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/paulbreuler/limps/003_agent_ai-generationgit clone --depth 1 https://github.com/paulbreuler/limpsWrote 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/paulbreuler/limps/003_agent_ai-generation)<a href="https://agentmods.dev/agents/paulbreuler/limps/003_agent_ai-generation"><img src="https://agentmods.dev/badge/agents/paulbreuler/limps/003_agent_ai-generation.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 | $0.00000 | $0.00297 |
| Opus 5 | $0.00000 | $0.00148 |
| Sonnet 5 | $0.00000 | $0.00059 |
| Haiku 4.5 | $0.00000 | $0.00030 |
Grade A, and why
003_agent_ai-generation 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 4d 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
Agent 3: AI Generation — MOVED TO PLAN 0042
This feature has been moved to a separate plan for cleaner scope separation.
See: plans/0042-ai-requirements-generation/ (to be created)
Rationale
AI-assisted requirements generation is conceptually independent from semantic search infrastructure. Bundling unrelated features into a "grab bag" plan obscures scope and complicates dependency tracking.
The semantic search features (Agents 0-2) form a coherent unit. AI generation deserves its own plan with proper acceptance criteria.
Original Scope (Preserved for Reference)
- generate_requirements MCP tool
- AI_DRAFT status marker
- Review checklist generation
- Optional LLM sub-query
Status: MOVED — Do not implement in this plan
LIMPS Graph Links
Plan:
Depends on: No dependencies found
Blocks: No blocks found
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.
- 4d ago First seen · 63 lines · 0 tokens per session scan A 8ccfe0ac7f83
003_agent_ai-generation is an agent published in the GitHub repository paulbreuler/limps (10 stars, last pushed 6mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 297 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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