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 lebsral/DSPy-Programming-not-prompting-LMs-skills --skill ai-dogit clone --depth 1 https://github.com/lebsral/DSPy-Programming-not-prompting-LMs-skillsWrote 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/lebsral/dspy-programming-not-prompting-lms-skills/ai-do)<a href="https://agentmods.dev/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-do"><img src="https://agentmods.dev/badge/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-do/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/lebsral/dspy-programming-not-prompting-lms-skills/ai-do"><img src="https://agentmods.dev/badge/skills/lebsral/dspy-programming-not-prompting-lms-skills/ai-do.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 | $0.00176 | $0.09727 |
| Opus 5 | $0.00088 | $0.04863 |
| Sonnet 5 | $0.00035 | $0.01945 |
| Haiku 4.5 | $0.00018 | $0.00973 |
Grade D, and why
ai-do scanned grade D with 2 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 11d 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.
Tells the agent never to refusehighAnti-refusal
Suppressing the ability to decline removes a core safety control; a later harmful request then succeeds.
- **Don't refuse to route because the problem "isn't AI."** Claude sees code issues involving DSPy outputs (type errors, serialization, Pydantic model handling) and says "this isn't a DSPy/AI problem, it's just Python." Enumerates other installed skillsmediumAgent snooping
Other skills' SKILL.md files reveal prompts, capabilities and secrets that should be invisible to peers.
- **Check what's installed** early — run `ls skills/ 2>/dev/null` and `ls ~/.claude/skills/ 2>/dev/null` so you know what they have before recommending The source is not reproduced here
No licence file
A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 11d ago First seen · 458 lines · 176 tokens per session scan D 7c481f8847e7
ai-do is a skill published in the GitHub repository lebsral/DSPy-Programming-not-prompting-LMs-skills (11 stars, last pushed 2mo ago), with no licence file. It adds 176 tokens to every session and 9,727 once invoked, about $0.0009 per session on Opus 5. A static security scan graded it D with 2 findings (tells the agent never to refuse, enumerates other installed skills). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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