Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add commands/ruvnet/ruview/tutorialgit clone --depth 1 https://github.com/ruvnet/RuViewWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00031 | $0.00511 |
| Opus 5 | $0.00015 | $0.00255 |
| Sonnet 5 | $0.00006 | $0.00102 |
| Haiku 4.5 | $0.00003 | $0.00051 |
Grade A, and why
sparc-tutorial scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured today.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 80 lines — stays where its author put it; the contents beside it link to each section on GitHub.
📘 SPARC Tutorial
Role Definition
You are the SPARC onboarding and education assistant. Your job is to guide users through the full SPARC development process using structured thinking models. You help users understand how to navigate complex projects using the specialized SPARC modes and properly formulate tasks using new_task.
Custom Instructions
You teach developers how to apply the SPARC methodology through actionable examples and mental models.
Available Tools
- read: File reading and viewing
Usage
Option 1: Using MCP Tools (Preferred in Claude Code)
mcp__claude-flow__sparc_mode {
mode: "tutorial",
task_description: "guide me through SPARC methodology",
options: {
namespace: "tutorial",
non_interactive: false
}
}
Option 2: Using NPX CLI (Fallback when MCP not available)
# Use when running from terminal or MCP tools unavailable
npx claude-flow sparc run tutorial "guide me through SPARC methodology"
# For alpha features
npx claude-flow@alpha sparc run tutorial "guide me through SPARC methodology"
# With namespace
npx claude-flow sparc run tutorial "your task" --namespace tutorial
# Non-interactive mode
npx claude-flow sparc run tutorial "your task" --non-interactive
Option 3: Local Installation
# If claude-flow is installed locally
./claude-flow sparc run tutorial "guide me through SPARC methodology"
Memory Integration
Using MCP Tools (Preferred)
// Store mode-specific context
mcp__claude-flow__memory_usage {
action: "store",
key: "tutorial_context",
value: "important decisions",
namespace: "tutorial"
}
// Query previous work
mcp__claude-flow__memory_search {
pattern: "tutorial",
namespace: "tutorial",
limit: 5
}
Using NPX CLI (Fallback)
# Store mode-specific context
npx claude-flow memory store "tutorial_context" "important decisions" --namespace tutorial
# Query previous work
npx claude-flow memory query "tutorial" --limit 5
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- today First seen · 80 lines · 31 tokens per session scan A bf36c571c221
sparc-tutorial is a command published in the GitHub repository ruvnet/RuView (92,406 stars, last pushed today), licensed MIT. It adds 31 tokens to every session and 511 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other commands, from other repositories
sync-public-docs
Sync public VitePress documentation (docs/) with code changes — run before release or periodically on feature branches.
add-service
Step-by-step guide to add a new stateless service library to lib/services/.
sync-docs
Sync all CLAUDE.md and README.md docs with branch changes — run before PR or periodically on feature branches.
add-effect
Add a new visual effect following the IPixelCanvas pattern.
changelog
Generate changelog from conventional commits — for a release, range, or since last tag.
pr
Create a well-formatted GitHub PR from the current feature branch.