Financial News · Traders

Crypto-Stock News AI Agent

End-to-end automation of crypto and stock news aggregation.

How it works
1 Step
Ingest headlines & normalize
2 Step
Deduplicate & bundle
3 Step
Deliver to backend
Collect headlines from configured sources and normalize fields into a uniform schema.

Overview

End-to-end automation for crypto and stock news aggregation.

The AI agent collects crypto and stock headlines from multiple sources, normalizes each item into a consistent structure, deduplicates across runs, and bundles results into a compact feed. It filters by topic-specific keywords to keep relevant items and reduce noise. It then delivers the feed to your backend or UI via HTTP for rapid decision-making.


Capabilities

What Crypto-Stock News AI Agent does

Gathers and processes headlines from multiple sources into a consistent, searchable feed.

01

Collect headlines from multiple sources: CoinDesk, CoinTelegraph, Google News, and X via RSS proxy.

02

Normalize items into a consistent structure with fields like source, kind, title, url, publishedAt, matchedKeywords, media[], and topic.

03

Apply topic-specific keyword lists and a spam blacklist to retain relevant items and drop noise.

04

Deduplicate items across runs by tracking previously seen links.

05

Bundle everything into a compact { topic, items[] } JSON payload and send it to your backend or UI via HTTP.

06

Optionally adjust platforms and keywords via Init RunConfig for ongoing tailoring.

Why you should use Crypto-Stock News AI Agent

Streamline market news triage by automating collection, normalization, deduplication, and delivery.

Before
Too many headlines from multiple sources overwhelm decision-making.
Noise from irrelevant topics, giveaways, airdrops, or chatter dilutes signal.
Manual deduplication wastes time and introduces errors.
Delays delivering structured data to your systems.
Lack of clear crypto vs stock focus slows timely decisions.
After
A concise, normalized feed focused on your topic with consistent fields.
Deduplicated results reduce noise and repetition across runs.
Topic-filtered data aligned with crypto or stocks for fast focus.
Direct delivery to your backend or dashboard via HTTP.
Faster, data-driven decisions with timely updates.
Process

How it works

A simple 3-step flow you can implement without technical debt.

Step 01

Ingest headlines & normalize

Collect headlines from configured sources and normalize fields into a uniform schema.

Step 02

Deduplicate & bundle

Remove duplicates across runs and bundle into a { topic, items[] } payload.

Step 03

Deliver to backend

Send the JSON payload to your configured HTTP endpoint, with optional webhook security.


Example

Example workflow

A realistic scenario showing concrete task, time, and outcome.

Scenario: A crypto desk needs BTC and ETH headlines from CoinDesk and CoinTelegraph every 15 minutes. Task: run sources, normalize items, deduplicate, then deliver a structured JSON payload to the backend. Time: first run completes in about 12 minutes. Outcome: a curated crypto payload with 12 items, ready for ingestion by dashboards and alerts.

Crypto Trading CoinDeskCoinTelegraphGoogle News (RSS)X via RSS proxy AI Agent flow

Audience

Who can benefit

Roles that gain from automated crypto/stock news aggregation.

✍️ Quant traders

Receive timely signals for algorithmic strategies with clean, structured data.

💼 Portfolio managers

Monitor headlines that could affect holdings and adjust exposure.

🧠 Research analysts

Triages market-moving news and distributes concise summaries.

Newsroom editors

Source and tag breaking stories for faster publication.

🎯 Compliance teams

Track disclosures and regulatory mentions in a structured feed.

📋 Platform integrators

Plug the feed into dashboards, alerts, or BI tools.

Integrations

Connections to data sources and endpoints.

CoinDesk

Fetch crypto/market headlines to feed the normalization pipeline.

CoinTelegraph

Import crypto news headlines and metadata for enrichment.

Google News (RSS)

Pulls broad headlines; normalization ensures consistent schema.

X via RSS proxy

Collects social posts and headlines; mapped into payload fields.

Applications

Best use cases

Practical workflows that benefit from automated news aggregation.

Real-time crypto desk briefing with topic-focused headlines.
End-of-day market briefs for stock traders.
Content curation for financial newsletters or dashboards.
Research integration into BI dashboards and alert systems.
Regulatory monitoring of disclosures and mentions.
Custom feeds for partner platforms and APIs.

FAQ

FAQ

Common questions and practical answers.

The agent currently pulls headlines from CoinDesk, CoinTelegraph, Google News, and X via RSS proxy. It normalizes fields into a consistent schema and deduplicates across runs. You can add additional sources through configuration, and the agent will adapt to maintain the same payload structure.

Yes. Use the Init RunConfig to select topic crypto or stocks, choose which platforms to scan, and adjust tickers and keyword lists. The agent will apply topic-specific keywords and drop irrelevant items, keeping the feed focused. You can change these settings between runs to match current market focus.

The feed delivers a compact JSON payload with { topic, items[] }. Each item includes fields such as source, kind, title, url, publishedAt, matchedKeywords, media[], and topic. This structure supports easy ingestion by dashboards or analytics backends.

The agent tracks previously seen links across runs and filters out items with already seen URLs. This prevents repeated headlines in successive payloads. Deduplication improves signal-to-noise by ensuring fresh content appears in each delivery.

Data is sent to your configured HTTP endpoint. You can enable an optional x-webhook-secret header for authentication or remove it if needed. The pipeline supports both scheduled and on-demand triggers to fit your workflow.

Initial setup and testing usually take 10–20 minutes. This includes importing the template, configuring the topic and keywords, and validating the HTTP delivery. You can complete an initial run quickly and then refine source selections as needed.

The template does not include real API keys. Credentials must be created and stored securely in your environment. Follow your security policy for credential management, and use the webhook secret option if your backend requires it.


Crypto-Stock News AI Agent

End-to-end automation of crypto and stock news aggregation.

Use this template → Read the docs