name: autoschei-skill description: Biodoia Autoschei Ecosystem - Autonomous AI-powered development platform with 25+ Go modules. Use when working with multi-agent orchestration (GoBro, GOLEM), code generation/review (gociccidai, goaiaiai), project management (progotti, ideaeater), memory systems (memogo, cipher), Git operations (ghrego), deploy pipelines (govai), CLI tools (gommander, cligolist), or TUI dashboards (framegotui, auto-claude-go). Triggers on autoschei, biodoia, go modules, multi-agent, autonomous development, code review pipeline. license: Apache-2.0 compatibility: Requires Go 1.21+, git, and access to /home/lisergico25/repos/ metadata: author: biodoia version: "1.0.0"

Autoschei Ecosystem

Autonomous revenue generation platform with 25+ interconnected Go modules.

Architecture Overview

┌─────────────────────────────────────────────────────────────┐
│                    ORCHESTRATION LAYER                       │
│  ┌─────────┐  ┌──────────┐  ┌──────────┐  ┌─────────────┐  │
│  │ GoBro   │  │  GOLEM   │  │ Progotti │  │  Ideaeater  │  │
│  │(Brain)  │  │(GLM CLI) │  │(Projects)│  │  (Ideas)    │  │
│  └────┬────┘  └────┬─────┘  └────┬─────┘  └──────┬──────┘  │
└───────┼────────────┼─────────────┼───────────────┼──────────┘
        │            │             │               │
┌───────┴────────────┴─────────────┴───────────────┴──────────┐
│                     EXECUTION LAYER                          │
│  ┌──────────┐  ┌──────────┐  ┌──────────┐  ┌─────────────┐  │
│  │gociccidai│  │ goaiaiai │  │  ghrego  │  │   govai     │  │
│  │(CodeGen) │  │(Review)  │  │  (Git)   │  │  (Deploy)   │  │
│  └──────────┘  └──────────┘  └──────────┘  └─────────────┘  │
└─────────────────────────────────────────────────────────────┘
        │            │             │               │
┌───────┴────────────┴─────────────┴───────────────┴──────────┐
│                     MEMORY LAYER                             │
│  ┌──────────┐  ┌──────────┐  ┌──────────┐  ┌─────────────┐  │
│  │  memogo  │  │  cipher  │  │spegoplain│  │  gommander  │  │
│  │(Dual Mem)│  │(MCP+Mem) │  │  (Specs) │  │ (Commands)  │  │
│  └──────────┘  └──────────┘  └──────────┘  └─────────────┘  │
└─────────────────────────────────────────────────────────────┘

Quick Start

Check ecosystem status

cd /home/lisergico25/repos/autoschei
autoschei sync          # Check all 25 repos sync status
go build ./...          # Build all modules

Run individual modules

# Code generation
gociccidai generate --prompt "Create REST API handler"

# Code review
goaiaiai review --file main.go --models gemini,claude,gpt

# Git operations
ghrego status --all     # All repos status
ghrego sync             # Sync all submodules

# Deploy
govai deploy --target production

Core Modules

GoBro (Brain)

Multi-agent orchestrator with consciousness layer.

• Location: /home/lisergico25/repos/gobro
• Features: Agent coordination, tunnel support, voice integration
• See: references/gobro.md

GOLEM (GLM-Powered CLI)

Claude Code + OpenCode + Crush + Harmonica + Z.AI native.

• Location: /home/lisergico25/repos/golem
• Models: GLM-4-32B, GLM-Z1-32B, GLM-Z1-Rumination
• See: references/golem.md

Memogo (Dual Memory)

System 1 (fast/intuitive) + System 2 (slow/analytical) memory.

• Location: /home/lisergico25/repos/memogo
• Features: MCP integration, cipher encryption, semantic search
• See: references/memogo.md

goaiaiai (Multi-Model Review)

Aggregated code review from multiple AI models.

• Location: /home/lisergico25/repos/autoschei/goaiaiai
• Workflow: ghrego(scan) → gociccidai → goaiaiai → govai(deploy)

gRPC Ports

| Module | Port | |------------|-------| | goaiaiai | 50051 | | gociccidai | 50052 | | ghrego | 50053 | | progotti | 50054 | | memogo | 50055 | | govai | 50056 |

Free Models Available

OpenRouter (17 FREE models)

• z-ai/glm-4.5-air:free - General, 131K context
• tngtech/tng-r1t-chimera:free - Reasoning, 163K context
• qwen/qwen3-4b:free - Reasoning, 40K context
• mistralai/mistral-small-3.1-24b-instruct:free - Coding, 128K
• google/gemma-3-27b-it:free - General, 131K
• meta-llama/llama-3.3-70b-instruct:free - General, 128K
• nvidia/nemotron-3-nano-30b-a3b:free - General, 65K
• openai/gpt-oss-120b:free - General, 65K

Ultra-Cheap (<$0.000001/1M tokens)

• z-ai/glm-4.7-flash - $0.00000006/1M 🔥
• minimax/minimax-01 - $0.0000002/1M

Scripts

Run ecosystem operations:

# Sync all repos
scripts/sync_ecosystem.sh

# Build and test all
scripts/build_all.sh

# Deploy to production
scripts/deploy.sh

Common Workflows

1. New Feature Development

ideaeater add "Feature idea"    # Capture idea
progotti create-task            # Create project task
gociccidai generate             # Generate code
goaiaiai review                 # Multi-model review
ghrego commit && push           # Git operations
govai deploy                    # Deploy

2. Code Review Pipeline

ghrego diff HEAD~1              # Get changes
goaiaiai review --consensus     # Aggregate reviews
spegoplain generate             # Generate improvement plan
gociccidai apply                # Apply fixes

3. Memory Operations

memogo store --system1 "quick fact"    # Fast memory
memogo store --system2 "deep analysis" # Analytical memory
memogo search "query"                   # Semantic search
cipher encrypt --key KEY                # Encrypt sensitive

Best Practices

1. Always use free models first - OpenRouter has 17 free models
2. Check sync status - Run autoschei sync before starting work
3. Multi-model consensus - Use goaiaiai with 3+ models for reviews
4. Dual memory - System 1 for speed, System 2 for depth
5. Parallel agents - Spawn multiple instances for parallel work

Troubleshooting

Build failures

go mod tidy          # Fix dependencies
go build ./...       # Rebuild

Port conflicts

lsof -i :50051       # Check port usage
systemctl status autoschei-*  # Check services

Submodule issues

git submodule update --init --recursive