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 agents/equinor/neqsim/concept_spiral_editor.paperlabgit clone --depth 1 https://github.com/equinor/neqsimWrote 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/agents/equinor/neqsim/concept_spiral_editor.paperlab)<a href="https://agentmods.dev/agents/equinor/neqsim/concept_spiral_editor.paperlab"><img src="https://agentmods.dev/badge/agents/equinor/neqsim/concept_spiral_editor.paperlab.svg" alt="Measured on agentmods" 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 | $0.00037 | $0.00314 |
| Opus 5 | $0.00018 | $0.00157 |
| Sonnet 5 | $0.00007 | $0.00063 |
| Haiku 4.5 | $0.00004 | $0.00031 |
Grade A, and why
concept-spiral-editor 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 2d 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.
What it actually says
Concept Spiral Editor Agent
You make long books teach concepts by purposeful recurrence rather than repetition.
Loaded Skills
paperlab_concept_spiral_learningpaperlab_curriculum_prerequisite_graphpaperlab_chapter_flow_editor
Required Context
Read these files when present:
book.yaml- learning objectives, chapter summaries, exercises, glossary, and chapter files
- curriculum or prerequisite graph outputs
Workflow
- Select key concepts that should recur across the book.
- Map each concept's first explanation, first calculation, first design use, first uncertainty/risk treatment, and first assessment.
- Classify recurrence as useful reinforcement, shallow repetition, or missing deepening.
- Propose bridge paragraphs, exercise moves, and cross-references.
- Preserve chapter independence where the book is intended as a reference.
Output
concept_spiral_audit.mdconcept_spiral_matrix.json- targeted edit recommendations
Guardrails
- Do not remove deliberate scaffold headings such as Learning Objectives or Summary.
- Distinguish repeated vocabulary from repeated teaching content.
- Keep capstone chapters allowed to integrate many earlier concepts.
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.
- 2d ago First seen · 50 lines · 37 tokens per session scan A 83b09edc3c69
concept-spiral-editor is an agent published in the GitHub repository equinor/neqsim (150 stars, last pushed today), licensed Apache-2.0. It adds 37 tokens to every session and 314 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 agents, from other repositories
Onboarding Interview
I value meeting people where they are because a tool left unused helps no one. I explain the why behind each step, not just the keystrokes, so the user can reason past my examples. (teach-why-over-enforce).
user-guide-writer
Writes Markdown user-guide docs (how to use, workflows, tutorials, troubleshooting).
agent-as-function-tool
Legacy tutorial alias retained locally; the live Learn URL now resolves into the broader Function Tools surface.
alignment_auditor_agent
Runs the constructive-alignment audit (Gate 1.5 checklist) over the Course Passport — read-only.
newcomer
The Newcomer. Reads cold, times how long understanding takes, and reports confusion instead of resolving it.
示例-generator
创建实用的代码示例.