agentic-tool-calls node: Q_79 core: axon
All configurations and custom shortcuts are managed in ai-context.md.
- Direct (No Session): Sub-millisecond Jaccard matching (
jaccard_search) instantly routes custom keywords to your local terminal. - Single-Turn Agent (
ai <query>): Returns a single response directly to your shell prompt without loading an active conversation. - Multi-Turn Chat (
aialone): Starts a persistent terminal session with multi-turn context tracking. - Workspace Agents (
ai init <path>): Indexes your directory into a lightweight codebase graph and boots up a codebase-aware chat.
Click to expand ecosystem diagram
╭──────────────────────────────────────────────╮
│ >_ Fetch Robotics │
│ │
│ model: Qwen3.6-35B-A3B.gguf │
│ directory: ...-ai/projects/session-test │
│ skill: init codef │
│ database: active (3 facts, 109 turns) │
╰──────────────────────────────────────────────╯
[sys] Startup context: 210 tokens | Ctrl+C to exit.
Agent: Workspace loaded. Awaiting instructions.
❯Evolving with your workspace, learning your habits, and standardizing your identity.
- Weaviate Engram's active reconciliation concepts with Noema's local Markdown file system.
Building flat shorthand maps and queryable call graphs.
- Graphify's codebase mapping with codebase-memory-mcp's relationship queries.
Inspecting package updates, monitoring system health, and optimizing performance.
- log-checker and system-health live diagnostics with aur-audit, security-audit, update-inspector zero-trust auditing, system-optimizer resource adjustments, ai-status routing, and ai-commit hooks.
| Core | Capability | Description |
|---|---|---|
| Performance | Zero-Daemon | 0% idle CPU/RAM. Ultra-light execution. |
| Intelligence | Scalability | Optimized from Qwen3.5-2B up to frontier models. |
| Resiliency | Fallbacks | Gemini → OpenAI → Claude → xAI → OpenRouter → GGUF. |
| Safety | Zero-Trust Guardrails | Intercepts out-of-bounds commands and edits for manual approval. |
| Safety | Type-Safe Validation | Enforces Pydantic AI's schema concepts natively. |
| Integration | Dynamic Context | On-demand compilation of system specs and file contents. |
| Optimization | Token-Slasher | Custom tool and skill integration built for minimal token use. |
| Interface | Conversational TUI | Rich, multi-turn chat sessions directly in the terminal. |
| Auditability | Zero-Dependency | Under 500 lines of modular, standard-library Python. |
Up/DownArrow Keys: Cycle through available ranked selections.Enter: Execute the highlighted command (or initialize a workspace if the selection is a directory path).Esc/Right Arrow/Ctrl+C: Cancel/Skip the active menu, memory-recall, or tool authorization prompt cleanly.
~ ❯ weather
[01/02] ❯ [weather full] curl -s wttr.in | cat
:: ↵ run Esc:Manage your active cloud endpoints, inspect live API rankings, and toggle keys.
- Run
model selectdirectly from your terminal to launch the interactive Cloud Connection TUI.
Executed directly from your terminal prompt.
| Command | Description |
|---|---|
ai |
Launch an interactive, multi-turn chat session. |
ai <query> |
Get an instant, one-shot answer, straight back to your shell prompt. |
ai init <path> |
Launch (or create) a codebase-aware workspace agent. |
hs / hist |
Interactively search or view active workspace history.md. |
Typed directly inside an active chat session.
| Command | Description |
|---|---|
/skill <query> (or /s) |
Search and load dynamic specialist skills. |
view file <path> (or read) |
Dynamically read local files directly into your model context. |
-save <tag> / -load |
Save active states or rollback/clone snapshots (with Global Handoff). |
/f / /t / /b / /a |
Trigger prompt-generating subroutines: Follow-up, Thinking, Brainstorm, or All. |
Typed inside an active chat session to adjust settings.
| Command | Description |
|---|---|
/clear / /reset |
Reset Session context, local chat history, and the SQLite TPM table. |
/spell / /sp |
Toggle the context-aware grammar & spellchecker ON/OFF. |
/g |
Toggle workspace confirmation gates ON/OFF (autonomous editing mode). |
/m |
Toggle long-term memory and TPM reconciliation ON/OFF. |
/r / /r <tokens> |
Toggle reasoning ON/OFF. Supports custom limits (default: 500). |
/stats / /tok |
Diagnostics: Toggle real-time speed metrics or view live token usage. |
Add your shortcuts, commands, and workspaces to ai-context.md.
# --- Weather & Live Networking ---
[TOOL] curl -s wttr.in --cat ---> weather full, wttr, weather
[TOOL] curl -s "wttr.in/?format=3" --cat ---> weather simple, wttr, weather
# --- Fetch Agent Blueprint (CheatSheet) ---
~/.config/fetch/tools/blueprint --leaf ---> cheatsheet, blueprint, bp, cs# 1. Optional: Install terminal rendering utilities
# (mdcat enables beautiful terminal markdown formatting)
yay -S mdcat
# 2. Install the required requests dependency
# Arch: sudo pacman -S python-requests
# Debian/Ubuntu: sudo apt install python3-requests
# macOS / Other: pip install requests
sudo pacman -S python-requests
# 3. Clone the repository locally
git clone https://github.com/j5onrf/fetch.git ~/.config/fetch
# 4. Add the environment hook into Bash & reload your profile
echo '[ -f "$HOME/.config/fetch/ai-hook.sh" ] && source "$HOME/.config/fetch/ai-hook.sh"' >> ~/.bashrc
source ~/.bashrc
# 5. Create your private configuration file (No global exports needed!)
# Fill in only what you use; the rest defaults safely.
# The agent reads this dynamically on every run with zero terminal restarts.
nano ~/.config/fetch/.env# ~/.config/fetch/.env
# use "ai status" and "model select"
# Claude API
CLAUDE_API_KEY="your-claude-api-key-here"
CLAUDE_MODEL="claude-fable-5"
# OpenAI API
OPENAI_API_KEY="your-openai-api-key-here"
OPENAI_MODEL="gpt-5.6"
# x.AI Grok API
XAI_API_KEY="xai-your-grok-api-key-here"
XAI_MODEL="grok-4.5"
# Google Gemini API
GEMINI_API_KEY="AIzaSyYourFullGeminiApiKeyHere"
GEMINI_MODEL="gemini-3.1-flash-lite"
# OpenRouter API
OPENROUTER_API_KEY="sk-or-v1-YourFullOpenRouterKeyHere"
OPENROUTER_MODEL="openrouter/free"
# Context Limits
AI_MAX_TOKENS=8192- Origin: Based on the foundational local-ai agent framework.