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Ig Audit

Community
Jakeschincariol
ig-audit

Post-mortem on what the user has already posted - which reels actually worked, why, and what to stop making. Use when the user pastes their Instagram insights or past posts and asks "what's working", "why did this flop", "read my analytics", "audit my content", or wants to know what to do more of.

Overview

PublisherJakeschincariol
Repositoryinstagram-agent-skill
Skill nameig-audit
Stars
975
Forks
218
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by Jakeschincariol on GitHub. Read the source before you install it.

Installation

Install the Ig Audit AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/Jakeschincariol/instagram-agent-skill/tree/main/skills/ig-audit
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/Jakeschincariol/instagram-agent-skill.git /tmp/instagram-agent-skill
mkdir -p .claude/skills
cp -r /tmp/instagram-agent-skill/skills/ig-audit .claude/skills/ig-audit
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Ig Audit in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Ig Audit on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Ig Audit is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

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:

metrichowwhat it tells you
Outlier multipleviews / the account's own median viewswhether this was a real hit or a normal day
Non-follower reach% of reach from people who do not followwhether it travelled at all
Hold at 3sviewers still there at 3s / viewers who startedwhether the hook worked. This is the hook's grade.
Average watch timestraight from insightswhether the middle worked
Sends per reachshares / reachthe strongest single signal you can earn. A send is a person putting their name on it.
Follows per reachfollows / reachwhether 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.json are 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.

Frequently asked questions

What does the Ig Audit AI skill do?

Post-mortem on what the user has already posted - which reels actually worked, why, and what to stop making. Use when the user pastes their Instagram insights or past posts and asks "what's working", "why did this flop", "read my analytics", "audit my content", or wants to know what to do more of.

Why use Ig Audit on TypingMind?

Because you install it once and use it with any model. Ig Audit is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Ig Audit in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Jakeschincariol/instagram-agent-skill/tree/main/skills/ig-audit. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Ig Audit?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Ig Audit?

As many as you like. As long as a model supports skills, you can use Ig Audit with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Ig Audit AI skill free?

Yes. It is published on GitHub by Jakeschincariol under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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