10 AI AGENTS · 2 PIPELINES · ZERO MANUAL DEVREL
YOUR DEVREL PIPELINE,
RUNNING BY FRIDAY.
A production-grade multi-agent platform built on Claude Agent SDK and Model Context Protocol. Two coordinated pipelines — DevRel and Sales — autonomously run your weekly GTM work.
10
Autonomous Agents
2
Pipelines
14
MCP Tools
18
Knowledge Base Docs
337
Test Cases
THE AGENTS
TEN SPECIALISTS. TWO PIPELINES.
Each agent owns a single domain of developer advocacy, with typed inputs/outputs and access to specific tool sets.
Atlas
CENTRAL ORCHESTRATOROrchestrator
Coordinates the weekly cycle, delegates tasks with retry + exponential backoff, brokers cross-agent context, and compiles OKR progress.
Sage
Community Manager
Triages GitHub issues with priority scoring, sentiment analysis, and churn detection. Flags at-risk contributors and identifies community champions.
Iris
Feedback Synthesizer
Extracts recurring themes from upstream signals using LLM analysis. Ranks pain points by composite score and maps them to developer journey stages.
Nova
Growth Strategist
Designs A/B experiments with statistical rigor — power analysis, sample size calculations, guardrail metrics. Identifies funnel drop-off points.
Echo
Social Listener
Scans Reddit, Hacker News, and Twitter for product mentions. Flags engagement opportunities, reputation risks, and trending discussions.
Kai
Content Creator
Writes technical tutorials grounded in the knowledge base and informed by upstream pain points. Validates every code block via ast.parse(), delimiter balancing, and json.loads().
Vox
Video Producer
Produces screen-recorded tutorials with TTS narration and FFmpeg overlays. Turns written tutorials into step-by-step video walkthroughs.
Dex
Documentation Generator
Parses Python source with ast.parse() and JS/TS with heuristic regex. Generates architecture overviews, API references, and module guides from actual code.
Rex
Competitive Intelligence
Competitor discovery, threat assessment, opportunity mapping with market positioning analysis.
Pax
Sales Enablement
Personalized outreach emails, battle cards, nurture sequences, and objection handling playbooks.
Mox
Campaign Marketing
Blog posts, landing pages, social batches, campaign briefs, and press releases.
WEEKLY CYCLE
MON → FRI. FULLY AUTONOMOUS.
Atlas orchestrates a hub-and-spoke cycle across DevRel and Sales pipelines. Each day's output feeds the next: triage and social signals become synthesis, synthesis becomes experiments and intel, which become content, video, docs, outreach, and campaigns.
MON
Sage + Echo
Triage + 60 mentions
TUE
Echo
Social signals indexed
WED
Iris
Themes + friction map
THU
Nova + Rex
Experiments + intel
FRI
Kai · Vox · Dex · Pax · Mox
Content + sales assets
KEY FEATURES
BUILT FOR PRODUCTION.
Every pattern is designed for reliability, observability, and portability — 337 automated tests back every release.
Cross-Agent Context Sharing
Insights cascade between agents via SharedContext. Iris's pain points inform Kai's tutorials and Nova's experiment hypotheses.
Dual Pipeline Architecture
DevRel and Sales pipelines run in parallel, sharing context. Community insights feed competitive intelligence, which feeds outreach.
Code Validation in Content
Kai validates every code block: Python via ast.parse(), JavaScript via delimiter balancing, JSON via json.loads(), HTML via tag checking, SQL via keyword analysis.
Official Docs Grounding
Content agents fetch official documentation from GitMCP and cross-check output against it. No hallucinated API signatures.
Statistical Rigor
Nova runs scipy-based power analysis, Bayesian experiment evaluation, and frequentist significance testing.
MCP Tool Protocol
14 tools registered via Model Context Protocol, compatible with Claude Desktop, Cursor, Windsurf, and any MCP client.
Video Production Pipeline
Vox produces screen-recorded tutorials with Playwright, assembles with FFmpeg overlays, and narrates with OpenAI TTS — all automated.
SAMPLE OUTPUT
EVERY OUTPUT. GENERATED BY THE PLATFORM.
These artifacts were produced by a live pipeline run against PostHog's open-source repository and real community data.
Technical Tutorial — Feature Flag-Driven Onboarding with PostHog + Next.js
Weekly Community Triage Report — W10 2026
Social Listening Report — 63 Mentions Across 4 Platforms
Developer Feedback Synthesis — Q1 2026 Themes
A/B Experiment Pre-Registration with Power Analysis
Video Script & Production Plan — Feature Flags Tutorial
Architecture Overview — Agent System API Reference
Weekly Pipeline Summary & OKR Progress — W10 2026
Competitive Intelligence Brief — Weekly Threat Assessment
Outreach Sequences & Battle Cards — Sales Enablement Pack
Campaign Content — Blog Posts, Landing Pages, Social Batches
TECH STACK
WHAT IT'S BUILT WITH.
RETARGETABLE
POINT IT AT ANY DEVTOOLS PRODUCT.
The system is product-agnostic. The platform retargets to your product during onboarding — here's how.
Swap Knowledge Base
Load your SDK docs, API reference, and product documentation into the agent's knowledge base.
Connect Your APIs
Point the API client at your product's endpoints and configure data models.
Target Your Repo
Connect the agents to your GitHub repository for community triage and social listening.
Tune Agent Prompts
Customize agent personas, tone, and product-specific context to match your brand.
Launch the Cycle
Start the weekly pipeline. Outputs land in Slack, GitHub, and email every Friday.
COMMON QUESTIONS