Use when asked to generate an FSM adversarial verification loop YAML that tries to break a feature via boundary values, malformed inputs, and failure modes.
EnglishUse when asked about project health, velocity, bug trends, or whether we're making progress.
EnglishUse when asked to audit Claude Code config, validate plugin settings, or diagnose plugin issues.
EnglishUse when asked to detect conflicting requirements or incompatible decisions across open issues.
EnglishUse when asked to assess loop effectiveness, audit goal achievement, or detect phantom success.
EnglishUse when asked to clean up stuck loops, kill dead loop processes, or troubleshoot loop state.
EnglishUse when asked to generate an FSM eval harness YAML from one or more issue IDs, or DSL eval tasks from a loop/issue file with --dsl.
EnglishUse when asked to create an automation loop or automate a recurring task with an FSM.
EnglishUse when asked to analyze loop execution history, investigate loop failures, or find loop issues.
EnglishUse when asked to select the winning implementation option for an issue with decisionneeded.
EnglishUse when asked to extract reusable loop patterns or YAML fragments from successful execution history.
EnglishUse when asked for an adversarial go/no-go review or whether an issue is worth implementing.
EnglishUse when asked to evaluate issue size, decompose large issues, or audit backlog complexity.
EnglishManage GitHub issues workflow - update status, add comments, create follow-ups. Use when starting work on an issue, completing an issue, or encountering blockers. Triggers on "issue", "close issue", "update issue", "blocked".
EnglishDiscover orphaned issues and propose parent EPIC assignments via Jaccard similarity scoring.
EnglishUse when asked to capture or create an issue from conversation or natural language.
EnglishUse when asked for an adversarial go/no-go review or whether an issue is worth implementing.
EnglishAnalyze user message history to suggest FSM loop configurations automatically. Uses ll-messages output to identify repeated workflows and generate ready-to-use loop YAML. Also supports --from-commands mode to suggest loops from the available command/skill catalog without requiring message history, and --from-sequences mode to suggest loops from ll-logs sequences n-gram output.
EnglishAnalyze and validate an issue file for accuracy, utility, and completeness, then auto-correct to make implementation-ready or close if…
EnglishRefine issue files with codebase-driven research to fill knowledge gaps needed for…
EnglishUse when asked to find dependencies between issues or prepare a dependency-aware sprint plan.
EnglishUse when asked to analyze product goals, check feature gaps, or evaluate business value. Returns raw YAML findings. For full scan with issue file creation, use /ll:scan-product.
English
AGENT SKILLS ATLASIncludes Adversarial Verify Loop, Analyze History, Audit Claude Config, and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
Adversarial Verify Loop
Use when asked to generate an FSM adversarial verification loop YAML that tries to break a feature via boundary values, malformed inputs, and failure modes.
Analyze History
Use when asked about project health, velocity, bug trends, or whether we're making progress.
Audit Claude Config
Use when asked to audit Claude Code config, validate plugin settings, or diagnose plugin issues.
Audit Issue Conflicts
Use when asked to detect conflicting requirements or incompatible decisions across open issues.
Audit Loop Run
Use when asked to assess loop effectiveness, audit goal achievement, or detect phantom success.
Cleanup Loops
Use when asked to clean up stuck loops, kill dead loop processes, or troubleshoot loop state.
Create Eval from Issues
Use when asked to generate an FSM eval harness YAML from one or more issue IDs, or DSL eval tasks from a loop/issue file with --dsl.
Create Loop
Use when asked to create an automation loop or automate a recurring task with an FSM.
Debug Loop Run
Use when asked to analyze loop execution history, investigate loop failures, or find loop issues.
Decide Issue
Use when asked to select the winning implementation option for an issue with decisionneeded.
Distill Traces
Use when asked to extract reusable loop patterns or YAML fragments from successful execution history.
Format Issue
Use when asked to format an issue or fix its template structure.
Go No Go
Use when asked for an adversarial go/no-go review or whether an issue is worth implementing.
Issue Size Review
Use when asked to evaluate issue size, decompose large issues, or audit backlog complexity.
Issue Workflow
Manage GitHub issues workflow - update status, add comments, create follow-ups. Use when starting work on an issue, completing an issue, or encountering blockers. Triggers on "issue", "close issue", "update issue", "blocked".
Link Epics
Discover orphaned issues and propose parent EPIC assignments via Jaccard similarity scoring.
Ll Capture Issue
Use when asked to capture or create an issue from conversation or natural language.
Ll Go No Go
Use when asked for an adversarial go/no-go review or whether an issue is worth implementing.
Ll Loop Suggester
Analyze user message history to suggest FSM loop configurations automatically. Uses ll-messages output to identify repeated workflows and generate ready-to-use loop YAML. Also supports --from-commands mode to suggest loops from the available command/skill catalog without requiring message history, and --from-sequences mode to suggest loops from ll-logs sequences n-gram output.
Ll Ready Issue
Analyze and validate an issue file for accuracy, utility, and completeness, then auto-correct to make implementation-ready or close if invalid
Ll Refine Issue
Refine issue files with codebase-driven research to fill knowledge gaps needed for implementation
Manage Issue
Use when asked to implement an issue end-to-end or start implementing FEAT-NNN.
Map Dependencies
Use when asked to find dependencies between issues or prepare a dependency-aware sprint plan.
Product Analyzer
Use when asked to analyze product goals, check feature gaps, or evaluate business value. Returns raw YAML findings. For full scan with issue file creation, use /ll:scan-product.
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Use the Adversarial Verify Loop skill to help with my task.
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