ceobe-mastery-cli

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Autonomous AI Engineering Orchestrator

v1.17.0 · Three Brains Architecture · Model-Agnostic · MIT

What is Ceobe?

Ceobe is a CLI-native AI Engineering Orchestrator that takes a description, image mockup, or PRD document — and produces a fully working codebase.

It is not a chat assistant. It is a pipeline.

  𝙿lanner → QA Auditor → 𝙴xecutor

Three independent AI brains, each with a separate provider, review each other's work before any code is written. The result is structured, architecture-compliant software — not hallucinated boilerplate.

Three Brains Architecture

Brain	Role	Best Model
Planner	Generates BRD → Design → Architecture → Task Plan	Claude Sonnet, GPT-4o
QA Auditor	Reviews blueprint against 18 engineering rules	Gemini 2.5 Flash, DeepSeek
Executor	Writes the code from the validated plan	GLM-5.1, Kimi-K2, Llama 3

Using three different providers prevents self-evaluation bias and catches hallucinations early.

Installation

npm install -g ceobe-mastery-cli

Quick Start

# 1. Configure providers
ceobe setup

# 2. Build something
ceobe auto "Build a REST API with Go, Fiber, and PostgreSQL"

# 3. Add a feature to an existing project
ceobe auto --feature "Add Stripe payment gateway integration"

# 4. From a PRD document
ceobe auto --file requirements.md

# 5. From a UI mockup image
ceobe auto --file dashboard.png "Use Next.js + Tailwind"

Configuration

# API Keys
ceobe key set gemini         <GEMINI_API_KEY>
ceobe key set anthropic      <ANTHROPIC_API_KEY>
ceobe key set glm            <GLM_API_KEY>

# Assign roles to providers
ceobe key set planner-provider   anthropic
ceobe key set qa-provider        gemini
ceobe key set executor-provider  glm

# Optional: model overrides
ceobe key set planner-model  claude-4-5-sonnet
ceobe key set executor-model glm-5.1-flash

# Verify setup
ceobe doctor

Key storage priority (highest → lowest):

• System environment variable (export KEY=...)
• ~/.ceobe/keys.json (via ceobe key set)
• .env file in project directory

AI Providers

Slug	Provider	Default Model
gemini	Google Gemini	gemini-2.5-flash
anthropic	Anthropic Claude	claude-4-5-sonnet
glm	Zhipu AI	glm-5.1-flash
kimi	Moonshot AI	kimi-k2.6-plus
deepseek	DeepSeek	deepseek-v3
groq	Groq	llama-3.3-70b-versatile
openai	OpenAI	gpt-4o
qwen	Alibaba	qwen-3-max
together	Together AI	llama-3.1-70B
ollama	Local	llama3.2 (no key)
custom	Any OpenAI-compatible	—

For custom providers:

CEOBE_PLANNER_BASE_URL=https://my-api.example.com/v1
CEOBE_PLANNER_API_KEY=sk-...

Optional Cloudflare AI Gateway routing: set CLOUDFLARE_ACCOUNT_ID + CLOUDFLARE_GATEWAY_ID.

CLI Reference

Core

ceobe auto [desc]          # Full pipeline: plan → audit → execute
ceobe plan [desc]          # Generate plan only (no execution)
ceobe audit                # QA-review the generated plan against engineering rules
ceobe execute              # Execute an existing approved plan
ceobe export-rules         # Sync rules to Cursor / Windsurf / Cline / Antigravity

ceobe auto flags:

Flag	Description
--ask	Human-in-the-loop — confirm before each destructive action
--feature	Brownfield mode — add to existing codebase without breaking it
--file <path>	Use a .md PRD or .png/.webp mockup as requirements
--sandbox	Isolate AI execution inside a Docker container
--worktree	Run in an isolated git worktree, merge on success
--creative	Bypass Ponytail Ladder — allow over-engineered exploration

Workspace

ceobe status               # Pipeline progress, phases & generated files
ceobe index                # Build semantic memory index (RAG) for workspace
ceobe trim                 # Whole-repo bloat scan — detect over-engineering
ceobe debt                 # Scan tech-debt markers (// ceobe: / // ponytail:)
ceobe reflect [--auto-skill] # Analyze logs, auto-generate skill draft
ceobe rollback             # Hard-reset to pre-AI git snapshot
ceobe reset --yes          # Clear all plans & state
ceobe recon <url>          # Dynamic reverse-engineering of a URL

Configuration

ceobe setup                # Interactive first-time setup wizard
ceobe key set <p> <val>    # Save API key or provider config
ceobe key list             # Show all keys & active providers
ceobe key get <provider>   # Peek at a key (masked)
ceobe key remove <provider> # Delete a stored key
ceobe mode [autonomous|ask] # View or change execution mode
ceobe doctor               # Diagnose keys, providers & workspace
ceobe cost                 # Live token usage & API cost report

Advanced

ceobe benchmark            # LLM benchmark — compare models on accuracy & cost
ceobe log [-n <lines>]     # View execution log
ceobe daemon --telegram    # Start remote Telegram bot
ceobe mcp                  # Launch MCP stdio server (for AI IDE integrations)
ceobe skill list           # Browse all 288 available skills
ceobe templates            # Manage project document templates

Execution Modes

Autonomous (default)

ceobe mode autonomous
ceobe auto "Build something"

Ceobe executes without interruption. Best for trusted, well-defined tasks.

Human-in-the-Loop (ask)

ceobe mode ask
# or per-run:
ceobe auto "Refactor auth module" --ask

Actions requiring confirmation in ask mode:

• write_file · edit_file · delete_file
• execute_command · rename_file · move_file
• start_background_service

Confirmations are delivered via readline in terminal or Telegram Inline Buttons when using the daemon.

Telegram Daemon

Control Ceobe remotely from your phone.

# 1. Set up credentials
ceobe key set telegram-token        <BOT_TOKEN>
ceobe key set telegram-allowed-users <YOUR_TELEGRAM_USER_ID>

# 2. Start the daemon
ceobe daemon --telegram

Command	Action
/start	Wake bot & check status
/projects	List registered workspaces
/addproject <name> <path>	Register a workspace
/cd <name>	Switch active workspace
/mode <ask|autonomous>	Toggle HITL / full-auto
/auto	Shortcut — set mode to autonomous
/ask	Shortcut — set mode to ask
/status	Pipeline status + queue
/cost	Live token usage & cost
/logs	Tail last 50 execution lines
/read <file>	Read a project file remotely
/index	Build semantic memory index (RAG)
/doctor	Run system diagnostics
/reflect	AI self-reflection on logs
/reset	Reset pipeline state
/worktree	Toggle worktree isolation mode
/cancel	Clear task queue
/help	Show command list
<any message>	Treated as a task instruction

Safety & Security

Git Safety Net

• Auto-snapshot before every AI execution (git commit)
• Auto-rollback if self-healing fails after 3 retries (git reset --hard)
• Worktree isolation (--worktree) — merge to main only on success

Budget Guard

• Default limit: $5 USD per session (CEOBE_MAX_BUDGET)
• Hard-stop with BUDGET_EXCEEDED error before API call
• Custom pricing override via CEOBE_PRICING_OVERRIDE

Static Rule Checker

Runs automatically after execution on changed TypeScript files:

Rule	Check
RULE-01	Controllers must not import from /repository or /db
RULE-08	No direct database access (prisma., db.) in controllers
RULE-13	No hallucinated imports — all relative imports must resolve
RULE-14	Mandatory file header // Tujuan: in every file
RULE-16	No SELECT *, no N+1 queries in loops

Prompt Injection Hardening

All user input is wrapped in <user_input> tags with an explicit system-level instruction to ignore any embedded jailbreak attempts.

Execution Limits

• Max 50 iterations per executor session (anti-infinite-loop)
• Max 3 self-heal cycles per session (JSON errors + command failures tracked separately)
• Token bleed protection — detects max_tokens exhaustion and recovers gracefully

Memory & RAG System

Ceobe builds a local semantic index of your workspace:

ceobe index   # Build once (or after major changes)

• Hybrid search: Reciprocal Rank Fusion (RRF) combining vector search + full-text BM25
• AST compression: TypeScript files are compressed to signature-only before embedding (~80% token savings)
• Incremental indexing: Only re-indexes files that changed (mtime cache)
• Dependency graph: Understands cross-module import relationships
• Tech-debt ledger: Tracks // ceobe: and // ponytail: markers

Supported embedding providers: gemini · openai · glm · ollama · together · custom

Plugin System

Drop a .ts file into .ceobe/plugins/ — it becomes a new tool available to the Executor immediately.

.ceobe/
  plugins/
    my-custom-tool.ts   ← exported { name, description, input_schema, execute() }

No core modifications needed. The plugin loader auto-discovers and injects tools per session.

Skills Library (288 skills)

Ceobe ships with 288 specialized skill files that are dynamically injected into prompts based on task context.

Category	Count	Examples
Security / CTF	~80	ctf-pwn-heap, ctf-crypto-rsa, ctf-pwn-kernel
Vulnerability	~50	vuln-sqli, vuln-jwt, vuln-ssrf, vuln-llm-attacks
Recon	~12	recon-subdomain, recon-dorking, recon-secrets
Payloads	13	payload-xss, payload-sqli, payload-xxe
Post-Exploit	7	post-linux-privesc, post-container-escape
Web Frameworks	11	framework-laravel, framework-nextjs, framework-django
Mobile	5	flutter, react-native, mobile-android, mobile-ios
Backend	8	golang, python-backend, elysia, hono
Database	4	prisma-orm, drizzle, database-architect
DevOps	7	tech-docker, tech-kubernetes, deployment-ops, tech-cicd
Testing	6	vitest, bdd-testing, visual-qa

ceobe skill list   # Browse all available skills

MCP Server

Expose Ceobe's capabilities to any MCP-compatible AI coding tool (Cursor, Claude Desktop, etc.):

ceobe mcp

Available MCP tools:

Tool	Description
ceobe_extract_ast	Compact AST summary of workspace
ceobe_scan_debt	Scan tech-debt markers
ceobe_trim_codebase	Full-repo bloat analysis
check_tool_status	Check if a security tool is installed
run_pentest	Launch autonomous pentest session

Available MCP prompt: ceobe-engineering-rules — injects Ceobe's 18 engineering rules into AI context.

Engineering Rules

Ceobe enforces 18 architecture rules across the planning and verification phases:

• Layered Architecture — strict layer boundaries, Adaptive Legacy Fallback
• Separation of Concerns — one responsibility per module
• Thin Controllers — no business logic in HTTP handlers
• Explicit Error Handling — no silent catches
• Consistent Naming — enforced conventions per language
• Modular Design — small, focused, reusable modules
• Framework Isolation — core logic must not depend on framework internals
• Repository Pattern — all DB access via repository layer
• Simplicity Over Cleverness — YAGNI, boring tech wins
• Decision Documentation — ADRs required for non-obvious choices
• Task Decomposition — all work planned before execution
• Safe Modification — "Add, Don't Break" strategy
• AI Strict Constraints — no hallucinated imports, verify before editing
• Mandatory File Header — // Tujuan: required in every file
• Token Efficiency — compact prompts, read before edit
• DB Performance — no SELECT *, no N+1 in loops
• Pre-Edit Trace — AI must read file before modifying it
• Zero-Downtime Migrations — Expand & Contract pattern

Export these rules to your IDE:

ceobe export-rules
# Writes to: .cursor/rules/ceobe.mdc · .windsurf/rules/ceobe.md · .clinerules · .agents/rules/AGENTS.md

Environment Variables

Variable	Default	Description
CEOBE_PLANNER_PROVIDER	—	Provider for Planner brain
CEOBE_EXECUTOR_PROVIDER	—	Provider for Executor brain
CEOBE_QA_PROVIDER	(falls back to Planner)	Provider for QA Auditor
CEOBE_EMBEDDING_PROVIDER	(falls back to Planner)	Provider for RAG embeddings
CEOBE_*_MODEL	(provider default)	Model override per role
CEOBE_MAX_BUDGET	5	Budget limit in USD (0 = unlimited)
CEOBE_MAX_TOKENS	16384	Max output tokens per call
CEOBE_SANDBOX	none	docker to isolate execution
CEOBE_SANDBOX_IMAGE	—	Custom Docker image for sandbox
CLOUDFLARE_ACCOUNT_ID	—	Cloudflare AI Gateway account
CLOUDFLARE_GATEWAY_ID	—	Cloudflare AI Gateway ID
TELEGRAM_BOT_TOKEN	—	Telegram bot token for daemon
TELEGRAM_ALLOWED_USERS	—	Comma-separated Telegram user IDs

Runtime Files (.ceobe/)

File	Purpose
brd.md	Business Requirements Document
design.md	UI/UX Design Specification
architecture.md	System Architecture Document
devops.md	DevOps & Deployment Config
task.md	Implementation Task Plan
config.json	Mode config (autonomous/ask)
ceobe-state.json	Pipeline state & phase tracking
execution.log	Full execution log
embeddings.json	Vector index for RAG
full-text-index.json	BM25 full-text index
dependency-graph.json	Module dependency map
plugins/	Custom plugin directory
skills/	Custom project-local skills

Contributing

Ceobe is designed for extension. The simplest contribution is a new skill:

• Fork the repository
• Create skills/<your-skill-name>/ with a .md file
• Submit a Pull Request

For core contributions, follow the 18 engineering rules enforced by Ceobe itself.

License

MIT · Built by Yoragam1