vunderkind

vunderkind / threads-analytics

Public

Threads Analytics

16
3
100% credibility
Found Apr 11, 2026 at 16 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
Python
AI Summary

A privacy-focused local dashboard for single Threads accounts that fetches personal post insights, generates AI-powered reports on perception and algorithm behavior, and runs statistical growth experiments.

How It Works

1
🔍 Discover Threads Analytics

You find a free tool to track and improve your personal Threads account right on your computer.

2
📥 Set Up on Your Machine

Download and prepare the tool so it runs privately on your own computer.

3
🔗 Connect Your Threads Profile

Safely link your Threads account to pull in your own post data and insights.

4
🧠 Add AI Insights Helper

Connect a smart thinking service to analyze your data and suggest improvements.

5
🔄 Gather Your Data

Run the update to fetch your recent posts, views, likes, and replies – it takes 5-15 minutes.

6
📊 View Your Dashboard

Open the colorful dashboard to see trends, strengths, and growth opportunities.

7
🧪 Test Growth Experiments

Try ideas like best posting times or hooks, and get clear win/loss results.

🚀 Grow Your Threads Account

Post smarter with data-backed advice, watch reach and engagement climb steadily.

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AI-Generated Review

What is threads-analytics?

This Python tool builds a local-first threads analytics dashboard for your personal Threads account, pulling post insights via Meta's free Threads Graph API to track metrics like reach rate, reply rate per view, and follower velocity. It runs A/B growth experiments on timing, hooks, topics, or media with statistical verdicts using scipy, plus Claude-powered reports on algorithm signals, profile perception, and post outliers. Fire up the CLI with `threads-analytics run` for ingest/analysis, then `serve` for a FastAPI dashboard at localhost:8000—all data stays on your machine.

Why is it gaining traction?

Unlike cloud-locked tools like Hootsuite threads analytics or generic instagram threads analytics dashboards, it's fully open threads github style: zero subscriptions, privacy-first with SQLite storage, and research-grounded (X ranker weights + Meta docs). Developers dig the threads analytics explained breakdowns, auto-suggestions for experiments, and backfill for historical trends—turning raw threads data analytics into actionable threads follower analytics without API wrappers or bots.

Who should use this?

Threads power users optimizing personal accounts, indie creators running threads github projects experiments, or meta devs testing threads analytics api integrations. Ideal if you're tracking threads account analytics manually and want threads analytics free stats over vague Hootsuite alternatives—no need for threads auto post github bots.

Verdict

Grab it if you're serious about Threads growth—solid docs, easy setup, MIT license, but at 16 stars and 1.0% credibility, it's early-stage personal tooling, not production-ready. Run a few cycles; the stats engine shines for solo experimentation.

(198 words)

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