Creator intelligence, built on live evidence — powered by Anakin Wire & the Universal Scraper.
| Surface | URL |
|---|---|
| 🌐 Web app (CloudFront) | https://d2l3jsjzyhefqq.cloudfront.net |
| ❤️ Health check | https://d2l3jsjzyhefqq.cloudfront.net/health |
| 🧠 Runtime capabilities | https://d2l3jsjzyhefqq.cloudfront.net/api/v1/system/capabilities |
| 📚 Interactive API docs | https://d2l3jsjzyhefqq.cloudfront.net/docs |
| 🎬 Creator Studio | https://d2l3jsjzyhefqq.cloudfront.net/app.html?workspace=creator |
| 🏢 Brand Intelligence | https://d2l3jsjzyhefqq.cloudfront.net/app.html?workspace=brand |
| 🤖 Collab Autopilot | https://d2l3jsjzyhefqq.cloudfront.net/app.html?workspace=brand&view=autopilot |
Region:
eu-west-1· Backend: ECS Fargate behind an ALB, fronted same-origin by CloudFront (/api/*→ ALB)./healthreturns{"status":"ok"}.
CollabForge AI is a two-sided platform for the creator economy where every step is grounded in live public evidence — no vanity metrics, no stale databases, no synthetic data.
| Product | For | What you get |
|---|---|---|
| 🎬 Creator Studio | Creators | Live trend discovery, script studio, hook lab, social content packs, real ElevenLabs voiceovers, AI reel/storyboard + FFmpeg MP4, virality heuristic |
| 🏢 Brand Intelligence | Brands | Evidence-backed creator dossiers, explainable fit score, comparison, ROI scenarios, outreach drafts, campaign brief, contract template, Campaign Room |
| 🤖 Collab Autopilot | Brands | One guided run → streamed 10-stage pipeline → full Campaign Launch Pack, saved to the Campaign Room |
Brands pick influencers on gut feel, stale databases and vanity metrics. Creators guess at trends. Both waste weeks on research, outreach and paperwork that follows the same pattern every time.
CollabForge grounds every step in live public evidence:
- Business DNA — the brand's public website is scraped (Anakin Universal Scraper, browser mode + AI JSON extraction) into an editable profile.
- Creator Deep Research — a creator name becomes a dossier: real recent videos with views, engagement signals, public sentiment from news/Reddit/web, and visible sponsor history — each fact carrying an evidence link.
- Explainable Fit Score — 25% relevance · 20% engagement · 15% consistency · 15% brand safety · 15% sponsor compatibility · 10% budget fit. Missing data lowers confidence; it is never replaced with invented values.
- Deal Documents — personalized outreach (never auto-sent), campaign brief, editable contract template (with a clear not-legal-advice notice).
- ROI Scenario — a simulator with fully editable assumptions, not a "predicted revenue" claim.
| Need | Anakin product | How it's used | Live status |
|---|---|---|---|
| Business website understanding | Universal Scraper (AI JSON extraction) | Business DNA | ✅ live |
| Topic research with citations | Search API (POST /v1/search) |
Trend radar, sponsor history, creator discovery | ✅ live |
| Creator channel + recent videos | Universal Scraper on public YouTube pages; Search discovers the real channel URL | Creator resolver | ✅ live |
| Structured YouTube/News/Reddit reads | Wire (yt_*, gn_*, rt_*) — 44 verified actions |
Content intelligence when Wire is up |
The backend calls the hosted Anakin REST API (https://api.anakin.io/v1) with a server-side ANAKIN_API_KEY. MCP was used only for development-time discovery — the deployed system has no MCP dependency. Verified Wire action IDs (never invented) live in backend/data/anakin_actions.json.
A runtime capability registry (GET /api/v1/system/capabilities) probes what is actually live and the UI only shows enabled features. Platforms without a reliable source (Instagram, TikTok, X) are explicitly disabled — never faked.
┌─────────────────────────────────────────┐
Browser ──HTTPS──► │ CloudFront (E1K9WW29XTY2AP) │
│ ├── / → S3 (private, OAC) │ vanilla-JS frontend
│ └── /api/* /health /docs → ALB origin │
└───────────────────┬─────────────────────┘
│ (same-origin proxy)
┌────────────────────▼─────────────────────┐
│ ALB collabforge-alb → ECS Fargate │
│ service: collabforge-backend (FastAPI) │ image: ECR :latest
│ ├── Anakin REST (Wire / Scraper / Search) server-side key
│ ├── OpenAI (reasoning + images) · ElevenLabs (voice)
│ ├── FFmpeg (reel MP4 composition)
│ └── DynamoDB (campaign rooms) · S3 (media)
└───────────────────────────────────────────┘
AWS resources (account 824604027501, eu-west-1):
| Resource | Name / ID |
|---|---|
| CloudFront | E1K9WW29XTY2AP → d2l3jsjzyhefqq.cloudfront.net |
| Frontend S3 (private, OAC) | collabforge-frontend-824604027501 |
| ALB | collabforge-alb-1772822941.eu-west-1.elb.amazonaws.com |
| ECS | cluster collabforge · service collabforge-backend (Fargate) |
| Container registry | ECR collabforge-backend:latest |
| Database | DynamoDB collabforge-campaigns |
| Media | S3 collabforge-media-824604027501 |
ℹ️ App Runner is not available on this account (
SubscriptionRequiredException), so the backend runs on ECS Fargate + ALB. Deploy scripts live inscripts/.
Every research fact is an evidence object with source, url, retrieved_at, data_method
(anakin_wire | anakin_scrape | anakin_search | heuristic | llm_over_evidence) and
confidence. The UI labels facts LIVE / ESTIMATED / UNAVAILABLE. There is no synthetic
fallback anywhere — failed sources produce explicit partial results (e.g. Autopilot shows
"research failed for X" rather than inventing a dossier).
# Backend
cd backend
pip install -r requirements.txt
cp .env.example .env # fill ANAKIN_API_KEY, OPENAI_API_KEY (+ optional ELEVENLABS_API_KEY)
uvicorn main:app --port 8001
# Frontend (separate terminal)
cd frontend
python -m http.server 3000
# open http://localhost:3000Required in production: ANAKIN_API_KEY, OPENAI_API_KEY. Everything else is optional — a
missing optional provider disables only its capability. FFmpeg enables reel MP4 composition
(bundled in the Docker image). See backend/.env.example.
# Backend → Docker build → ECR → ECS Fargate rolling update (updates the existing service)
AWS_REGION=eu-west-1 FRONTEND_ORIGIN=https://d2l3jsjzyhefqq.cloudfront.net \
bash scripts/deploy_backend_aws_ecs.sh
# Frontend → S3 sync → CloudFront invalidation (updates the existing distribution)
AWS_REGION=eu-west-1 BACKEND_URL=http://collabforge-alb-1772822941.eu-west-1.elb.amazonaws.com \
bash scripts/deploy_frontend_aws.shPowerShell wrappers: scripts/deploy_backend_aws.ps1, scripts/deploy_frontend_aws.ps1.
Secrets are read from backend/.env at deploy time and injected as runtime env — never baked
into the image or printed. No Firebase/GCP runtime dependency remains (historical configs archived under legacy/).
Interactive docs at /docs. Key routes:
GET /health
GET /api/v1/system/capabilities
POST /api/v1/business/analyze
POST /api/v1/creators/{discover|research|compare|reputation|sponsor-history|rate-estimate}
POST /api/v1/creators/research/stream (SSE)
POST /api/v1/campaigns/{roi-scenario|brief|outreach|contract}
GET/POST/PUT /api/v1/campaigns[/{id}]
POST /api/v1/pipeline/preview · /api/v1/pipeline/preview/stream (SSE)
POST /api/v1/autopilot/run (SSE, 10 stages)
POST /api/v1/trends/discover · /api/v1/content/* · /api/v1/virality/*
GET /api/v1/media/voices · POST /api/v1/media/{voice|reel}
POST /api/v1/chat/ (Forge assistant)
cd backend && python -m pytest tests -q # 39 passed| Area | Result |
|---|---|
| Backend API contract | 37/37 endpoints pass · no 500 on valid flows · SSRF/XSS/oversize → structured 4xx |
| Unit/integration | 39 passed / 0 failed |
| Anakin live | Scraper ✅ · Search ✅ (distinct queries → distinct real URLs) · Wire |
| Pipeline / SSE | text/event-stream, incremental, backend-driven |
| Autopilot E2E (live prod) | 10 stages, real evidence, saved to Campaign Room, honest partial-failure reporting |
| Chatbot (Forge) | POST /api/v1/chat/ 200, accurate, non-hallucinated |
| Frontend | 0 broken-endpoint buttons · no fake data as live · no secrets in bundle · 0 console errors |
| Security | SSRF/path-traversal/XSS-escape/log-redaction all pass |
Verdict: PASS with approved non-blocking exceptions (Anakin Wire degraded upstream, honestly reported). Verified live against production.
The flagship Autopilot run researches real Indian creators (Technical Guruji, Tech Burner, Gaurav Chaudhary) live for a Croma gaming-smartphone launch with a ₹1,50,000 budget. Nothing about any creator is hardcoded — every fact carries an evidence link.
Highlights: YouTube-focused creator research (other platforms lack a reliable source and are disabled, not faked); Anakin Wire execution is degraded upstream, so the live Scraper + Search paths are the active default; rate estimates are benchmark-based ranges, not quotations; contracts are AI-generated templates requiring counsel review.
CollabForge analyzes publicly available information only. Sentiment findings are labelled public sentiment signals, not facts. No sensitive demographic attributes are inferred. Outreach is drafted, never sent automatically. Contracts are AI-generated templates requiring counsel review.
Built for the Anakin Hackathon 2026 · Research. Score. Create. Close.