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Trading News Finder Automation

Automated market news digest delivered to Telegram 3× daily (10 AM, 12 PM, 10 PM IST) on weekdays. Fetches 40+ RSS feeds, summarizes via Nvidia/Hermes (moonshotai/kimi-k3), runs free on GitHub Actions.

Automation / Financial data

Active repository

Trading News Finder Automation source screenshot

NEWS_3X

FINTECH / AUTOCASE / 21

VERIFIED SOURCE MATERIALPython / GitHub Actions / Nvidia Integrate API

01 — OVERVIEW

The premise.

A zero-infrastructure financial news automation: GitHub Actions cron triggers Python scripts that fetch global/Indian/social news sources, summarize with Nvidia API (free tier), and deliver formatted digests to Telegram. Includes Google News queries and Reddit communities.

Traders need timely, curated market news but manual monitoring is time-consuming. Paid terminals are expensive. This provides institutional-grade digests for free.

02 — ARCHITECTURE

How it is structured.

The repository evidence points to these observable boundaries and technologies:

GitHub Actions scheduled workflows (cron)
Python async RSS/Atom feed fetching (40+ sources)
Nvidia Integrate API (moonshotai/kimi-k3) for summarization
Telegram Bot API for delivery
Secrets management via GitHub Actions secrets

03 — IMPLEMENTATION

From idea to system.

3 scheduled sessions: Pre-Market (10 AM), Midday (12 PM), Evening (10 PM IST)
Parallel feed fetching with timeout/resilience
AI summarization with structured prompts for financial context
Markdown-formatted Telegram messages with source attribution
Manual workflow dispatch for ad-hoc runs
Local testing via .env and CLI

PythonGitHub ActionsNvidia Integrate APITelegram Bot APIfeedparseraiohttpasyncio

04 — CHALLENGES

The difficult parts.

Rate limiting across 40+ RSS sources
Nvidia API free tier quotas and latency
Telegram message length limits for long digests
GitHub Actions timezone scheduling (IST ↔ UTC)

05 — VERIFIED RESULT

What can be said honestly.

Workflow runs automatically Mon-Fri at scheduled times
40+ feeds fetched in parallel under 2 minutes
AI summaries generated with financial context
Telegram delivery confirmed with formatted output

Free-tier AI APIs can power production automations if prompts are structured. GitHub Actions is sufficient for scheduled workloads — no server needed.

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