SupraForge → AaaS Ecosystem

AaaS Discovery Pipeline

Fully automated asset discovery, qualification, upgrade, and publication — zero human intervention, daily cadence.

6Stages
7Forge Sub-Stages
12Agent Tools
5Cron Schedules
Pipeline Active — Daily 07:00–11:30
Stage 01
Scout
Automated research agent scanning configured sources for new AI skills, tools, techniques, and patterns.
src/scout/index.ts
07:00 daily scout_run scout_search scout.db
07:00
Sources
  • GitHub trending repositories
  • npm / PyPI registry scans
  • Community feeds & awesome-lists
  • Relevance + novelty scoring
  • Deduplication vs. existing vault
Asset Types
  • Package — npm/pip installable
  • Technique — Prompt patterns
  • Tool — MCP servers, CLI tools
  • Auto-classification by content
  • Mirror to vault for forge input
~07:15
Stage 02
Intake
Converts raw discoveries into structured SKILL.md files. Classifies, activates, and mirrors to the forge vault.
src/intake/activator.ts
mirrorToVault() SKILL.md
Stage 03
Forge
7-stage quality pipeline: score, enrich, upgrade with 4 context-ready sections, then export to production tiers.
src/forge/index.ts
scan
score
norm
enrich
upgrade
convert
export
07:30 daily forge_run LLM enrichment LLM upgrade
07:30
Upgrade Sections
  • When to Use — Decision framework
  • Typical Workflow — Integration guide
  • Practical Examples — Real-world usage
  • Context Awareness — Adaptability
  • Targets Silver + Gold tiers only
Data Sources
  • Scout DB — new discoveries
  • Forge manifest — tier results
  • 24-hour recency window
  • Merge + deduplicate items
  • Category-based grouping
09:00
Stage 04
Digest
Curates daily summary combining scout discoveries and forge processing results into a categorized report.
src/digest/curator.ts
09:00 daily .forge-run.json
Stage 05
Publisher
Assembles publication-ready content with full pipeline statistics, forge tier distribution, and narration scripts.
src/publisher/collector.ts
11:00 daily ForgeStats
11:00
Outputs
  • Markdown content drops
  • Audio narration scripts
  • Tier distribution stats
  • LLM enrichment metrics
  • Triggers AaaS Sync
Firestore Push
  • audio_episodes collection
  • Entity narrations + digests
  • Podcast feed at aaas.blog
  • Gold + Silver skills only
  • Google Cloud TTS audio
11:30
Stage 06
AaaS Sync
Bridges local pipeline to the AaaS cloud platform — pushes skills to Firestore, triggers podcast feed generation.
src/aaas-sync/index.ts
Firestore TTS Engine aaas.blog
Quality Tiers
Gold
≥ 8.0 / 10
Silver
≥ 5.0 / 10
Bronze
≥ 3.0 / 10
Rejected
< 3.0 / 10
Source Attribution Model
Honor the origin. Make each asset substantially our own.
Preserved
source_url, author, license
→
Added
discovered_by, upgraded_by
→
Transformed
+4 context-ready sections