System Reference
Complete feature catalog.
35 specialized capabilities across 6 operational groups, verified in active production.
Group 01 · 6 capabilities
Autonomous multi-agent pipelines
Four dedicated production tracks. Each specialist agent runs on an isolated queue to prevent generation bottlenecks.
LinkedIn publishing pipeline
Runs Hook Finder, Post Writer, Editor, QA, and Approver sequentially. Delivers shaped line breaks, viral hooks, and high-relevance hashtag clusters.
POST /api/linkedinTechnical blog engine
Conducts automated web research, drafts sections, tests code blocks, and compiles comprehensive Markdown articles ready for deployment.
POST /api/blogYouTube script architecture
Combines topic research, full-length scriptwriting, Shorts extractions, click-optimized titles, and thumbnail creative briefs.
POST /api/youtubeVisual asset synthesis
Generates high-resolution 4:5 visual cards and social graphics on a dedicated queue without system contention.
POST /api/instagramReal-time pipeline telemetry
Live WebSocket streams show active agents, step durations, and generated deliverables directly in your console. Zero black boxes.
WS /api/wsResilient multi-model routing
Unified interface across Gemini, OpenAI, Groq, and local Ollama nodes. Automatically fails over if a provider times out.
app/llm.py
Group 02 · 6 capabilities
Channel audit and prospect intelligence
Audit any YouTube channel with verified public data. Identify breakout formats, peak upload windows, and data-backed outreach angles.
Verified channel benchmarking
Pull complete public upload histories to compute true view medians, baseline velocity, and engagement ratios across entire libraries.
POST /api/youtube-prospects/lookupVideo length velocity analysis
Classify catalog performance across specific duration tiers. Immediately uncover if long-form documentaries or shorts deliver higher median views.
GET /api/youtube-prospects/{id}Optimal upload timing engine
Calculate exact day-of-week and time-slot performance multipliers. Confirms historical velocity lifts with empirical evidence.
GET /api/youtube-prospects/{id}Standout title pattern discovery
Isolate high-performing keywords and themes that outperform channel averages while filtering out creator names and channel stop words.
GET /api/youtube-prospects/{id}Copy-ready outreach hooks
Deterministic Python calculations produce verified pitch lines for client acquisition. Eliminates fabricated claims.
GET /api/youtube-prospects/{id}Structured 30-day publishing roadmap
Transforms audit findings into a dated, 4-week content calendar focused exclusively on proven formats and verified topic gaps.
POST /api/youtube-prospects/{id}/report
Group 03 · 6 capabilities
Content operations and workflow tracking
Bridge the gap between ideation and distribution. Manage approvals, schedules, and topic backlogs from one central board.
Editorial content planner
Structure weekly and monthly plans with AI suggestions deduplicated against your published archive. Publishing dates remain strictly deterministic.
POST /api/plansSix-stage production tracker
Track each asset through pending, script, presentation, video generation, editing, and published stages with clear visual indicators.
PATCH /api/plans/{id}/items/{item_id}Research backlog repository
Retain promising secondary topics uncovered during deep research runs. Build a reusable idea bank filtered by status and niche.
GET /api/saved-topicsHuman-in-the-loop review queue
Automate generation without sacrificing editorial control. Inspect full draft text, approve variations, or request revisions per channel.
GET /api/plans/{id}/items/{item_id}/contentEncrypted Google Calendar sync
Schedule approved release dates with automated reminder notifications. Authentication tokens are securely encrypted at rest.
POST /api/plans/{id}/items/{item_id}/calendarProduction velocity analytics
Monitor pipeline adherence, platform balance, review throughput, and release reliability across all active projects.
GET /api/plans/stats
Group 04 · 5 capabilities
YouTube analytics and AI strategy
Connect directly to the YouTube Data and Analytics APIs. Power strategic assessments with verified metrics, not generic estimates.
Automated upload synchronization
Ingest video metadata, tags, durations, views, and comment velocity. Nightly scheduled jobs keep historical records current.
POST /api/youtube-analytics/sync-liveStudio-level CTR and retention
Access private Analytics API metrics including true click-through rates and average percentage viewed for deeper diagnostic depth.
POST /api/youtube-analytics/sync-analyticsMetadata and SEO diagnostics
Score title length, tag distribution, and description structure per video to pinpoint listings that need immediate optimization.
GET /api/youtube-analytics/live-videosStrategic performance briefs
Run high-tier model evaluations on synced numbers. Pinpoint growth levers, content fatigue, and high-impact next steps.
POST /api/youtube-analytics/strategyPlaylist production boards
Organize series production from initial concept to live release on an internal Kanban interface separate from public playlists.
GET /api/youtube-playlists
Group 05 · 6 capabilities
Instagram performance and Meta OAuth
Production-grade Meta Graph integration featuring automatic token renewals, multi-tier caching, and audience reach analysis.
Long-lived Meta OAuth lifecycle
Exchanges authorization codes for 60-day tokens, securely encrypts credentials, and auto-refreshes tokens before expiration.
GET /api/instagram-auth/urlThree-tier cached read path
Routes reads through fast Redis cache and indexed database tables, accessing the Meta Graph API only on explicit sync requests.
POST /api/instagram-analytics/syncEngagement and reach metrics
Inspect account reach, impressions, profile interactions, and reel completion rates with ranked tables of top content.
GET /api/instagram-analytics/overviewReach-scored hashtag clusters
Group and score your hashtags by the median reach of posts that featured them, surfacing winning tag combinations.
GET /api/instagram-analytics/hashtagsVisual Kanban schedule board
Move image concepts, carousels, and captions through idea, production, and scheduled states with attached visual prompts.
GET /api/instagram-analytics/boardAI-powered growth roadmaps
Derive dated 1 to 8 week publishing roadmaps directly from your top-performing formats and active hashtag themes.
POST /api/instagram-analytics/roadmap
Group 06 · 6 capabilities
Enterprise platform and security
Engineered for reliability. Robust background workers, clean data schemas, strict authentication, and rate limiting.
First-party secure cookie auth
Features HttpOnly session cookies, CSRF protection, Redis token revocation lists, and email verification. Zero external auth vendor lock-in.
POST /api/auth/loginStrict startup route coverage guards
Every route must declare explicit authentication or be allowlisted during startup, preventing accidental public exposure.
app/main.pySegregated Redis architecture
Dedicated cache instance for analytics alongside a persistent broker instance for queue management and session security.
docker-compose.ymlDedicated background workers
Separate Celery worker pools manage LinkedIn, technical blogs, and scheduled nightly data synchronizations independently.
app/celery_app.pySemantic memory and RAG layer
Stores user guidelines and previous brand voice profiles in vector memory to tailor every agent response to your tone.
POST /api/rag/ingestLinear schema migrations
Database tables run under versioned Alembic migrations, verified and executed before web workers accept traffic.
alembic/versions/
Production Captures
Live application interface
Every screenshot is a 2x Ultra HD capture of the running production console. Click any image to inspect in full resolution with smooth pan and zoom controls.











