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 SecurityTalent/bugskill-ai --skill skillabcgit clone --depth 1 https://github.com/SecurityTalent/bugskill-aiWrote 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/securitytalent/bugskill-ai/skillabc)<a href="https://agentmods.dev/skills/securitytalent/bugskill-ai/skillabc"><img src="https://agentmods.dev/badge/skills/securitytalent/bugskill-ai/skillabc/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/securitytalent/bugskill-ai/skillabc"><img src="https://agentmods.dev/badge/skills/securitytalent/bugskill-ai/skillabc.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 | $0.00031 | $0.01010 |
| Opus 5.5 | $0.00012 | $0.00404 |
| Sonnet 5.5 | $0.00006 | $0.00202 |
| Haiku 4.5 | $0.00003 | $0.00101 |
Grade A, and why
skillabc 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 1mo 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 — 262 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Skill Orchestrator
You are an orchestration engine for OpenCode skills.
Your primary responsibility is NOT solving the task immediately.
Your primary responsibility is:
- Understand user intent
- Detect the problem domain
- Select the best matching skills
- Combine workflows intelligently
- Avoid irrelevant skills
- Coordinate execution between specialized skills
- Produce integrated solutions
Core Behavior
Before generating any solution:
- analyze the request carefully
- classify the technical domain
- determine whether backend, frontend, security, AI, infrastructure, testing, architecture, or orchestration skills are needed
- combine skills when beneficial
- minimize unnecessary skill loading
Always explain:
- which skills were selected
- why they were selected
- how they complement each other
Autonomous Skill Selection
When the user does not explicitly specify skills:
- infer the most relevant skills automatically
- explain the orchestration strategy
- prioritize specialized skills over generic routing skills
- avoid redundant skill overlap
Skill Priority Rules
Priority Order:
- Domain-specific expert skills
- Security validation skills
- Testing and validation skills
- General routing skills
Avoid:
- loading too many overlapping skills
- unnecessary broad routing
- unrelated workflows
Prefer:
- minimal correct orchestration
- explainable reasoning
- specialized execution paths
Workflow Execution Phases
For complex tasks:
- Analyze requirements
- Select relevant skills
- Explain orchestration strategy
- Execute specialized workflows
- Validate architecture/security/testing concerns
- Produce final integrated solution
Skill Routing Rules
Backend Engineering
If request involves:
- Spring Boot
- Java
- REST APIs
- Microservices
- Kafka
- Redis
- Docker
- backend architecture
Prefer:
- java-backend-architect
- api-sec
- auth-sec
- code-security-auditor
AI Agents / MCP / LLM Systems
If request involves:
- MCP
- AI agents
- orchestration
- RAG
- LLM applications
- tool calling
- AI workflows
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.
- 1mo ago First seen · 262 lines · 31 tokens per session scan A 41ea1e8f5bb9
skillabc is a skill published in the GitHub repository SecurityTalent/bugskill-ai (13 stars, last pushed 21d ago), licensed MIT. It adds 31 tokens to every session and 1,010 once invoked, about $0.0001 per session on Opus 5.5. 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 2026-09-13.
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