Takes surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to score project ambiguities (1-10). Outputs structured ambiguityfeed for smart-question-generator. Pure heuristic — no LLM calls. Designed for Stage 3.5 of the /gaai:bootstrap pipeline (between LLM synthesis and Q&A).
EnglishResearch industry standards and best practices, identify viable approaches for a given technical or architectural problem, and produce a structured factual comparison against project-specific constraints. Reports options — does not decide.
EnglishConvert raw project structure into clear architectural understanding — module boundaries, data flows, service relationships, and architectural patterns. Activate after codebase-scan during Bootstrap.
EnglishWrite structured memory entries to the Cloud workspace via gaaimemory.store MCP tool with source='bootstrap'. Loops over entries from bootstrap-llm-synthesis, calls the tool per entry, collects success/fail counts. Used as Stage 5 of the /gaai:bootstrap pipeline (Cloud path only).
EnglishTranslate strings idiomatically across multiple target languages using a project glossary, preserving tone, domain terminology, and format placeholders while flagging…
EnglishMaintain a canonical i18n glossary file — sync new terms across all language pairs, detect drift, flag missing translations, and enforce consistent terminology across the codebase.
EnglishValidate translation completeness and consistency across all locale files — detect missing keys, untranslated strings, format mismatches, and glossary violations.
EnglishMigrate a superseded DEC's index rows from active index.md to archive/superseded-decisions.archive.md. Idempotent. Discovery-only — never invoked by daemon delivery. Updates DEC frontmatter as canonical source of truth.
EnglishValidate discoverability invariants of memory index.md and archive/superseded-decisions.archive.md. Tool-agnostic L3 prompt + capability-dependent L4 script. Detects table corruption, dangling/orphan supersession pointers, frontmatter inconsistencies, missing affordance signals.
EnglishCounts Q&A skip events from the abort-safe-handler and qa-loop-ui outputs. Shows an optional skip-reason dropdown when a user-initiated skip occurred. Produces a structured skipmetricsrecord suitable for PostHog ingestion. Used in Stage 4 of the /gaai:bootstrap pipeline after abort-safe-handler returns.
English
AGENT SKILLS ATLASIncludes Ambiguity Detector, Approach Evaluation, Architecture Extract, 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
Ambiguity Detector
Takes surface scan results, optional LLM synthesis open-question entries, and optional tree-sitter AST signals to score project ambiguities (1-10). Outputs structured ambiguityfeed for smart-question-generator. Pure heuristic — no LLM calls. Designed for Stage 3.5 of the /gaai:bootstrap pipeline (between LLM synthesis and Q&A).
Approach Evaluation
Research industry standards and best practices, identify viable approaches for a given technical or architectural problem, and produce a structured factual comparison against project-specific constraints. Reports options — does not decide.
Architecture Extract
Convert raw project structure into clear architectural understanding — module boundaries, data flows, service relationships, and architectural patterns. Activate after codebase-scan during Bootstrap.
Bootstrap Memory Ingest Cloud
Write structured memory entries to the Cloud workspace via gaaimemory.store MCP tool with source='bootstrap'. Loops over entries from bootstrap-llm-synthesis, calls the tool per entry, collects success/fail counts. Used as Stage 5 of the /gaai:bootstrap pipeline (Cloud path only).
Idiomatic Translate
Translate strings idiomatically across multiple target languages using a project glossary, preserving tone, domain terminology, and format placeholders while flagging unt
Internationalization Glossary Sync
Maintain a canonical i18n glossary file — sync new terms across all language pairs, detect drift, flag missing translations, and enforce consistent terminology across the codebase.
Internationalization Validate
Validate translation completeness and consistency across all locale files — detect missing keys, untranslated strings, format mismatches, and glossary violations.
Memory Archive Superseded
Migrate a superseded DEC's index rows from active index.md to archive/superseded-decisions.archive.md. Idempotent. Discovery-only — never invoked by daemon delivery. Updates DEC frontmatter as canonical source of truth.
Memory Index Lint
Validate discoverability invariants of memory index.md and archive/superseded-decisions.archive.md. Tool-agnostic L3 prompt + capability-dependent L4 script. Detects table corruption, dangling/orphan supersession pointers, frontmatter inconsistencies, missing affordance signals.
User Skip Telemetry
Counts Q&A skip events from the abort-safe-handler and qa-loop-ui outputs. Shows an optional skip-reason dropdown when a user-initiated skip occurred. Produces a structured skipmetricsrecord suitable for PostHog ingestion. Used in Stage 4 of the /gaai:bootstrap pipeline after abort-safe-handler returns.
Memory Search
Semantic search across Ruflo AgentDB with HNSW vector indexing
Quick start
- Choose your skills. Select individual skills above, or choose the entire pack.
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Try it with your agent
After installation, start with a request like:
Use the Ambiguity Detector skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
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- Reported license for the skills shown: ELv2. The author’s terms apply.