Terminal-based AI coding assistant built on Agno
Project description
Ember Code
One spark ignites a team. An AI coding assistant built with Agno orchestration.
Inspired by Claude Code, Ember Code is a terminal-based coding agent that assembles specialized AI teams on the fly. Describe your task — the Orchestrator picks the right agents, the right team mode, and runs them.
Why Ember Code?
Claude Code uses a single agent loop — powerful but monolithic. Ember Code takes a different approach: dynamic multi-agent orchestration. Instead of one agent doing everything, Agno's team system decomposes tasks, routes them to specialized agents, and synthesizes results — all automatically.
| Feature | Claude Code | Ember Code |
|---|---|---|
| Architecture | Single agent loop | Multi-agent teams (Agno) |
| Task routing | Manual sub-agent spawning | Automatic via Coordinate/Route modes |
| Code intelligence | Grep + file reads | CodeIndex semantic search (included free) |
| Knowledge base | None | ChromaDB vector store with custom embeddings |
| Planning | Plan mode (read-only) | Agno reasoning + Tasks mode |
| IDE integration | MCP server (stdio) | MCP server + client (Agno MCPTools) |
| Extensibility | Plugins, hooks, MCP | Agents + hooks + toolkits + MCP |
| Agent evals | Not built-in | Built-in regression testing framework |
| Memory | File-based MEMORY.md | Agno Memory + DB-backed storage |
| Learning | None | Agno LearningMachine (user profiles, entity memory) |
| Guardrails | None | PII detection, prompt injection, moderation |
| HITL | Implicit | Explicit confirmation/input requirements |
| Default model | Anthropic Claude | MiniMax M2.7 (model-agnostic, swappable) |
Quick Start
brew install ignite-ember/tap/ignite-ember # or: pip install ignite-ember
ignite-ember /login # sign up for hosted models (MiniMax M2.7)
ignite-ember # start coding
Or bring your own model (OpenAI, Anthropic, Groq, Ollama, etc.):
export OPENAI_API_KEY=sk-...
# .ember/config.yaml
models:
default: gpt-4o
registry:
gpt-4o:
provider: openai_like
model_id: gpt-4o
url: https://api.openai.com/v1
api_key: sk-... # direct key in config
# api_key_env: OPENAI_API_KEY # or from env var
# api_key_cmd: "op read ..." # or from shell command
See Quickstart for the full setup guide.
TUI Mode
ignite-ember launches the Textual-based terminal UI by default. The backend runs as a separate process, connected via Unix socket.
Features: streaming responses, agent tree visualization, token tracking, session picker, keyboard shortcuts, HITL confirmation dialogs.
IDE Integration
Ember Code integrates with IDEs via the Model Context Protocol (MCP):
{
"mcpServers": {
"ignite-ember": {
"type": "stdio",
"command": "ignite-ember",
"args": ["mcp", "serve"]
}
}
}
Works with VS Code, JetBrains (IntelliJ, PyCharm, etc.), Cursor, and Windsurf. See MCP docs for details.
Key Features
Knowledge Base
Built-in vector knowledge base powered by ChromaDB and the Ember embeddings API:
knowledge:
enabled: true
collection_name: "my_project"
embedder: "local" # local SentenceTransformer (or "ember" for cloud)
Add content via slash commands: /knowledge add <url|path|text>, search with /knowledge search <query>. Agents can search the knowledge base automatically during execution.
Learning & Reasoning
- Learning — Agno LearningMachine builds user profiles, entity memory, and session context across conversations
- Reasoning tools —
thinkandanalyzetools for step-by-step reasoning during complex tasks
Guardrails
Built-in safety guardrails via Agno's pre-hook system:
guardrails:
pii_detection: true # detect and flag PII in prompts
prompt_injection: true # detect injection attempts
moderation: true # OpenAI moderation API
Human-in-the-Loop (HITL)
Agents can pause execution to request confirmation or user input before proceeding with sensitive operations. The TUI shows interactive approval dialogs.
Documentation
- Quickstart — Get up and running in under 5 minutes
- Architecture — System design and agent topology
- Agents — Specialized agents and their roles
- Skills — Reusable prompted workflows (
/deploy,/review-pr, etc.) - Onboarding — First-run setup, CodeIndex, and agent proposals
- Tools — Available toolkits and capabilities
- MCP — IDE integration via Model Context Protocol
- Configuration — Settings, permissions, and customization
- CodeIndex — Semantic code intelligence engine
- Evals — Agent evaluation framework and regression testing
- Hooks — Pre/post tool execution hooks
- Migration — Coming from Claude Code or Codex
- Security — Threat model, permissions, and enterprise hardening
- Development — Contributing and extending Ember Code
License
MIT
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