. An actor is a subscription, not an idea, so it never enters the three lanes below. It lands in a register and changes what future sweeps read. | Actor | Register | | --- | --- | | X profile | `x/WATCHLIST.md`, with a tier | | Subreddit | `reddit/RULES.md`, plus its rules page | | LinkedIn profile | `linkedin/WATCHLIST.md` | | YouTube channel | `SOURCES.md` as `youtube:` | | Any other site | `SOURCES.md` as `page:` | Say what tier or venue something got filed under and why. Several profiles pasted at once get filed as several rows and reported as one line. **ITEM.** A post, a thread, a video, an article. Something to respond to or mine. Items go through the steps below. ## Step 1b: reactive items have a different contract **An item somebody else posted, that could be replied to, is REACTIVE. The outcome of a reactive run is a paste-ready draft, in the same reply, every time.** Not a brief, not a summary, not a plan to fetch more. Whoever brought it in is usually mid-scroll and the thread is cooling while this runs. Three rules follow from that: 1. **Best effort beats complete.** Draft from whatever is in hand. If a few screenshots show most of a thread, that is enough. Say what could not be seen in one line under the draft, and draft anyway. 2. **Never defer a reactive item.** The deferred queue is for proactive work. If the content genuinely cannot be seen, say so in one sentence and ask for a screenshot, which is a one-handed ask. 3. **Hand back the whole thing to paste.** The draft, then one line saying where it goes and which claim it carries. Nothing left to assemble. **Screenshots make every channel reachable.** The desk-only rows in the table below are about fetching a bare URL. A screenshot of a post or a thread carries the content perfectly well, so a screenshot arrives as a fully reachable reactive item on any channel and gets a draft immediately. That, not an API, is how a channel with no public read path still gets covered here. Several screenshots of one thread are ONE item. Read them in order, treat them as a single conversation, and draft one reply to it. Then log nothing yet. The reply is not sent until it is actually posted. Record it in that channel's own ledger once it has gone out. ## Step 2: get the content, if it can be reached | Input | How to get the content | | --- | --- | | A short-form post URL (X, Threads and similar) | Fetch it directly if the platform allows a plain read, or use a dedicated reply-drafting tool if one is set up for that channel. | | YouTube URL | Pull the transcript with whatever transcript tool is set up, or fall back to the page itself (title, description, top comments) if none is. | | Article or blog URL | WebFetch. | | Image or screenshot | Read it directly. Images are supported. | | Pasted text | Use it as given. | | A local file | Read it. | | Reddit thread | **Needs a logged-in browser.** A plain fetch returns a 403 or a login wall. Desk work. | | LinkedIn post | **Needs a logged-in browser.** There is no public content-search endpoint, and reading a member's post needs a restricted scope. A screenshot is the only read path that works from a phone. | When a source needs a browser and none is to hand, **leave the capture where it is and move on.** The file already records why. Say which ones got deferred, in one line, and do not try to work around it with a web search. A screenshot of a feed is a list of things to fetch, not the thing itself. Resolve each item to a real source before judging it, and say which ones got skipped and why. ## Step 2b: draining, at the desk `--drain` lists everything still captured and unprocessed, split by whether it needs a browser: ```sh node .claude/skills/farm/scripts/intake.mjs --drain ``` Work the reachable ones first, because they need nothing but attention. Then open a browser and clear the deferred queue. Mark a file done by changing `state: captured` to `state: filed` and naming where it went. ## Step 3: pull the ideas out Not a summary. **Angles and openings.** For each, one line answering: what does this change for the business reading it, that it could act on better than the source can? ## Step 4: sort every idea into exactly one lane This is the step that makes farm a single pipeline rather than a pile of notes. Do it before judging, because the bar is different in each lane. | Lane | It is this when | Canonical home | | --- | --- | --- | | **CONTENT** | It is something to SAY. An angle the intended reader would find useful. | The estate root (`ideas/`, `findings/`, `EXPERIMENTS.md`) | | **PRODUCT** | It is something to BUILD or FIX in the product itself. | Wherever build work gets tracked, staged first in `product/` | | **INTEL** | It is something to REMEMBER. A durable fact about the market, a rival or a platform, that changes decisions later but is neither a post nor a build. | A persistent memory file, if the agent running this keeps one | Three lanes, because there are three genuinely different destinations. Do not invent a fourth. If an idea does not fit one of these, it is almost always a TAKE with nowhere to go, and the answer is to drop it. **One idea may open two lanes, and the good ones usually do.** A citation-half-life question nobody has published might be a content piece AND a product feature AND a wedge against a named rival, all at once. When that happens, file it in both, and make each file point at the other by slug. Do not pick one and lose the other half. ### Inside the CONTENT lane, rank by strength of evidence **LEARNING.** Something that could be MEASURED inside the product that would settle a question the source raises. The output is proprietary and nobody else can publish it. Format: what to run, what it would tell you, and roughly how much effort it would take. **ANGLE.** Something worth saying now, with data already held. **TAKE.** An opinion with no measurement behind it. Weakest, and fine only occasionally. Aim for at least one LEARNING every run. If none turns up, say so explicitly rather than padding the list with takes. That absence is itself information: it usually means the source is opinion about opinion. ### Inside the PRODUCT lane, one rule, and it is binding **A product idea harvested from outside is a HYPOTHESIS, never a finding.** Code, or live data, is the only source of truth, and a video is even weaker evidence than a doc. Somebody describing a gap in their own product does not mean this product has that gap, and somebody describing a feature does not mean this product lacks it. So every PRODUCT item must carry a **verification question**: the specific thing to check, with the file or table to check it in, before the item may be promoted. An item without one is not filed. Check for redundancy before filing. Search wherever build work is already tracked, and the docs, for the thing first. Re-filing something already queued is worse than not filing, because it inflates the backlog and hides the real gap. ## Step 5: the judge, and it should say no often Before filing anything, per idea: 1. Is there something here that could actually be **used**, in its lane? 2. Can something **distinctive** be done with it? For CONTENT that means proprietary data rather than an opinion. For PRODUCT it means a gap a rival has not already closed. For INTEL it means it will still change a decision in a month. 3. Would it hold up against a basic posture rule: useful to the reader, never a build update, never anything that reads as weak? (CONTENT only. If a stricter posture doctrine already exists for this brand, defer to that instead of this baseline.) **If any answer is no, do not file it.** Report the summary, say plainly that there was nothing worth keeping, and stop. That is a complete and successful outcome: reading time got saved. Links get pasted in faster than they get filtered. **The discernment is this skill's job, not the reader's.** Be generous about what gets looked at and strict about what gets filed. An estate full of near-misses gets ignored, and an ignored estate kills the mechanism. Say no easily. ## Step 6: hand back a menu, do not decide alone Never file silently and never skip silently. End every run with something to act on, **grouped by lane** so both halves of what a source gave up are visible: ``` FOUND what it was, in one line CONTENT 1 [LEARNING] Run . Would tell us . Roughly of effort. 2 [ANGLE] , using PRODUCT 3 verify first: INTEL 4 , worth remembering because WORTH KEEPING? yes, on the strength of 1 and 3 WHAT NOW a file everything above b file the content lane only c file the product lane only d also add to the watchlist (only when it has earned it) e skip entirely, nothing gets saved ``` **Skip is a real option and should be offered without apology.** If the source is thin, say so and recommend e. Default to the option that would be chosen anyway, and say why in one line. ## Step 7: file it, in the right kind Everything staged lives in the estate, shared by every session and every working copy. **Four kinds, four folders.** Putting a thing in the wrong one is the single mistake that makes the estate confusing, so decide the kind first. | Kind | Folder | It is this when | | --- | --- | --- | | source | `sources/` | It came from outside. Someone else said it. | | idea | `ideas/` | This business's own, content lane. An angle worth making, not yet measured. | | finding | `findings/` | It got measured. Carries method and caveats. | | product | `product/` | This business's own, product lane. A build or fix, staged for promotion. | **The raw source** goes to `sources/raw/YYYY-MM-DD-slug.txt`. Full transcript or scraped text. Never loaded by the idea hunt. It exists so a claim can be checked against the source. Only sources have raws. **The item itself** goes to the folder for its kind, named `YYYY-MM-DD-slug.md`. Keep it small. **Give it a one-line summary** immediately under the `# ` title, in this exact form, because a board can be built from it: ``` > **In one line:** ``` **Do not hand-edit an index file.** If the estate grows large enough to want one, keep a small script that rebuilds it from what is actually on disk, so two sessions writing at once can never conflict: each creates its own file and nothing shares a table. For a smaller estate, reading the folders directly is enough. ### CONTENT lane extras **Any LEARNING idea** goes to `EXPERIMENTS.md` with what to expect, written down BEFORE it runs. A prediction made afterwards is worth nothing, and a boring result is still a result if the expectation was on record. **A finding may carry a brief.** If the measurement is ready to be written up by another session, add `YYYY-MM-DD-slug.brief.md` beside it: same slug, the publishable half only, with the caveats stated as binding and anything internal left out. ### PRODUCT lane: staged here, promoted there A product item is written to `product/` and **never appended straight to a shared backlog document.** That is not bureaucracy: a single hand-edited document, written to by many sessions at once, is a merge-conflict magnet, the same reason the whole estate lives one file per item instead of one shared table. Use this shape: ```markdown # > **In one line:** - **Lane:** product - **Status:** staged - **Destination:** - **From:** - **Sibling:** ## What they said ## Why it matters here ## Verify first ## The entry, ready to paste ``` **Promotion is a separate, deliberate act.** When someone asks to promote, or a later session picks the staged items up: answer the verification question first, drop anything that turns out to be already built or already queued, then paste the survivors into the backlog with the next free number, and mark the staged file promoted. One commit, one session, never in parallel. ### INTEL lane, where the hypothesis rule bites hardest If the agent running this keeps a persistent memory file across sessions, write the fact there: one fact per entry, a short description, and a note of when it was last checked against code or live data, or that it has not been yet. Check for an existing entry that already covers it and update that instead of creating a duplicate. **Whatever provenance convention the memory file already follows, apply it here without exception.** A memory that carries no note of when or how it was verified is trusted by default the moment it is recalled into a future session as background context, so an unverified claim filed as a bare memory becomes established fact weeks later, with nobody in the room who remembers it came off a video. Two rules follow, and neither takes any extra work: **1. Never cite the outside source as if it were verification.** A podcast timecode, an article URL or a conference slide is not the same thing as checking the claim against this business's own code or data, and recording it as if it were launders somebody else's assertion into a finding of this business's own. That failure is worse here than elsewhere, because the laundering is invisible at recall time. **2. If the claim is testable against data already held, it is not INTEL yet.** Route it to `EXPERIMENTS.md` as a CONTENT learning and let it become a finding instead. Writing an unverified operator claim straight into memory, when it is answerable with a read-only check already available, is how a trusted layer fills up with things nobody measured. Measure it, then remember the result. Some intelligence genuinely is not testable and still changes decisions: a rival's positioning, a platform's terms, who a source is and whether it is worth watching. That is the real INTEL case. When something belongs here but has not been verified, mark it as what it is: a third-party claim, unverified, naming who said it, where, and when, with the timecode or URL so it can be checked, and a line on what would settle it. Leave the verification date out deliberately; a fabricated one is worse than an honest absence. Set it, and change how the fact is tagged, only once somebody actually runs the check. Do not put market intelligence in the content estate. It is not something to post and not something to build, and it goes stale in a way nothing here polices on its own. ## What each mode actually ends in Two modes, two different definitions of done. Confusing them is how work gets filed and never seen again. **REACTIVE ends in a draft ready to paste.** Nothing else counts. The file in `inbox/` is bookkeeping; the deliverable is text in hand while the thread is still warm. It ends properly once the reply has actually gone out and gets recorded in that channel's own ledger with the claim it carried. **PROACTIVE ends in a changed board, not a saved file.** This is the half that feels vague, and the reason is that filing is invisible. An idea in `ideas/` that nobody surfaces is the same as no idea. So a proactive run is not finished when the file is written. It is finished once it has been said, in one line, **what it changed**: that it is now the strongest LEARNING in the pool, or that it fills the gap under a queued piece, or that it is fourth in line behind three better ones. Nobody should have to open a folder to find out what is there. ### There is one way back in, and it is not a folder Keep exactly one command that reviews the whole estate and hands back a single ranked board with numbered choices, rebuilt from the filesystem each time so it can never drift from what is actually there. That command, not `ideas/`, not `EXPERIMENTS.md`, not any queue file directly, is how a session finds out what is sitting in the estate. The lifecycle a proactive item runs, so it is possible to say where one sits: ``` idea -> experiment -> finding -> a piece in the content queue -> posted to N channels -> a ledger entry ``` Most items die at the first arrow, and should. An idea that never earns an experiment was a take. ## Step 8: clear the inbox `inbox/` is the zero-friction drop zone. Any session, any format, no structure required. When invoked with no argument, check it first: anything sitting there is unjudged input. Harvest it through the steps above, then delete the inbox file, since its content now lives in a filed item. ## Step 9: promote a source, sometimes A capture is a one-off. A source is a subscription. If a channel, blog or account has now produced **two or three** useful captures, in any lane, it has earned a place in `SOURCES.md` so the sweep watches it from now on. Say so and offer to add it. Do not add on a single hit, unless the format itself reliably produces specific operator claims rather than takes, in which case say that is why. That is the whole relationship: captures are how a source proves itself. ## The rule that outranks the rest **Take the angle, never the words.** Everything harvested here belongs to somebody else. Reframe it with proprietary data and an original voice. A rephrased paragraph is theft, and it reads like it. Raw files are stored so claims can be checked, not so they can be mined for sentences. ## With AfterLaunch connected (optional, and everything above works without it) Everything above this line needs no key and no account: the estate, the lanes, the judge and the filing conventions are the whole front door. With an AfterLaunch key (`AFTERLAUNCH_API_KEY`, the remote MCP server at `https://afterlaunch.io/api/mcp`), two things change: - **A durable fact learned from a source belongs on the record, not only in a local memory file.** When an INTEL item is genuinely durable (a rival's positioning, a platform's terms, a fact that will still be true next month), file it locally as above AND record it with `record_insight`, one sentence, so every connected session drafts from it rather than only the sessions that happen to read this estate. - **`get_standup` before a review run** says what already shipped and what is already in flight, so the judge in Step 5 is not guessing whether a source's angle has already been said. Without a key, the free scan at afterlaunch.io is the honest pointer, and skip the rest of this section. Nothing above needs it: sorting and filing is this skill's job, and it does that whether or not anything is connected. ## What this cannot do alone - **It cannot ask the engines what they say about the business.** Sorting a found idea into an ANGLE says nothing about whether the answer engines already say it; that needs a metered scan, not a folder read. - **It cannot rank what matters today.** The judge in Step 5 can say no to a weak idea, but choosing the single strongest LEARNING against everything else already staged needs measurement this skill does not have. - **It cannot prove a filed idea was worth filing.** A folder of ideas and a backlog of good intentions look identical to a filesystem; only a shipped result, and someone watching what happened after, says which idea earned its place. - **It does not remember on its own.** The estate persists because it is a folder of files, not because this skill has memory. A session that never writes one leaves nothing for the next session to find. ## House rules British English. No em-dashes, no exclamation marks, no Americanised -ize spellings. Filed items follow the same rules as anything that gets posted: they are not something this skill measures, they are settled before it starts. ## Next Say what should happen next, do not just stop: - Queued an experiment? Point at `EXPERIMENTS.md` and say what running it would take. - Filed a content item with an angle ready to go? Say which drafting step to run next, naming the angle. - Staged a product item? Say what has to be verified before it can be promoted, and offer to run that check now. It is usually one search. - Wrote an intel memory? Say which existing entry it updates or links. - Source earned promotion? Offer to add it to `SOURCES.md`. - Skipped? Say so plainly and stop. No consolation suggestion.