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Build your own data-driven market edge with swing-trade signal webhooks, dashboards, alerts, AI agents, and automation examples.

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description README.md

Stock Market Signal Automation — swing-trade signals, webhooks, dashboards, AI agents

📈 Stock Market Signal Automation

Eight ranked candidates. Clear decisions. A plan for every confirmation.

GitHub stars Docs Examples License

🚀 Explore KamdenAI Membership · 📖 Start Here · 🔌 Build an Integration

📖 What this repo is

The public automation guide for KamdenAI — a stock signal membership that brings opening stock rankings, published signal plans, recorded morning outcomes, and a member workspace into one focused routine.

This repo explains the member experience and gives you consumer-side webhook examples: receive signal events, verify them, and route them into your own dashboards, alerts, sheets, and AI agents. All examples use fictional symbols and illustrative prices. The signal engine, selection formulas, weights, thresholds, and production infrastructure remain private.

flowchart LR
    A[🌅 Opening board<br/>8 ranked candidates] --> B[✅ Individual decisions<br/>Confirmed / Watch / No buy]
    B --> C[📡 Signed webhook<br/>to your endpoint]
    C --> D[🤖 Your automation<br/>alerts · sheets · AI]
    style A fill:#8b5cf6,stroke:#6d28d9,color:#fff
    style B fill:#22c55e,stroke:#16a34a,color:#fff
    style D fill:#f59e0b,stroke:#d97706,color:#fff

⚡ The signal workflow

StageWhat it means
🌅 Before the openResearch and preparation provide context. Not official signals.
✅ After opening reviewUp to eight ranked candidates receive individual decisions — zero to eight may be Confirmed, each with a published entry, stop, and target.
📊 Morning resultsRecorded outcomes follow the 10:05 AM Eastern reference policy for remaining positions.
🔬 Separate 3 PM studyHypothetical holding comparisons for review. Excluded from official morning returns.

Status comes before rank. Eight candidates does not mean eight trades. Rank one can be Watch only while ranks two and five are Confirmed. No confirmed signals is a valid session outcome.

Member labelMeaning
✅ ConfirmedOfficial signal for that session, with entry, stop, and target
👀 Watch onlyObservation and study; not an official entry
🚫 No buyCompleted review did not qualify; later price movement doesn't rewrite it
❓ UngradedEvidence incomplete; no official entry or return assigned

⚠️ Confirmed is an official signal, not a broker fill. KamdenAI does not place broker orders — members control their own execution, position size, and exposure. A signal can lose money, and several confirmed names can lose together.

🖥️ Your member workspace

  • Feed → Signals — opening rankings, individual decisions, published plans, daily results
  • Signal Results — recorded outcomes, including losses, no fills, and unavailable evidence
  • Journal — your own broker fills, shares, exits, and notes
  • Stock News + community — context and discussion (member posts don't create confirmations)
  • Developer webhooks — route selected events into your own tools

🔌 Build around the published record

KamdenAI published event
  → signed webhook
    → your verified HTTPS receiver
      → private alerts / Sheets / dashboard / journal / AI summary
EventPurpose
research_watchlist.createdResearch context (~9:15 AM ET); preparation only
morning_scan.createdPre-open prep (~9:28 AM ET); not confirmation
confirmed_buys.createdOfficial confirmed signals after opening review
quick_exit_results.createdRecorded morning outcomes, 10:05 reference policy

These are reference stages, not delivery guarantees. Use the actual publication timestamp, session date, and completion indicators. Test events verify delivery, not the trading system.

📚 Documentation index

Understand the system

Build integrations

Operate safely

🛠️ Consumer examples

ExampleWhat it does
Node receiverReceive and verify signed deliveries
Python receiverFlask receiver example
Discord formatterFormat event rows as alerts
AI prompt builderSummarize without inventing confirmations or fills
Risk sizing calculatorGeneric sizing arithmetic, not an account recommendation
Simple dashboardPreview fictional payloads locally
Sheets loggerPlan your event journal
CSV templatesSignal log starter template

Sample payloads: multiple confirmations, incomplete decisions, no-confirmation events, modeled wins and losses — shortened teaching examples with fictional symbols.

Alerts and integrations do not establish broker execution. Any broker workflow is your own separate integration — start with paper trading and human review. Historical and modeled returns do not guarantee future performance.

🚀 Start here

  1. 📖 Read the Signal System Guide
  2. 🔌 Follow Getting Started and Webhook Events
  3. 🔐 Review Payload Fields, Security & Signing, Architecture
  4. ⚙️ Choose an Automation Recipe
  5. 📊 Read Historical Results and the Disclaimer
  6. 💎 Explore KamdenAI membership →

🤝 Contributing

Member-facing explanations and consumer tooling only. Never include private source code, strategy research, selection rules, thresholds, credentials, signing secrets, infrastructure configuration, or paid member records. See CONTRIBUTING.md and SECURITY.md.

MIT applies to this repository's public materials — see LICENSE. It does not grant access to KamdenAI's