cerebrain 0.3.4

Brain matrix CLI: one integrated mind (emotional, logical, memory, inspiration, consciousness). SOUL, MEMORY, USER, TOOLS. Not a conventional agent framework.

Cerebrain!!!

GitHub: github.com/shuurai/cerebrain

Terminal-based brain matrix CLI: five parts (emotional, logical, memory, inspiration, consciousness) working as one. SOUL, MEMORY, USER, TOOLS. Init-before-use, simple terminal chat, self-awareness with live state, default self-skills (internal APIs), and HTTP/WebSocket API for integration (e.g. Nanobot, OpenClawd).

News

• 0.3.x — Brain matrix identity and live state in system prompt; default self-skills (get_mood, get_memory_*, spark_inspiration, get_pulse, get_consciousness_state, get_thought_stream); simple terminal chat with boot messages and concise replies; tool-call handling for skills. Not a conventional agent framework.

Install

On PyPI the package is cerebrain (the name cerebrain is taken). The CLI command is cerebrain.

# PyPI
pip install cerebrain

# uv
uv tool install cerebrain

# From source
git clone https://github.com/shuurai/cerebrain.git && cd cerebrain
pip install -e .

Platforms: Linux, macOS. Python 3.11+.

Test locally without installing

cd cerebrain
pip install typer rich pyyaml requests httpx
PYTHONPATH=. python -m cerebrain --help
PYTHONPATH=. python -m cerebrain init --name dev --llm openrouter
PYTHONPATH=. python -m cerebrain chat

Or with a venv: python -m venv .venv, source .venv/bin/activate, then the same pip install and PYTHONPATH=. python -m cerebrain .... Editable install (pip install -e .) gives you the cerebrain command on your PATH.

Quick start

1. Initialize (required before first use):

   cerebrain init
   

   You’ll be prompted for: brain name, LLM provider (openrouter, openai, anthropic, ollama, local), API key (when needed), model, max tokens, temperature, server port, and Soul (traits, values, communication style → SOUL.md). Config is written to ~/.cerebrain/config.yaml.

2. Chat (simple terminal; boot messages then prompt/response):

   cerebrain chat
   cerebrain chat --brain my-brain --no-visual
   

   On start you see “Booting ….” and “Loading into Cerebra Matrix Terminal ….” then a normal chat loop. Replies are kept short (terminal / ship-computer style).

3. API server (for Nanobot / OpenClawd). Port from config or 17971:

   cerebrain serve
   cerebrain serve --port 17971
   

   HTTP: POST /v1/chat with {"content": "..."}. WebSocket: ws://host:17971/v1/stream — send {"content": "..."}, receive {"reply": "..."}; one agent per connection. Requires FastAPI/uvicorn for full server features.

4. Other commands:

   cerebrain status
   cerebrain list
   cerebrain diagnose --brain my-brain
   cerebrain export --brain my-brain --format json
   

Architecture

Cerebra is a brain matrix: one integrated mind made of five cooperating parts, not a single “agent” or a standard tool-calling pipeline.

Part	Role
Emotional self	Mood state; influences tone and presence.
Logical self	LLM reasoning; handles language and inference.
Memory	Short-term turns + optional long-term vector store (ChromaDB).
Inspiration	Randomness/sparks; can perturb or enrich outputs.
Consciousness	Integration layer; pulse/heartbeat and stream activity.

Four pillars define the mind’s content and tools:

• SOUL — Identity, values, communication style (set at init; stable).
• MEMORY — Short- and long-term context (grows with use).
• USER — User context and preferences (adaptive).
• TOOLS — Descriptions and use of tools (from workspace; adaptive).

Everything is init-before-use: config and SOUL live under ~/.cerebrain/; each brain has its own state.

Inner mechanism

• System prompt is built from: SOUL, USER, TOOLS, relevant long-term memory, a brain matrix description (what Cerebra is), current state (live) (mood, memory counts, inspiration, pulse, stream activity), self-skills (internal APIs), and response style (short, terminal-like).
• Live state is updated as you chat (mood, pulse, memory, inspiration) so Cerebra can refer to “right now” in answers.
• Self-skills are internal APIs (e.g. get_mood, get_memory_recall, spark_inspiration, get_pulse). They are listed in the prompt and callable via agent.run_skill(...); when the model emits a tool call, the runner executes the skill and injects the result back into the flow.
• Response style is kept to 1–3 short sentences, minimal preamble, like a terminal or ship computer.

So: one orchestrated “mind” with a fixed structure (five parts, four pillars), but with stateful, observable internals and self-awareness.

Experiment value (why and how)

• Why: Most CLIs wrap a single LLM call or a standard agent loop. Cerebra is an explicit brain matrix: emotional, logical, memory, inspiration, and consciousness are first-class. That gives you a lab for personality (SOUL), context (MEMORY, USER), and variability (inspiration, pulse) without treating the backend as a generic agent.
• How: Change SOUL at init to get different “persons”; use memory (short-term + optional ChromaDB) to test persistence and recall; trigger inspiration and watch pulse/consciousness to see how non-determinism and internal state affect replies. Use self-skills and the live state line to ask Cerebra about its own mood, memory, or stream activity. The terminal and HTTP/WebSocket APIs let you drive and observe the matrix from scripts or other tools (e.g. Nanobot, OpenClawd).

How it works

• Brain matrix: One agent orchestrates five parts: Emotional self (mood), Logical self (LLM reasoning), Memory (short-term turns + optional ChromaDB long-term), Inspiration (randomness/sparks), Consciousness (integration; influenced by a pulse/heartbeat). The system prompt always includes a description of this and a live state line (mood, memory counts, inspiration, pulse, stream activity) so Cerebra can answer about itself and its current state.

• System prompt: Built from SOUL (identity), USER (context), TOOLS (from workspace TOOLS.md), relevant long-term memory, brain matrix (what you are), current state (live), self skills (internal APIs), and a response style (1–3 short sentences, terse, terminal-style).

• Self-skills (internal APIs): Cerebra has default skills that interact with its own state. They are listed in the prompt and callable via agent.run_skill(name, **kwargs) (e.g. from your code or future tool-calling). Default skills:

  • get_mood — Current emotional/mood state.
  • get_memory_summary — Short-term and long-term memory counts.
  • get_memory_recall — Query long-term memory (query, k).
  • spark_inspiration — Trigger inspiration engine once; returns a spark if any.
  • get_pulse — Current heartbeat/pulse (0..1).
  • get_consciousness_state — Activity levels of all streams.
  • get_thought_stream — Recent thought lines from a stream (stream, n).

  Skills are defined in cerebrain/core/self_skills.py; the agent can describe them and use results when tool-calling is enabled.

• Response style: Replies are kept concise (1–3 sentences, minimal words, no preamble), like a terminal or ship computer.

Project layout

• cerebrain/core/ — Brain agent (orchestration), emotional self, logical self (LLM), memory (short-term + optional ChromaDB long-term), inspiration engine, self_skills (default internal APIs), consciousness (stub).
• cerebrain/cli/ — Typer CLI (init, chat, serve, status, list, diagnose, export).
• cerebrain/ui/ — Terminal chat UI (simple loop); optional buffer/managers code parked for future fancy terminal.
• cerebrain/api/ — HTTP server (POST /v1/chat, WebSocket /v1/stream).
• cerebrain/scripts/ — Init wizard, diagnostics.
• cerebrain/utils/ — Config, persistence, natural randomness (ANU/random.org fallback).

Optional: pip install cerebrain[chromadb] for long-term vector memory (self-contained ChromaDB).

Data and config: ~/.cerebrain/ (workspace, brain_states, config.yaml).

Configuration

Config: ~/.cerebrain/config.yaml. After cerebrain init it contains all supported keys. Example:

default_brain: default
server:
  port: 17971
llm_defaults:
  max_tokens: 8192
  temperature: 0.7
providers:
  openrouter:
    api_key: "sk-or-v1-..."
    api_base: "https://openrouter.ai/api/v1"
  openai:
    api_key: ""
    api_base: "https://api.openai.com/v1"
  # ... anthropic, ollama, local

• server.port — Default for cerebrain serve.
• llm_defaults — max_tokens and temperature (used as defaults for new brains).
• providers..api_key — Set at init or edit the file; the LLM client reads from here.

Contribute & Roadmap

Contribute: Open issues and pull requests at github.com/shuurai/cerebrain. Ideas, docs, and code welcome.

Roadmap — where Cerebra could go:

• Multi-brain — Several brains in one workspace; handoff, debate, or consensus between them.
• Plugin system — Third-party skills, custom inspiration sources, and new “streams” in the consciousness layer.
• Training / adaptation — SOUL or memory that evolves from interaction (e.g. light fine-tuning or preference learning), not just static init.
• Web UI — Optional browser interface to the same matrix (chat, state, pulse) for those who want more than the terminal.
• Embodied hooks — Integrations with sensors, time, or external events so mood and inspiration react to “real world” context.
• Cross-brain sync — Share or merge memories, moods, or inspiration across brains (labs, teams, or personal variants).
• Explainable state — Richer introspection: why a reply looked like this, which part (emotional / logical / inspiration) dominated, trace of self-skill calls.

The goal is to grow from a single-brain CLI into a platform for many minds: observable, composable, and still not “just another agent framework.”

License

MIT. See LICENSE in the repo.

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