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 skills add rijuvashisht/Magneto --skill thinkgit clone --depth 1 https://github.com/rijuvashisht/MagnetoWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/rijuvashisht/magneto/think)<a href="https://agentmods.dev/skills/rijuvashisht/magneto/think"><img src="https://agentmods.dev/badge/skills/rijuvashisht/magneto/think/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/rijuvashisht/magneto/think"><img src="https://agentmods.dev/badge/skills/rijuvashisht/magneto/think.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What 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 5.1 | $0.00000 | $0.02445 |
| Opus 5.5 | $0.00000 | $0.00978 |
| Sonnet 5.5 | $0.00000 | $0.00489 |
| Haiku 4.5 | $0.00000 | $0.00245 |
Grade A, and why
think 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 2mo ago.
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 — 290 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/think — Graph-Grounded Forcing Questions
Role: YC Office Hours × Your-Actual-Repo
Inputs: user task description (conversational)
Outputs: .magneto/sprints/<id>/design.md
Next skill: /plan
Audit actions: think.started, think.questions_asked, think.design_drafted
Why This Skill Exists
Most AI assistants skip straight to code. The result is wrong assumptions, overengineering, and features nobody asked for. /think forces you through a structured interrogation before any code is written.
Unlike generic "office hours" prompts, /think is grounded in YOUR codebase. Before asking "what's the real pain?", it reads your knowledge graph and asks: "You already have 3 auth implementations in communities 12, 18, and 47 — which are you extending, or are you replacing them all?"
That's the difference between gstack's /office-hours and Magneto's /think.
The Protocol
Step 1: Load codebase context (required before asking any question)
Run these commands and read the output:
magneto graph communities # list top 20 communities with god nodes
magneto graph god-nodes # most-connected files/symbols
magneto memory show --tags patterns,decisions # past decisions
From that context, identify:
- Existing implementations related to the user's request (grep the graph for keywords from the task)
- God nodes they'll likely touch
- Communities the change will affect
- Past learnings from
.magneto/memory/that apply
If the graph is not built, say:
"I don't have a knowledge graph for this project yet. Run
magneto analyze && magneto graph buildfirst — it takes 1-5 minutes on a normal repo and makes every subsequent skill 10x more useful. Want me to proceed without the graph (less accurate) or wait?"
Step 2: Start the sprint
magneto sprint new "<short-title>" --owner "<user>"
Write .magneto/sprints/<id>/design.md as you go (don't wait until the end).
Emit audit: magneto audit add think.started --payload '{"sprintId":"..."}'.
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.
- 2mo ago First seen · 290 lines · 0 tokens per session scan A 71cd6e822296
think is a skill published in the GitHub repository rijuvashisht/Magneto (6 stars, last pushed 4mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 2,445 tokens. 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 2026-08-31.
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