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I gave Claude my Instagram and it started an auto-reply system

Jayant Joshi · 4 min read · August 13, 2026

Built Ootto and runs its Instagram on it

1Claude Code

Type this. The free Claude content skills land in your skills folder.

Prompt

git clone --depth 1 https://github.com/Ootto-AI/claude-content-skills.git && bash claude-content-skills/install.sh

Copies all fourteen into ~/.claude/skills. Restart Claude and every one of them is available.

2Claude AI or Cowork

No shell in these, so there's nothing to clone - sign in and add the connector instead, and get the same free Claude content skills running against a real account.

1Scope

78 posts found, 77 audited

The first pass found 78 posts and ran the audit on 77 of them before the run moved into production routing.

Ootto auto-reply dashboard with audit rows and post scan counters
2Reality check

560 comments classified

This run produced 560 top-level classified comments before anything was marked as safely sent.

A leads-and-keyword evidence list used during the audit
3Coverage

18 keywords live

The live map carried 18 keywords. This screen shows four rows from that map and the same reply path used to test them.

Keyword rows in a rule list, showing a small set of active outbound routing rules

I built this because comment automation is easy to claim and hard to prove.

The run had one clear success condition: prove that what was sent actually shipped.

Why we ran this

The first attempt solved classification but did not prove outbound behavior.

For a run that touches real people, we wanted three gates:

  1. classification confidence,
  2. route integrity,
  3. successful delivery.

If any gate failed, the answer should be treated as incomplete.

What we ran, in order

First we built a measurable candidate set.

Prompt

Build an audited candidate list from recent posts and return comment counts by topic and classification outcome.

Returned 560 top-level classified comments, then broke down which keyword buckets were active.

Then we created the route map.

Prompt

Build a first-pass reply map from the classification output, and return route-to-keyword coverage.

Returned 18 live keywords and identified 43 comments where coverage was missing.

Then we tested send end-to-end, including identity and response split.

Prompt

Send the AUDIT response in-thread and move the resource into DM with explicit send status.

Returned initial send status plus a route log that exposed a transport issue before any full rollout.

What failed in the first pass

The run exposed two failure classes inside production behavior.

Prompt

Print the full send log for queued items, with explicit failure and identity metadata.

The log exposed a swallowed transport error where outbound send was not visibly failing in the initial state.

Prompt

Run the same response using a test account and confirm sender metadata matches expected profile.

A test account sent placeholder copy under our identity; this made us pause before continuing.

Those were not minor issues. They were proof-level failures because they were silent from the outside.

What changed after the breakages

We changed the run contract to require explicit delivery confirmation before considering a comment handled.

Prompt

After classification and routing, only mark a response done if the send event is acknowledged and status is explicit.

Returned a narrower but trustworthy result set, with unresolved cases staying unresolved.

Prompt

Split reply behavior into public in-thread response and DM resource handoff for the same keyword path.

Returned a consistent reply contract that can be read at a glance in the audit log.

Final evidence from this run

  • 78 posts found.
  • 77 posts audited.
  • 560 top-level comments classified.
  • 43 comments had missing keyword coverage.
  • 18 live keywords after route adjustments.
  • 10 replies confirmed sent.
  • 12 replies could not be confirmed as sent due to age-window, marker, or unresolved not-found states.
  • New comments on this path were answered within five minutes after the send fix.

What changed for production use

Before shipping, we added two hard checks:

  • an explicit send status check in the queue,
  • a sender identity check before any run is considered stable.

This is now the standard for every auto-response loop that touches comments.

When the check fails, we do not call it done.

What I would reject in this setup

I would reject any run where one of these is missing:

  • no classified count,
  • no route map,
  • no explicit send acknowledgment,
  • no verified sender context.

That is the rule we now use because this flow can affect real conversations in public.

Prompt

Re-run this same sequence again without changing the keyword map.

The expected output should stay the same: confirmed routing, explicit failures, and no hidden success state.

What this changed for future content runs

We made one operational decision after this:

  1. keep the same run windows tight enough to debug,
  2. keep explicit send logs in the same queue,
  3. keep identity checks on before any wider distribution.

That avoids shipping a half-working pipeline as if it were finished.

Prompt

If the run cannot show explicit send status, do not publish it as production-safe.

This is now the only stable policy to prevent false confidence from silent failures.

Sign in

Route A: do it yourself

Start with the exact free skill for this outcome

MIT, no account, no email. Install first, then run the command for your account.

For comment leads: Comment Responder

Prompt

git clone --depth 1 https://github.com/Ootto-AI/claude-content-skills.git && bash claude-content-skills/install.sh

Installs the free MIT Content Skills bundle into ~/.claude/skills in one shot.

Prompt

/comment-responder GUIDE - send this resource: [free guide link]

Converts qualifying comments into a public reply + DM flow and logs each lead.

Route B: let Ootto run it

Ootto replicates this on autopilot

Open the dashboard, connect once, then let the pipeline handle research, production, and lead replies.

1Sign in

Open the connector dashboard

Go to /content/login, sign in, and open your Ootto content dashboard.

Ootto content dashboard landing screen after sign in
2Connect

Add Ootto to Claude

Use the one-button Add flow so Ootto appears in Claude's Connectors panel.

The connector card with Add Ootto to Claude button
3Verify

Claude shows the connector

The connector lands in Claude's Connectors settings, confirming Ootto is wired.

Claude Connectors screen showing Ootto connector setup
4Auto onboarding

Board reads back your context

Your audience, pillars, voice, and creator signals are filled from account context.

Dashboard board-ready state with audience, voice, and niche fields
5Research

What is actually working now

Ootto pulls what is moving in your niche and loads ranked examples in board.

Idea Studio showing niche winners and ranked creator reels
6Loop

Reel + comment-to-DM lead loop

Reels move to ready state and comments are answered with public replies plus DM follow-ups.

Unattended reel pipeline with production and lead capture continuing overnight
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