Fr-e-d
UserTurns AI coding tools into reliable software delivery systems. Drop a .gaai/ folder into any project — Discovery defines what to build, Delivery executes autonomously until criteria pass. Works with Claude Code, Codex CLI, Gemini CLI, Cursor, and more. No SDK. No package. Markdown + YAML + bash.
Categories
Indexed Skills (48)
abort-safe-handler
Orchestrator-level Stage 4 entry gate for /gaai:bootstrap. Presents a pre-loop "Skip Q&A entirely" option, delegates to qa-loop-ui when the user proceeds, and returns a unified abort_safe_result with telemetry on every path. Guarantees no partial state on skip or abort.
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 ambiguity_feed 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.
bootstrap-llm-synthesis
Construct the LLM synthesis prompt from project surface scan + optional tree-sitter context + optional Q&A answers. Call the LLM. Parse and validate the response into 6-8 structured memory entries with clarity tags and source traceability. Used as Stage 3 of the /gaai:bootstrap pipeline.
bootstrap-memory-ingest-cloud
Write structured memory entries to the Cloud workspace via gaai_memory.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).
build-agents-index
Scan all agent and sub-agent definition files in .gaai/core/agents/, extract YAML frontmatter, merge with specialists.registry.yaml, and generate a derived agents-index.yaml at .gaai/core/agents/agents-index.yaml. Activate after adding, modifying, or removing any agent, sub-agent, or specialist entry.
build-skills-index
Scan SKILL.md files in .gaai/core/skills/ and .gaai/project/skills/, extract YAML frontmatter, and regenerate separate skills indices for each layer. Core index ships with the OSS framework; project index is project-specific.
consistency-check
Detect inconsistencies across related artefacts and governance constraints. Activate after story generation, after plan preparation, before implementation, or after remediation attempts. Reports issues — does not fix them.
create-skill
Guide creation of a new GAAI skill following the agentskills.io spec and GAAI best practices. Activate when adding a new skill to the .gaai/core/skills/ catalog.
decision-extraction
Identify and formalize durable product and technical decisions from agent outputs into long-term memory. Activate after Discovery produces artefacts, Delivery resolves trade-offs, or product direction materially changes.
delivery-readiness-audit
Spot-check AC internal consistency and scan for pending revisions on delivery-ready stories. Activated by `/gaai-status --audit` as Section 5. Complements the standard status checks with depth checks that standard status skips for speed.
eval-run
Evaluate any output file against a structured evals.yaml assertions file and produce a score report with per-assertion pass/fail results. Activate when the Discovery Agent runs the Skill Optimize protocol to measure output quality or detect regressions after skill instruction changes.
friction-retrospective
Scan delivery artefacts for friction log entries, detect recurring patterns, and produce retrospective reports. Invoked by Discovery Agent (never by Delivery) to identify systemic improvement opportunities from friction captured during delivery.
i18n-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.
i18n-validate
Validate translation completeness and consistency across all locale files — detect missing keys, untranslated strings, format mismatches, and glossary violations.
idiomatic-translate
Translate strings idiomatically across multiple target languages using a project glossary, preserving tone, domain terminology, and format placeholders while flagging untranslatable content.
memory-alignment-check
After QA PASS, compare the Story's implementation footprint against relevant memory entries. Reports confirmed entries, contradictions, and new knowledge candidates. Never writes to memory — produces a delta report for Discovery to action.
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-compact
Emergency single-pass memory compression when context window pressure is high mid-task. Activate when approaching token limits during active work. For scheduled end-of-phase cleanup, use memory-refresh instead.
memory-delta-triage
Apply three deterministic heuristics to a single memory-delta file to produce a structured verdict block; invoke memory-ingest on ACCEPTED candidates only in validate mode. Activate when Discovery processes a raw memory-delta from contexts/artefacts/memory-deltas/.
memory-index-compact
Compact verbose memory index / registry files to pointer-only form. Activate when an index file (index.md, index-decisions.md, or any sibling registry table) breaches the file-size budget OR shows substance-duplication drift. Distinct from memory-compact (which targets content categories) and memory-archive-superseded (which migrates superseded rows to archive).
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.
memory-index-sync
Detect and heal index.md drift — finds memory files on disk not registered in index.md and registers them. Run when /gaai-status reports unregistered files, after batch memory operations, or as a post-delivery gate.
memory-ingest
Transform validated knowledge into structured long-term memory. Activate after Bootstrap scan, after Discovery produces validated artefacts, or after architecture insights are available.
memory-refresh
Periodic memory maintenance — archive session files, convert recurring knowledge into summaries, update the memory index. Activate at end of a major phase (Discovery complete, sprint done) or when memory spans many sessions. For emergency context-window pressure mid-task, use memory-compact instead.
memory-retrieve
Load only the minimum relevant memory for a task using 3-level progressive disclosure. Activate before context-building — never load full memory dumps. Never substitute summaries for durable memory.
memory-search
Search memory by frontmatter fields, full-text keywords, or cross-reference graph. Returns ranked file list — never loads full content. Use when the agent needs to find relevant memory without knowing exact paths.
pattern-transfer
Discover structurally similar patterns across domains, assess transfer viability via structural invariant checking, and propose domain adaptations with risk gates. Activate when Discovery identifies a problem that may have been solved in another domain.
project-surface-scan
Scan project root for file tree, dominant languages, and LOC estimate. Produces structured baseline context for Stage 2 LLM synthesis during bootstrap. Respects .gitignore and standard exclusions. Outputs per-directory file counts, ranked language list, size class, and observability summary.
qa-loop-ui
Presents up to 5 questions from smart-question-generator one at a time, records answers, handles per-question skip and skip-all, captures per-question response time and total session duration. Renders a streaming progress header with question count and time estimate. Used as the interaction layer of Stage 4 of the /gaai:bootstrap pipeline.
skill-optimize
Run a structured evaluate-analyze-improve cycle on any GAAI skill to measure quality, detect regressions, and propose targeted improvements. Activate when a skill needs baseline evaluation, after SKILL.md modifications, or when friction-retrospective flags a skill.
skill-usage-audit
Scan all artefacts (epics, stories, PRDs) for Base Rule
smart-question-generator
Takes aggregated ambiguity insights from the LLM synthesis stage and produces ≤5 ranked questions to surface to the user. Applies a two-layer anti-fabrication filter (pre-LLM exclusion of score<3 insights + post-LLM structural strip) so that Q&A surfaces only genuine ambiguities. Used as Stage 4 of the /gaai:bootstrap pipeline.
summarization
Transform large, noisy, or short-term memory into compact, durable, high-signal summaries. Activate when session memory grows large, decisions accumulate, or memory retrieval starts returning too many files.
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.
codebase-scan
Create a high-level map of the project structure and identify architectural pillars, entry points, and module boundaries. Activate at Bootstrap initialization or before architecture extraction.
context-building
Assemble a minimal, high-signal execution context bundle from already-retrieved memory, governed artefacts, and applicable rules. Activate after memory-retrieve and before any reasoning or execution skill.
post-mortem-learning
Analyze failures and suboptimal deliveries to identify root causes, contributing factors, and raw lessons. Activate after significant delivery failures, repeated QA failures, or when patterns of issues need to be understood.
rules-normalize
Convert implicit or scattered project conventions into governed GAAI rule files, and create or modify rule files with integrity. Activate during Bootstrap, when creating a new rule, or when modifying an existing rule.
security-audit
Detect security vulnerabilities and governance violations across delivered code, configurations, and deployed environments. Activate after implementation or periodically as a governance check.
success-metrics-evaluation
Evaluate delivery outcomes against defined success metrics and acceptance goals. Activate after Delivery to verify that delivered work creates real business and technical impact, not just output.
gaai-ossask
Search local GAAI OSS project memory without using GAAI Cloud MCP tools.
gaai-ossbootstrap
Initialize or refresh a project's GAAI OSS memory by activating the Bootstrap Agent and context-bootstrap workflow.
gaai-ossdaemon
Start, stop, or inspect the GAAI OSS autonomous delivery daemon from Codex.
gaai-ossdeliver
Implement validated GAAI OSS backlog Stories by activating the Delivery Agent and applying backlog-first delivery rules.
gaai-ossdiscover
Activate the GAAI OSS Discovery Agent to clarify intent and produce governed artefacts such as PRDs, Epics, Stories, and decisions.
gaai-ossstatus
Summarize current GAAI OSS project state, including backlog, memory, rules, skills, and framework health.
gaai-ossupdate
Update or redeploy the local GAAI OSS framework and Codex adapter without invoking GAAI Cloud behavior.
Bio shown is the top-scored skill's repo description as a fallback — real GitHub bios land in a future update.