sift
Skill0 starsChanged 22 days agoMITView on GitHub
Use when you have review findings for the human to decide, more than a handful, about a plan, a spec or code, or when the human asks to go through findings "with sift", "one at a time", or "so I can approve/reject each". Files the findings into sift, opens sift review beside you so the human approves, tweaks, rejects or questions each one, answers their questions, then applies exactly what they decided. Brings no review method of its own and never decides for the human.
4 other projects use a version of this.
Adopted by
Most recently taken up by
- GastonGelhorn/jevmatetheir own version, first seen Oct 25, 2026
- frankieramirez/manatheir own version, first seen Oct 17, 2026
- frankieramirez/ripentheir own version, first seen Sep 8, 2026
- LouPineWays/Loop-Dee-Louptheir own version, first seen Aug 23, 2026
Other versions4 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 4
- frankieramirez/mana★ 1same name
- GastonGelhorn/jevmate★ 1same name
- frankieramirez/ripen★ 0same name
- LouPineWays/Loop-Dee-Loup★ 0same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 1 is distinctive, and 4 are very specific to this project.
0
Common
Most of the 4 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 12
Every agent command (start, add, summary, handoff, wait, reply, feedback) prints exactly one JSON object on stdout.
- Very specific: line 21
If a sandbox stops sift from writing its data directory (error.code is data-root), rerun the command with your host's approval to run …
- Distinctive: line 36
Use whatever review method the human asked for, or your own.
- Very specific: line 49
Write the findings to a JSON array in a temporary file and run sift add --from <file> --run <run>.
- Very specific: line 55
Run sift handoff --run <run>.
“Common” is measured: kept by at least 6 in 10 of the 4 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Hand review findings to the human with sift
sift keeps one review round on disk: the files you reviewed and your findings about them. The files can be a plan, a spec, code, or any mix. The human decides each finding, alone on screen, with one key. You answer the ones they send back, they publish, and you apply their decisions.
This workflow works for any agent that can run shell commands. It does not depend on a particular agent or host.
Every agent command (start, add, summary, handoff, wait, reply, feedback) prints exactly one JSON object on stdout. A refusal has "ok": false and an error with code, message and fix. You SHOULD follow error.fix. Run sift help <command> for any input or result shape not spelled out here.
Rules
- You MUST NOT run
sift review, open it by any route other thansift handoff, or allocate a pseudo-terminal (script,expect,unbuffer) to reach it. Publishing is the human's alone. - You MUST NOT send keys to, read, resize or close the review pane.
- You MUST NOT edit files under sift's data directory. Change findings only with
sift addandsift reply. - You MUST NOT treat a
timeoutfromsift waitas approval, and MUST NOT make any finding's change before the run is published. - You MUST NOT apply a rejected or withdrawn finding.
- If a sandbox stops
siftfrom writing its data directory (error.codeisdata-root), rerun the command with your host's approval to run outside the sandbox. You MUST NOT work around it by settingSIFT_HOME.
1. Start the round
Name the files you will review, or let git name them:
sift start <file>... --title "<short name>" --agent "<your name>"for a plan, a spec, or chosen files. If your host keeps plans in a directory of its own, pass the path of the plan you wrote there.sift start --changed [--base <branch>] --agent "<your name>"for the code changed in the current git repository: staged, unstaged and untracked, plus the branch's own commits when--basenames the branch the work started from, such as--base main.
--agent is the name the human knows you by, such as Claude or Codex; the review shows it wherever it refers to you.
Keep run from the result and pass --run <run> to every later command. files lists each file's path, which you use in anchors, and the headings of Markdown files. skipped lists changed files left out as deleted, empty or binary; mention them in your summary if they matter.
2. Review
Use whatever review method the human asked for, or your own. Write each finding as one decision the human can make in seconds:
title: the change or the problem, in at most 120 characters. Prefer a decision ("Return the error from Save instead of logging it") over a topic ("Error handling").body: why it matters, in a few short lines. The human reads this on a single card; long bodies defeat the point.proposal: the concrete change you will make if approved. A finding without one is a question, and SHOULD carry"label": "question".severity:critical(outage, data loss, security),major(a real defect on a normal path),minor(an edge case or a cost paid later),trivial(naming, wording, style). Omit it rather than guess.label: one word, such asbug,risk,gap,question,simplification,sequencing.anchor: where the finding points, so the card shows those lines.{"path": "<file>", "startLine": n, "endLine": m}works in any file;{"path": "<file>", "heading": "<section>"}works in Markdown files and covers the whole section.pathSHOULD be written exactly assift startprinted it; a path that could mean two files is refused. It MAY be left out when the run has one file. Omitanchorfor a finding about the work as a whole.
One finding MUST hold one decision. You MUST NOT bundle unrelated changes, because the human cannot approve half of one.
3. File the findings and a summary
Write the findings to a JSON array in a temporary file and run sift add --from <file> --run <run>. A batch is stored entirely or not at all; on invalid-anchor, error.fix lists the valid paths or headings.
Then run sift summary --run <run> --text "<2-4 sentences>": what you reviewed, the shape of what you found, and what you could not check.
4. Hand off
Run sift handoff --run <run>. It opens the review in a pane beside yours (Herdr, tmux, Orca or iTerm2).
- On
no-pane-hostorpane-failed, tell the human to run the command inerror.fixin another terminal. - On
review-open, tell the human their review is already open, and go to step 5.
Tell the human in one line that the review is open and how many findings it holds.
5. Wait and answer
Run sift wait --run <run>. It returns after 9 minutes at most. If your shell tool caps how long one command may run, give this call the longest timeout it allows, and when that cap is under 10 minutes pass --timeout a little below it, such as --timeout 4m for a 5-minute cap. It returns one event:
timeoutwithreviewOpen: true: runsift waitagain. You MUST NOT stop waiting on your own; the human MAY take a while.timeoutwithreviewOpen: false: nobody is reviewing. Tell the human the review is not open, and runsift handoffagain or give themreviewCommandto run in a terminal. Then wait again.discuss: the human sent findings back. For each one, read the lasthumanmessage inthreadand answer withsift reply <id> --run <run> --text "<answer>". Revise the finding with--title,--body,--proposalor--severitywhen their note changes it, or add--withdrawwhen their note shows it is wrong. Answer the question asked; keep replies short. Then wait again.published: go to step 6. The result already carries the decisions.
A human MAY send the same finding back again after your reply; answer each round the same way.
6. Apply the decisions
Edit the original files, not sift's snapshots. Each anchored entry carries file, the absolute path to edit. Anchors are snapshot line numbers that shift as your edits land, so you SHOULD locate each change by heading or content. An entry with a thread was discussed; what you and the human settled there counts alongside the proposal.
apply: make the change inproposal(or addressbodywhen there is no proposal).applyWithChanges: make the change as the human'ssuggestionshapes it. Wheresuggestionandproposalconflict,suggestionwins.rejected: change nothing. Whenreasonis given, you SHOULD NOT reintroduce the idea elsewhere.withdrawn: nothing to do.note: the human's closing note on the work as a whole; act on it.
Then tell the human what changed, in a few lines grouped by finding id. If a decision could not be applied as written, say so and why, rather than guessing.
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Your trail
Files you open will collect here, so you can find them again.
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