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dropspace-content-engine

Self-improving autonomous content pipeline. Analyzes post performance across 6 platforms, generates new content with AI (slideshows, tweets, linkedin posts,...
自我提升的自动化内容流水线,跨6个平台分析帖子表现,使用AI生成新内容(幻灯片、推文、LinkedIn帖子等)。
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概述

Dropspace Content Engine

Fully autonomous content pipeline. Every night: pull analytics → identify winning hooks → generate new posts → schedule across 6 platforms. The feedback loop compounds — each cycle produces better content because it learns from real engagement data.

Setup

1. Clone and install

git clone https://github.com/joshchoi4881/dropspace-agents && cd dropspace-agents && npm install

If canvas fails to install, that's fine — text-only formats still work. For visual formats (TikTok/Instagram slideshows): macOS brew install pkg-config cairo pango, Linux apt install libcairo2-dev libpango1.0-dev, then npm install again.

2. Run the setup wizard

node setup.js --template dropspace-content-engine

Walks you through API keys, platform selection, and app configuration.

3. Set your API keys

export DROPSPACE_API_KEY="ds_live_..."     # from dropspace.dev/settings/api
export ANTHROPIC_API_KEY="sk-ant-..."       # from console.anthropic.com
export FAL_KEY="fal_..."                    # from fal.ai (for visual/video formats)

Save in a .env file (copy from templates/.env.example). Add .env to .gitignore to avoid committing secrets.

4. Validate

node scripts/test-pipeline.js --app myapp

Run the Pipeline

source .env

# Analyze performance + generate new posts
node scripts/run-self-improve-all.js --app myapp

# Schedule generated posts for today
node scripts/schedule-day.js --app myapp

Automate Nightly

Time (ET)ScriptWhat
-------------------------
12:00 AMscripts/refresh-tracking.js --all + scripts/cleanup-posts.js --allRefresh analytics, clean old media
12:30 AMscripts/run-x-research.js --app myappScan X for trending hooks (optional, needs Bird CLI)
1:00 AMscripts/run-self-improve-all.js --app myappAnalyze + generate (up to 60 min)
2:00 AMscripts/schedule-day.js --app myappSchedule for today

What Happens Each Run

  1. Pulls 14 days of analytics from Dropspace API
  2. Identifies winning hooks (posts with >2x average engagement)
  3. Cross-references with X/Twitter research signals
  4. Generates 7-14 new posts with AI (text, visual, video formats)
  5. Fact-checks any claims about people, products, or events
  6. Writes strategy notes that persist between runs (the loop compounds)
  7. Schedules posts across the day via Dropspace API

Content Formats

FormatTypePlatforms
-------------------------
story-slideshowvisualTikTok, Instagram, Facebook
ugc-reactionvideoTikTok, Instagram
text-singletextTwitter/X
text-posttextLinkedIn, Reddit, Facebook

Links

  • Community page: https://www.dropspace.dev/community/dropspace-content-engine
  • Case study: https://www.dropspace.dev/case-studies/march-2026
  • Repo: https://github.com/joshchoi4881/dropspace-agents
  • Dropspace API docs: https://www.dropspace.dev/docs

版本历史

共 1 个版本

  • v1.0.1 当前
    2026-05-07 08:10 安全 安全

安全检测

腾讯云安全 (Keen)

安全,无风险
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腾讯云安全 (Sanbu)

安全,无风险
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