Prompt Patterns & Examples
Use the fuzzforge ai agent shell to mix structured slash commands with natural requests. The Google ADK runtime keeps conversation context, so follow-ups automatically reuse earlier answers, retrieved files, and workflow IDs.
Slash Commands
| Command | Purpose | Example |
|---|---|---|
/list | Show registered A2A agents | /list |
/register <url> | Register a remote agent card | /register http://localhost:10201 |
/artifacts | List generated artifacts with download links | /artifacts |
/sendfile <agent> <path> [note] | Ship a file as an artifact to a remote peer | /sendfile SecurityAnalyzer reports/latest.md "Please review" |
/memory status | Summarise conversational memory, session store, and Cognee directories | /memory status |
/memory datasets | List available Cognee datasets | /memory datasets |
/recall <query> | Search prior conversation context using semantic vectors | /recall dependency updates |
Workflow Automation
You> list available fuzzforge workflows
Assistant> [returns workflow names, descriptions, and required parameters]
You> run fuzzforge workflow static_analysis_scan on ./backend with target_branch=main
Assistant> Submits the run, emits TaskStatusUpdateEvent entries, and links the SARIF artifact when complete.
You> show findings for that run once it finishes
Assistant> Streams the `get_comprehensive_scan_summary` output and attaches the artifact URI.
Knowledge Graph & Memory Prompts
You> refresh the project knowledge graph for ./backend
Assistant> Launches `fuzzforge ingest --path ./backend --recursive` and reports file counts.
You> search project knowledge for "prefect readiness" using INSIGHTS
Assistant> Routes to Cognee via `query_project_knowledge_api` and returns the top matches.
You> recall "api key rotation"
Assistant> Uses the ADK semantic memory service to surface earlier chat snippets.
Routing to Specialist Agents
You> ROUTE_TO SecurityAnalyzer: audit this Terraform module for secrets
Assistant> Delegates the request to `SecurityAnalyzer` using the A2A capability map.
You> sendfile DocumentationAgent docs/runbook.md "Incorporate latest workflow"
Assistant> Uploads the file as an artifact and notifies the remote agent.
Prompt Tips
- Use explicit verbs (
list,run,search) to trigger the Prefect workflow helpers. - Include parameter names inline (
with target_branch=main) so the executor maps values to MCP tool inputs without additional clarification. - When referencing prior runs, reuse the assistant’s run IDs or ask for "the last run"—the session store tracks them per context ID.
- If Cognee is not configured, graph queries return a friendly notice; set
LLM_COGNEE_*variables to enable full answers. - Combine slash commands and natural prompts in the same session; the ADK session service keeps them in a single context thread.
/memory search <query>is a shortcut for/recall <query>if you want status plus recall in one place.