Overview
Private tool
Private tool means I built it for my own account and it is not offered as a product. The code is not public. It is here because it shows how I build automation that keeps a person in control of what gets published.
Threads Content Pipeline
Threads Content Pipeline is a Python tool by Haseeb Sagheer that analyses a Threads profile each week, drafts posts from what it learns, and sends every draft to a Telegram bot for review before anything is posted.
Draft ready for reviewA post drafted from this week's profile analysis.
ApproveEdit
Approved. Post it.
This pipeline keeps a Threads account active without turning it over to a bot. It studies the profile, drafts posts, and then waits for a person to approve each one.
Analysis runs weekly. The first run reads the whole profile. Every run after that reads only the last week of new posts, so it stays quick and reflects what is working now.
Drafts go to a Telegram bot. Each one can be approved as written or edited first. Nothing is posted until that happens, which is the difference between this and a blind auto-poster.
The problem
Posting consistently takes time, and a fully automatic bot posts things nobody checked. This keeps the drafting automatic and the final decision human.
Who it is for
Someone who wants to post consistently on Threads without handing the final say to a bot.
What Threads Content Pipeline does
- Runs a full profile analysis on first run
- Re-analyses only the last week of new posts after that
- Drafts posts based on the analysis
- Sends each draft to a Telegram bot to approve or edit
- Posts only what was approved
How it works, step by step
Threads Content Pipeline flow4 steps. Select one to pause.
Engineering notes
- Weekly analysis
- The first run analyses the whole profile. After that, each weekly run looks only at the last week of new posts.
- Human review
- Drafts are delivered to a Telegram bot, where each one is approved or edited before it is posted.
- Personal tool
- It was built for my own use, not as a product.
My role
I built the analysis module, the drafting step and the Telegram review flow in Python.
- Status
- Private tool
- Type
- Automation tool
- Built with
- Python, Telegram bot, Profile analysis
- Built by
- Haseeb Sagheer, solo
- Page updated
Questions about Threads Content Pipeline
Does the pipeline post without review?
No. Every draft goes to a Telegram bot first, where it is approved or edited before posting.
How often does it analyse the profile?
Weekly. The first run is a full analysis; later runs look only at the last week of new posts.
Why Telegram for review?
It puts the approve or edit decision on a phone, so drafts can be reviewed anywhere.
Is it a product?
No. It is a personal tool.