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 jmagly/aiwg --skill soul-enhancegit clone --depth 1 https://github.com/jmagly/aiwgWrote 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/jmagly/aiwg/soul-enhance)<a href="https://agentmods.dev/skills/jmagly/aiwg/soul-enhance"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/soul-enhance/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/jmagly/aiwg/soul-enhance"><img src="https://agentmods.dev/badge/skills/jmagly/aiwg/soul-enhance.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 2 findings, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Agent Snooping · line 226 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
- medium Agent Snooping · line 227 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
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 | $0.00024 | $0.01801 |
| Opus 5 | $0.00012 | $0.00901 |
| Sonnet 5 | $0.00005 | $0.00360 |
| Haiku 4.5 | $0.00002 | $0.00180 |
Grade A, and why
soul-enhance 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 7d 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 — 230 lines — stays where its author put it; the contents beside it link to each section on GitHub.
soul-enhance
Improve an existing SOUL.md by identifying vague sections, suggesting missing content, and generating calibration examples.
Triggers
Alternate expressions and non-obvious activations (primary phrases are matched automatically from the skill description):
- "improve the soul" → soul quality enhancement
- "soul needs work" → soul refinement trigger
Behavior
When triggered, this skill analyzes an existing SOUL.md and makes targeted improvements. It does not rewrite the file from scratch — it preserves the author's intent while strengthening weak areas.
Enhancement Process
- Load and validate the existing SOUL.md (runs soul-validate internally)
- Identify improvement targets from the validation report
- Apply enhancements category by category
- Generate companion files if missing
- Report changes with before/after comparisons
Enhancement Categories
1. Vague Statement Resolution
Scans for language patterns that are too generic to be useful:
| Vague Pattern | Enhancement Approach |
|---|---|
| "I have nuanced views on X" | Ask: "What specifically do you believe about X?" |
| "I value quality" | Ask: "What does quality mean to you? What would you sacrifice for it?" |
| "I'm experienced with Y" | Ask: "How many years? What specifically have you built?" |
| "I believe in best practices" | Ask: "Which practices? Which 'best practices' do you think are wrong?" |
| "I'm passionate about Z" | Replace with concrete opinions about Z |
For each vague statement:
- Prompt the user with a sharpening question
- If interactive, wait for response and incorporate
- If non-interactive, suggest 2-3 specific alternatives based on context
2. Missing Section Generation
For each missing recommended section, generate a draft:
| Missing Section | Generation Strategy |
|---|---|
| Standards | Propose a bar-for-completion paragraph + dangling-thread examples + complete-vs-fast resolution. Infer from opinions and pet peeves about quality, shipping, and "good enough." Surface as a draft for the author to confirm. |
| Boundaries | Infer from opinions — strong opinions imply boundaries |
| Tensions | Find contradictions between stated opinions |
| Vocabulary | Extract signature terms from existing text |
| Pet Peeves | Infer from boundaries and strong opinions |
| Influences | Ask user or leave as TODO |
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.
- 7d ago First seen · 230 lines · 24 tokens per session scan A 1ff0822739d5
soul-enhance is a skill published in the GitHub repository jmagly/aiwg (211 stars, last pushed 2d ago), licensed MIT. It adds 24 tokens to every session and 1,801 once invoked, about $0.0001 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 2026-09-05.
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