사용 방법
- 설치 명령을 복사하고 자신의 에이전트 환경에 설치하기 전에 소스 패키지를 확인하세요.
- 필요한 도구, 인증 정보, 지원 환경은 원본 문서에서 확인하세요.
- 입력과 원하는 산출물을 설명하고 출처와 결과를 대조하세요.
npx skills add https://github.com/jakeschincariol/instagram-agent-skill --skill ig-audit시작 전 확인
- 설치에는 모델 구독, API 한도, 파일 접근 권한이 포함되지 않습니다.
- 별점 수와 설치 수는 활동 지표이며 독립적인 품질·보안 검증이 아닙니다.
원본 저장소의 제목, 예시, 코드, 표, 링크, 이미지를 유지해 표시합니다.
ig-audit
The only honest source of what works for an account is that account. Every rule in every Instagram guide, including the ones in this pack, is a prior. The user's own last 30 posts are the evidence.
Input
Ask for whichever the user has:
- Insights per post: views, reach, interactions, watch time, saves, shares,
follows, and the non-follower share of reach. Screenshots are fine.
- Or the retention graph for their best and worst recent reels. This one
screenshot is worth more than the rest combined.
- Or just the posts and their view counts, which is enough for a first pass.
Also read ~/.claude/instagram/log.md if it exists, since it records which hook formula each post used.
What to actually measure
Raw views is the least useful number on the page, because it is mostly a function of how many people already follow the account. Compute these instead and show the working:
| metric | how | what it tells you |
|---|---|---|
| Outlier multiple | views / the account's own median views | whether this was a real hit or a normal day |
| Non-follower reach | % of reach from people who do not follow | whether it travelled at all |
| Hold at 3s | viewers still there at 3s / viewers who started | whether the hook worked. This is the hook's grade. |
| Average watch time | straight from insights | whether the middle worked |
| Sends per reach | shares / reach | the strongest single signal you can earn. A send is a person putting their name on it. |
| Follows per reach | follows / reach | whether the profile converted the attention |
Rank by outlier multiple and sends per reach, not views. A reel with 4,000 views and 90 sends beat the one with 60,000 views and 11.
Then find the pattern
With the top five and bottom five side by side, look for what separates them, and be willing to conclude something the user will not like:
- Hold at 3 seconds. If the top and bottom differ here, it is the hook and
nothing else, and everything downstream is a distraction.
- Hook formula. Which ids from
ig-reel/hooks.jsonare in the top five? - Format. Reel, carousel, single image.
- Length. Group into under 15s, 15 to 30s, 30 to 60s, over 60s.
- Theme.
- Whether the user replied to comments in the first hour.
- Day and time. Check this last and only if the others show nothing.
It is almost never the cause and it is where people want it to be.
State the finding as a claim with the evidence attached, and say how confident it is. With 30 posts you can see a pattern. With 6 you cannot, and saying so is better than inventing one.
The distinction that saves people months
A reel that gets views and no follows is not a failed reel, it is a profile problem. A reel that gets no views is a hook problem. Separate the two before recommending anything. If non-follower reach is high and follows per reach is low, stop rewriting hooks and go to /ig-profile.
Output
AUDIT · 31 posts · Jun 12 - Sep 5 · median views 4,100
TOP 5 BY OUTLIER MULTIPLE
18.2x #3 Nobody Tells You 74,600 views 62% non-follower hold@3s 71% 128 sends
6.4x #1 Cost Confession 26,300 views 48% non-follower hold@3s 64% 71 sends
...
BOTTOM 5
0.3x #11 Numbered 1,200 views 9% non-follower hold@3s 31% 2 sends
...
WHAT THE DATA SAYS
1. Hold at 3 seconds is the whole story. Top five average 66%, bottom five 33%.
Everything else you are worried about is downstream of the first two seconds.
2. The posts where you were the one who looked bad: mean 8.1x vs 0.9x for
everything else. n=5. Strongest signal here and it is not close.
3. Tool listicles get views and nothing else. High reach, no sends, no follows.
Three of your bottom five.
4. Day of week shows nothing. Your Tuesday and Friday means are inside the
noise. Stop optimising it.
STOP: listicles.
DO MORE: the ones with a cost you paid and a number attached.Then hand the conclusions to /ig-plan so next week is built on the user's own evidence rather than on defaults, and to /ig-viral so the swipe file gets filtered to the formulas that work for this account specifically.


