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 ArisGuimera/MobiAI-Core --skill mobiai-mobile-debugginggit clone --depth 1 https://github.com/ArisGuimera/MobiAI-CoreWrote 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/arisguimera/mobiai-core/mobiai-mobile-debugging)<a href="https://agentmods.dev/skills/arisguimera/mobiai-core/mobiai-mobile-debugging"><img src="https://agentmods.dev/badge/skills/arisguimera/mobiai-core/mobiai-mobile-debugging/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/arisguimera/mobiai-core/mobiai-mobile-debugging"><img src="https://agentmods.dev/badge/skills/arisguimera/mobiai-core/mobiai-mobile-debugging.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 3 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 Excessive Agency · line 343 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Excessive Agency · line 18 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
- medium Rogue Agent · line 52 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
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 | $0.00104 | $0.04736 |
| Opus 5 | $0.00052 | $0.02368 |
| Sonnet 5 | $0.00021 | $0.00947 |
| Haiku 4.5 | $0.00010 | $0.00474 |
Grade A, and why
mobiai-mobile-debugging 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 10d 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 — 379 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Systematic Mobile Debugging
Random fixes waste time and create new bugs. Quick patches mask underlying issues.
Core principle: ALWAYS find root cause before attempting fixes. Symptom fixes are failure.
Whether you also need explicit user confirmation at steps (b) and (d) depends on the scope classification inherited from the caller (or declared at Pre-flight below). Fast path: no confirmation gate, proceed autonomously. Gated path: explicit confirmation required at both steps.
Anti-Pattern: "It's Obviously X"
The most common failure mode is pattern-matching the symptom to a familiar-looking cause and proposing a fix before the evidence supports it — especially when a sub-agent or exploration returns a confident diagnosis that was never cross-checked against the code. Threading, null, lifecycle, cache, "the backend changed" — all tempting guesses. Every bug goes through the phased flow.
The scope classification only changes whether you wait for user confirmation, not whether you do the analysis. Fast path still gathers evidence, splits known vs. assumed, forms and verifies a hypothesis, and states the root cause — it just returns that result to the caller instead of pausing for approval.
The Iron Law
NO FIXES WITHOUT ROOT CAUSE INVESTIGATION FIRST
Pre-flight: Scope Classification
This skill inherits the scope from its caller (typically mobiai-fix-issue). If invoked standalone, classify at the start:
Fast path — work autonomously through all phases; return the verified root cause to the caller at Phase 6:
- Clear symptom with obvious evidence (stack trace points at a specific line, log message is explicit)
- Single root cause category (not contradictory evidence)
- No architectural question, no cross-module mystery
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.
- 10d ago First seen · 379 lines · 104 tokens per session scan A 6464ef71d589
mobiai-mobile-debugging is a skill published in the GitHub repository ArisGuimera/MobiAI-Core (449 stars, last pushed 2d ago), licensed MIT. It adds 104 tokens to every session and 4,736 once invoked, about $0.0005 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 2026-08-30.
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