jmagly

921 verified skills118,452 total stars

radar-status

Report which research-corpus radar sidecars are overdue for refresh. Computes staleness (days since last refresh vs the cadence window) for every radar, sorted most-overdue-first. Runs via `aiwg corpus radar-status`.

data-ai140

radar-init

Scaffold radar/freshness sidecars for research-corpus REFs. Pulls title/authors from the citation sidecar and GRADE from the analysis doc, defaults the refresh cadence from GRADE and the cluster from a corpus-local map, and stamps documentation/radar/REF-XXX-radar.md. Runs via `aiwg corpus radar-init`.

testing140

curator-status

Report research-corpus discovery curators (PROF-S) ranked by yield (return-to score = inducted-ref-count × avg GRADE), with revisit-cadence staleness and a discovery-orphan check. Runs via `aiwg corpus curator-status`.

testing140

funder-network

Build the bipartite funder↔paper analytics — per-funder paper/A-grade/mean-grade rollup, mean CD-index + novelty bias, and co-funding clusters. Runs via `aiwg corpus funder-network`.

development140

profile-metrics

Compute corpus-local influence/centrality metrics — per-paper CD-index + PageRank, and per-PROF-P h-index / mean-CD / mean-PageRank / betweenness / eigenvector + influence grade. Runs via `aiwg corpus profile-metrics`.

data-ai140

index

Build, query, inspect dependencies, and report statistics for the searchable index of SDLC artifacts in .aiwg/

development140

profile-communities

Detect co-author communities (label propagation), report modularity Q, and identify bridge authors (high betweenness). Runs via `aiwg corpus profile-communities`.

data-ai140

profile-generate

Scaffold compact PROF-P entity profiles for unprofiled hub authors — ranks corpus REFs by citation in-degree, takes each top REF's primary author, skips institutional/group names and already-profiled people. Runs via `aiwg corpus profile-generate`.

testing140

discovery-log

Record the source-tracking `discovery` block on a research-corpus citation sidecar — where/how a paper was found (surface, via, curator). Runs via `aiwg corpus discovery-log`.

testing140

curator-init

Scaffold a PROF-S source/curator profile for a research-corpus discovery curator (account/feed) from its handle. Runs via `aiwg corpus curator-init`.

data-ai140

profile-temporal

Compute an entity's publication trajectory — per-year paper counts, topic drift, hot-streak detection (≥3 consecutive A-grade years), and career phase. Runs via `aiwg corpus profile-temporal`.

data-ai140

corpus-index-build

Render research-corpus markdown index views (by-topic, by-year, authors, citation-network, ...) from corpus state. As of

development140

radar-report

Aggregate research-corpus radar sidecars into a corpus or per-cluster freshness report — totals, overdue count, per-cluster / per-GRADE / per-trajectory breakdowns, an overdue table, and per-radar rationale snippets. Runs via `aiwg corpus radar-report`.

data-ai140

profile-status

Report research-corpus entity profiles (PROF-P/O/G/F) past their refresh cadence. Computes staleness via the shared cadence helper, sorted most-overdue-first. Runs via `aiwg corpus profile-status`.

tools140

agent-loop

Detect requests for iterative autonomous agent loops and route to the appropriate loop executor

data-ai139

address-issues-threat-assess

Preflight issue bodies for prompt-injection and supply-chain risk before address-issues acts on them

data-ai139

forensics-quickref

AUTO-INVOKE when user mentions forensics, incident response, IOC, log analysis, evidence preservation, breach investigation, threat hunting, attack timeline. Forensics framework quick reference — discovery phrases for incident response, log analysis, evidence preservation, IOC extraction.

development139

aiwg-pr

AIWG-specific pull request delivery workflow for AIWG product/workspace changes; not the generic repository PR process

testing139

binary-blob-audit

Scan tracked repository files for committed binary blobs and report reviewability/provenance exceptions

testing139

address-issues

Address open issues using issue-thread-driven agent loops with 2-way human-AI collaboration

data-ai139

deprecation-policy

Compare API/ABI surfaces between refs, flag incompatible changes, and generate deprecation/changelog notes for library projects

development139

confusable-unicode-audit

Detect bidi controls, zero-width characters, mixed-script identifiers, and homoglyph risks in source and release metadata

development139

strict-toolchain-audit

Check build and CI configuration for warning-as-error, strict typechecking, and language-specific compiler/linter floors

tools139

banned-api-audit

Scan source code for banned APIs/forbidden functions per project banlist; report violations with paths, line numbers, and recommended replacements

development139

security-engineering-quickref

AUTO-INVOKE when user mentions cryptography, AEAD, KDF, chain of trust, signing key, auth factor, MFA, secret hygiene, supply chain trust, physical threat, DFIR readiness, or incident evidence handoff. Security-engineering quick reference — decision domains for crypto primitives, chain-of-trust, auth factors, degraded modes, supply-chain trust, physical-threat modeling, and DFIR readiness routing.

development139

security-report

Guide a reporter through filing a private vulnerability report and route it to the project's configured private channel — never to a public issue tracker

testing139

security-disclosure-track

Track private vulnerability reports from triage through fix, CVE coordination, embargo, publication, and post-disclosure closure

development139

git-mirror-audit

Verify configured secondary git mirrors are present and not drifting from the primary remote/default branch

testing139

sanitizer-in-ci

Detect language/toolchain and emit CI job recipes that build with runtime sanitizers (ASan/UBSan/MSan/TSan, race detectors, faulthandler)

tools139

aiwg-utils-quickref

AUTO-INVOKE for ANY AIWG capability question, framework/addon/extension query, steward routing, MCP profile, or when unsure where to start. ALWAYS consult before filesystem search on .claude/.factory/.codex/.warp/etc. AIWG core utilities quick reference — always-on framing, steward, index, meta operations.

tools139

aiwg-delivery-pr

AIWG-specific delivery pull request workflow; explicit alias for aiwg-pr, not a generic repository PR guide

testing139

fuzzing-in-ci

Detect candidate fuzz targets and emit CI recipes for libFuzzer/AFL/cargo-fuzz/atheris/fast-check harnesses, plus OSS-Fuzz integration patterns

development139

dfir-readiness

Use when a project needs DFIR readiness from the security-engineering side: prepare incident evidence handling, chain-of-custody expectations, IOC readiness, and handoff to forensics-complete without collecting evidence.

testing139

committer-2fa-audit

Audit source-control organization settings for strong 2FA/MFA requirements across all committers

testing139

aiwg-regenerate

Regenerate platform context file with preserved team directives

data-ai139

torture-test

Scaffold endurance, stress, and adversarial-input tests that reveal degradation rather than immediate crashes

testing139

Transcribe Media

Produce timestamped transcript sidecars for acquired audio/video with hashes, source metadata, speaker labels when available, and explicit degraded plans when STT tooling is missing

tools139

steward

Provide provider capability awareness and route commands by answering what the current provider supports natively vs must emulate

tools139

add-agent

Scaffold a new agent definition file inside an existing addon or framework

development138

browser-doctor

Read-only health check on browser-control setup. Verifies browser binary, Playwright MCP Bridge extension presence, token file mode/contents, AIWG MCP registration, provider config injection, and optional workspace allow-list. Outputs pass/fail per check with remediation commands.

tools138

mission-control

Orchestrate multi-loop background operations via the Mission Control dashboard — start sessions, dispatch missions, monitor, and stop

tools138

browser-reset

Reconfigure the browser-control wiring. Rotate the Playwright MCP Bridge token, switch the target browser, or fully tear down the AIWG registration and provider injection. Walks the user through extension UI regeneration where needed; respects human-authorization gates for destructive operations.

tools138

browser-setup

Interactive wizard that wires up @playwright/mcp end-to-end — detects the user's browsers, walks through Playwright MCP Bridge extension install, captures the per-install token, registers the MCP server in the AIWG registry with --extension and the env block, injects into the active provider's config, and verifies the connection.

tools138

intake-wizard

Generate or complete intake forms (project-intake, solution-profile, option-matrix) with interactive questioning and optional guidance. INTENDED FOR SUBSTANTIAL NEW WORK — new addons, new frameworks, new tracks, refactors crossing module boundaries — not every feature request. Apply the `sdlc-right-sizing` rule first to determine whether intake is appropriate; most day-to-day features need only an issue and possibly an ADR.

development138

devkit-create-agent

Create a new agent with AI-guided expertise definition following the Agent Design Bible

development138

memory-ingest

Ingest a source into any consumer's semantic memory by reading the topology contract

tools137

project-status

Cross-framework project status aggregator — discovers contributors from installed frameworks, runs declarative detection, produces a unified status report.

development137

al

Execute iterative task loop until completion criteria are met - iteration beats perfection

tools137

devkit-create-skill

Enable interactive design mode

development137

voice-apply

Apply a voice profile to transform content. Use when the user asks to write in a specific voice, match a tone, or sound like a particular voice profile.

testing137

security-assessment

Execute STRIDE threat modeling, vulnerability scanning, and security control validation with risk scoring

testing137

flow-release

Config-driven release orchestration — reads .aiwg/release.config and walks the project's declared gates (local build, CI green, doc-sync, changelog/announcement, README, release entry, post-release housekeeping)

development137

orchestrate-project

Plan iterations, delegate to SDLC agents, and compile iteration status

development137

research-workflow

Execute multi-stage research workflows

research137

ops-quickref

AUTO-INVOKE when user mentions ops, runbook, inventory, audit trail, ops repo, sysops, devops, itops, infrastructure operations, fleet management. Ops framework quick reference — capability domains, extension model, and discovery phrases for runbooks, inventory, audit trail, verification.

tools137

ci-workflow-audit

Audit CI workflow files for supply-chain risk — unpinned actions, unpinned container images, pull_request-triggered jobs with secret access, curl-pipe-shell installers, and bare :latest tags. Produces a structured markdown report with file:line refs.

testing137

test-coverage

Analyze test coverage reports, identify gaps by priority, and recommend test improvements with trend tracking

testing137

security-gate

Enforce minimum security criteria before iteration close or release

testing135

aiwg-issue

AIWG project issue filing only — templates, environment capture, duplicate detection, and import flow for AIWG tracker reports; not for general issue audits or address-issues processing

testing135

aiwg-setup-project

Update project CLAUDE.md with AIWG framework context and configuration

development135

issue-audit

Audit and triage general issue backlogs with read-only defaults, interactive cleanup decisions, and guidance steering; use this for "audit open issues" instead of aiwg-issue

testing135

aiwg-status

Display workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators

development133

rlm-batch

Parallel fan-out processing - spawn multiple sub-agents for chunked context processing

data-ai133

customize-rebuild

Rebuild and redeploy AIWG from local customization source — makes recent edits live

development133

rlm-search

Run the full Recursive Language Model pipeline — prep, fan out across chunks, and recursively synthesize until results fit one context window

devops132

npm-supply-chain-audit

Audit npm projects for Shai-Hulud-class supply-chain exposure: lifecycle scripts, Git dependency prepare hooks, release-age gaps, publish-token exposure, trusted publishing, signed releases, and verifier docs.

development132

supply-chain-hardening-quickstart

Orchestrate a pragmatic npm supply-chain hardening pass: dependency-source audit, release-age gate, lifecycle-script review, trusted publishing, signed releases, SBOM, and user verification docs.

development132

workspace-health

Assess workspace alignment and recommend cleanup or realignment actions at key lifecycle transition points

tools131

validate-metadata

Validate AIWG extension definitions against the metadata schema and report errors with field names, line numbers, and remediation hints

tools131

update

Update AIWG to the latest stable version and re-deploy all installed frameworks from the registry

development131

soul-disable

Disable soul enforcement without deleting SOUL.md or soul files

tools131

uninstall-plugin

Remove a previously installed Claude Code plugin and unregister it from the local plugin registry

tools131

skills

Manage the AIWG skills registry by listing, searching, inspecting, installing, and publishing skills

data-ai131

template-engine

Load, validate, and populate templates consistently across frameworks

development131

voice-analyze

Reverse-engineer voice profiles from sample content by analyzing writing patterns

content-media131

steward

Provide provider capability awareness and route commands by answering what the current provider supports natively vs must emulate

tools131

use

Deploy AIWG frameworks and addons to the current workspace across supported providers

development131

team

Orchestrate multi-agent teams across AIWG providers natively on Claude Code or emulated via Mission Control elsewhere

development131

summarize-transcript

Analyze and summarize a transcript, meeting notes, or discussion thread into a clear actionable document

documentation131

workspace-reset

Wipe .aiwg/ directory and optionally restart with fresh intake

data-ai131

soul-validate

Validate a SOUL.md file against community best practices and quality criteria

testing131

soul-enable

Enable soul enforcement by wiring SOUL.md into platform context files and deploying the enforcement rule

devops131

soul-enhance

Improve an existing SOUL.md by identifying vague sections, suggesting missing content, and generating calibration examples

content-media131

voice-apply

Apply a voice profile to transform content. Use when the user asks to write in a specific voice, match a tone, or sound like a particular voice profile.

testing131

sdlc-accelerate

End-to-end SDLC ramp-up from idea to construction-ready with automated phase transitions

tools131

workspace-prune-working

Clean up .aiwg/working/ by promoting, archiving, or deleting temporary files

data-ai131

soul-create

Generate a SOUL.md identity file from source material, interactive prompts, or an existing voice profile

data-ai131

soul-blend

Merge multiple SOUL.md files into a composite persona for team-level agents or multi-perspective characters

data-ai131

voice-blend

Combine multiple voice profiles with weighted mixing to create hybrid voices

tools131

soul-apply

Apply a SOUL.md identity to content generation, incorporating worldview, opinions, and character

content-media131

snapshot

Capture, list, show, or replay point-in-time workflow snapshots so execution state can be preserved and reproduced

tools131

session

Start an agentic session with pre-flight health checks, auto-repair, optional MCP injection, and provider launch

tools131

soul-to-voice

Generate an AIWG voice profile from an existing SOUL.md identity file

data-ai131

infer-completion-criteria

Infer measurable completion criteria for an agent-loop task from project docs, code, and AIWG standards when the user has not supplied --completion explicitly

development131

ai-pattern-detection

Detect AI-generated writing patterns and suggest authentic alternatives. Use when reviewing or editing content, or when the user mentions authenticity or natural voice.

testing131

voice-create

Generate custom voice profiles from natural language descriptions by mapping tone, formality, and domain to voice dimensions

data-ai131

agent-loop-ext

Crash-resilient external agent loop with state persistence and CI/CD integration

testing131

soul-status

Show SOUL.md enforcement state across all installed providers with quality check

testing131

schedule

Create, update, list, or run scheduled remote agents (triggers) that execute on a cron schedule

data-ai131

workspace-realign

Reorganize and update .aiwg/ documentation to reflect current project reality

documentation131

voice-to-soul

Generate a SOUL.md from an existing AIWG voice profile

data-ai131

version

Display the current AIWG version, release channel, and installation path

data-ai131

daemon-init

Initialize AIWG daemon mode configuration from a named profile for persistent background sessions

data-ai130

customize-setup

Set up personal AIWG customization mode from a local clone or fork — makes your clone the live global AIWG instance so edits go live immediately

development130

customize-contribute-back

Contribute a user's AIWG customization back upstream as a PR — reviews for general applicability, creates branch, opens PR

data-ai130

cost-report

Generate a cost and token-spending report for the current or most recent workflow session

business130

contribute-start

Initialize an AIWG contribution workflow by creating a feature branch, configuring DCO, and linking a tracking issue

data-ai130

troubleshooting-guide

Generate troubleshooting documentation

documentation130

provenance-validate

Validate provenance records and chains for completeness and consistency

testing130

config-validator

Validate AIWG configuration files and project setup for correctness and completeness

testing130

commit-and-push

Create a well-formatted git commit and push to remote repository

development130

checkpoint

Create, list, or recover mid-workflow checkpoints so interrupted work resumes from a known-good position

development130

aiwg-doctor

Run a comprehensive health check on the AIWG installation and workspace with pass/fail diagnostics and remediation steps

testing130

aiwg-status

Display workspace status dashboard showing installed frameworks, deployments, artifact counts, and health indicators

development130

aiwg-regenerate-windsurfrules

Regenerate .windsurfrules for Windsurf with preserved team directives

data-ai130

aiwg-mcp-server

Manage the AIWG MCP server — start it, configure clients, and maintain the registered server registry

tools130

aiwg-regenerate-factory

Regenerate AGENTS.md for Factory AI with hook file architecture

data-ai130

aiwg-regenerate-agents

Regenerate AGENTS.md with vendor-neutral content for multi-platform support

data-ai130

aiwg-utils-quickref

AIWG core utilities quick reference — capability domains and curated discovery phrases for the always-on framing, steward, index, and meta operations

data-ai130

aiwg-refresh

Update AIWG CLI and redeploy frameworks/tools to current project without leaving the session

tools130

flow-team-onboarding

Orchestrate Team Onboarding flow with pre-boarding, training, buddy assignment, and 30/60/90 day check-ins

testing130

rollback-workspace

Restore the .aiwg/ directory from a migrate-workspace backup, listing available backups when none is specified

testing130

aiwg-help

Display all available AIWG CLI commands, their arguments, and usage examples

tools130

smith-mcpdef

Generate MCP environment definition for MCPSmith with Docker and Node.js verification

tools130

generate-tests

Generate comprehensive test suite for $ARGUMENTS following project testing conventions and best practices.

testing130

aiwg-init

Initialize AIWG configuration for an existing project by creating .aiwg/aiwg.config with provider and script entries

data-ai130

aiwg-guide

Contextual AIWG help — explains current version features, answers how-to questions, routes live queries to the steward

documentation130

add-template

Scaffold a new document template inside an existing addon or framework

development130

auto-provenance

Generate W3C PROV-compliant provenance records automatically when agents create or modify artifacts

data-ai130

flow-discovery-track

Orchestrate Discovery Track flow to prepare validated requirements and designs one iteration ahead of delivery

testing130

flow-iteration-dual-track

Orchestrate dual-track iteration with synchronized Discovery (next) and Delivery (current) workflows

tools130

flow-knowledge-transfer

Orchestrate Knowledge Transfer flow with assessment, documentation, shadowing, validation, and handover

documentation130

generate-realization

Generate behavioral specifications (Layer 3) from use cases and architecture documents using multi-agent orchestration

testing130

incident-triage

Classify incidents by severity, assemble response teams, and coordinate initial response actions and comms

testing130

intake-from-codebase

Scan existing codebase and generate intake documents by analyzing code, dependencies, and infrastructure. Accepts optional guidance text to tailor analysis.

development130

issue-planner

Research-grounded SDLC issue planner — dispatches parallel research, generates the supporting doc corpus, then files prioritized cross-referenced issues for human review.

documentation130

provenance-report

Generate provenance coverage dashboard and statistics

data-ai130

hook-regenerate

Rebuild AIWG hook files from currently installed framework manifests

development130

add-skill

Scaffold a new SKILL.md inside an existing addon or framework

development130

flow-inception-to-elaboration

Orchestrate Inception→Elaboration phase transition with architecture baselining and risk retirement

tools130

add-command

Scaffold a new command definition inside an existing addon or framework

development130

add-behavior

Scaffold a new behavior definition with BEHAVIOR.md and optional scripts inside an existing addon or framework

development130

add-agent

Scaffold a new agent definition file inside an existing addon or framework

development130

activity-log

Query and manage the unified .aiwg/activity.log chronological record of AIWG-managed workflow operations

data-ai130

security-engineering-quickref

Security-engineering framework quick reference — decision domains and curated discovery phrases for crypto primitives, chain-of-trust, auth factors, degraded modes, supply-chain trust, and physical-threat modeling

development130

verify-citations

Verify all citations in a document against the research corpus

testing130

tot-decide

Evaluate architectural decisions using Tree of Thoughts exploration

testing130

security-gate

Enforce minimum security criteria before iteration close or release

testing130

sdlc-reports

Generate SDLC reports including iteration status, metrics dashboards, and executive summaries across phases

business130

risk-cycle

Continuously identify, assess, track, and retire risks throughout the SDLC with register and RAG reporting

data-ai130

retrospective-analyzer

Analyze team retrospectives for insights

tools130

regression-report

Generate comprehensive regression analysis reports combining bisect, baseline, and metrics data with actionable recommendations

data-ai130

regression-performance

Detect performance regressions by comparing benchmarks across versions with latency, throughput, and statistical significance analysis

research130

regression-metrics

Track and analyze regression statistics, trends, hotspots, and health indicators across test suites

testing130

regression-learning

Improve regression detection over time through cross-task pattern recognition, test prioritization, and historical analysis

testing130

regression-cicd-hooks

Integrate regression testing into CI/CD pipelines with baseline comparison and merge blocking on failure

testing130

regression-check

Compare current behavior against baseline to detect regressions

testing130

regression-bisect

Identify the commit that introduced a regression using git bisect with automated test execution and blame context

testing130

regression-baseline

Create and maintain regression test baselines for comparison and drift detection across versioned snapshots

testing130

regression-api-contract

Detect breaking changes in API contracts across REST, GraphQL, and gRPC interfaces with semver enforcement

development130

provenance-query

Query provenance chains to trace artifact derivation and impact

data-ai130

provenance-create

Create a W3C PROV-compliant provenance record for an artifact

tools130

scaffold-framework

Create a complete framework package structure inside agentic/code/frameworks/

development130

project-timeline-simulator

Simulate project outcomes with variable modeling, risk assessment, and resource optimization scenarios.

data-ai130

project-health-check

Analyze overall project health and metrics

testing130

pr-review

Conduct comprehensive PR review from multiple perspectives (PM, Developer, QA, Security)

development130

orchestrate-project

Plan iterations, delegate to SDLC agents, and compile iteration status

development130

issue-sync

Automatically detect and update linked issues based on commits, artifacts, and task events

tools130

issue-list

List and filter tickets/issues from configured backend

development130

issue-comment

Add structured comments to issues using templates for progress, feedback, or blockers

documentation130

issue-close

Mark an issue as complete with comprehensive summary and verification

tools130

issue-auto-sync

Detect issue references in commits and artifacts and automatically update or close linked tracker issues

tools130

intake-wizard

Generate or complete intake forms (project-intake, solution-profile, option-matrix) with interactive questioning and optional guidance

tools130

intake-start

Ingest the Project Intake Form and kick off Concept → Inception with agent assignments, accepts optional guidance to tailor process

data-ai130

grade-report

Generate corpus-wide GRADE quality distribution report

testing130

grade-on-ingest

Trigger GRADE quality assessment automatically when new research sources or findings enter the corpus

testing130

gate-evaluation

Validate phase gate criteria with multi-agent review and generate pass/fail reports

testing130

flow-test-strategy-execution

Orchestrate comprehensive test strategy with test suite execution, coverage validation, defect triage, and regression analysis

testing130

flow-security-review-cycle

Orchestrate continuous security validation, threat modeling, vulnerability management, and security gate enforcement across SDLC phases

testing130

flow-risk-management-cycle

Orchestrate continuous risk identification, assessment, tracking, and retirement across SDLC phases

tools130

flow-retrospective-cycle

Orchestrate systematic retrospective cycle with structured feedback collection, improvement tracking, and action item management

databases130

flow-incident-response

Orchestrate production incident triage, escalation, resolution, and post-incident review using ITIL best practices

testing130

flow-handoff-checklist

Orchestrate handoff validation between SDLC phases and tracks (Discovery→Delivery, Delivery→Ops, phase transitions)

testing130

flow-gate-check

Orchestrate SDLC phase gate validation with multi-agent review and comprehensive reporting

testing130

flow-elaboration-to-construction

Orchestrate Elaboration→Construction phase transition with iteration planning, team scaling, and full-scale development kickoff

development130

flow-deploy-to-production

Orchestrate production deployment with strategy selection, validation, automated rollback, and regression gates

devops130

flow-delivery-track

Orchestrate Delivery Track flow with test-driven development, quality gates, and iteration assessment

development130

flow-cross-team-sync

Orchestrate cross-team synchronization with dependency mapping, sync cadence, blocker escalation, integration planning, and cross-team demos

tools130

flow-compliance-validation

Orchestrate compliance validation workflow with requirements mapping, audit evidence collection, gap analysis, remediation tracking, and attestation

testing130

flow-change-control

Orchestrate change control workflow with baseline management, impact assessment, CCB review, and communication

tools130

decision-support

Facilitate data-driven technical decisions using weighted decision matrices, trade-off analysis, and ADR generation

testing130

doc-consolidate

Crawl repository for scattered docs and consolidate into categorized reference index in .aiwg/docs/

development130

create-prd

Create a Product Requirements Document (PRD) for a product feature

documentation130

flow-construction-to-transition

Orchestrate Construction→Transition phase transition with IOC validation, production deployment, and operational handover

devops130

corpus-health

Report on research corpus health, completeness, and integrity

business130

contract-validate

Validate that an AIWG skill chain has all requires inputs satisfied by upstream ensures outputs. Catches missing dependencies at wiring time, not runtime.

testing130

complexity-gate

CI-friendly complexity enforcement gate returning pass/fail results for pipeline integration

testing130

code-chunker

Map source file structure into navigable sections with line ranges and summaries for efficient agent navigation

development130

citation-guard

Verify citations against the research corpus to prevent hallucinated references and enforce GRADE compliance

testing130

check-traceability

Verify the full refinement chain from use cases through behavioral specs, pseudo-code specs, code, and tests — report coverage at each layer and identify gaps

development130

build-artifact-index

Build or rebuild the SDLC artifact index for agent-navigable discovery

development130

build-poc

Build a Proof of Concept (PoC) to validate technical feasibility and retire architectural risks

development130

yarn-release-age-gate

Configure Yarn's npmMinimalAgeGate (7-day default, 10-day high-sensitivity) for JavaScript projects on Yarn 4.x or later. Includes Corepack detection and lockfile-caveat warning.

development130

citation-check

Check a file for citation quality and GRADE compliance

testing130

traceability-check

Verify bidirectional traceability from requirements to code to tests and identify coverage gaps and orphan artifacts

development130

list

List the frameworks and addons currently installed in the workspace registry

development130

doc-sync

Synchronize documentation and code to eliminate drift with parallel audit and auto-fix

development130

security-assessment

Execute STRIDE threat modeling, vulnerability scanning, and security control validation with risk scoring

testing130

catalog

Browse the AIWG model catalog — list available AI models, fetch model details, and search by capability or name

data-ai130

customize-rebuild

Rebuild and redeploy AIWG from local customization source — makes recent edits live

development130

parallel-dispatch

Launch multiple agents concurrently, collect their results, and handle timeouts for fan-out orchestration patterns

data-ai130

codebase-health

Scan source code and report agent-readiness metrics with actionable recommendations

development130

test-coverage

Analyze test coverage reports, identify gaps by priority, and recommend test improvements with trend tracking

testing130

reproducibility-validate

Run a workflow multiple times and compare outputs to produce a similarity score and pass/fail verdict

testing130

aiwg-regenerate-codex

Regenerate Codex context file (CODEX.md or ~/.codex/instructions.md) with AIWG framework content

development130

aiwg-regenerate-cursorrules

Regenerate .cursorrules for Cursor with preserved team directives

data-ai130

aiwg-regenerate

Regenerate platform context file with preserved team directives

data-ai130

artifact-metadata

Manage artifact metadata, versioning, ownership, and review history across the SDLC lifecycle

data-ai130

claims-validator

Validate documentation for unsupported claims, made-up metrics, and unverifiable statements

testing130

cleanup-audit

Audit codebase for dead code, unused exports, orphaned files, and stale manifests

development130

packages

Manage remotely installed AIWG packages sourced from Git repositories via list, info, and remove subcommands

data-ai130

execution-mode

Set or report the reproducibility mode governing how AIWG workflows execute, from standard to fully auditable

development130

metrics-tokens

Analyze token usage efficiency against the MetaGPT baseline and surface per-step optimization opportunities

testing130

prefill-cards

Auto-populate SDLC artifact metadata headers across all templates using team profile configuration

data-ai130

migrate-workspace

Migrate the .aiwg/ directory from single-framework layout to the multi-framework layout with an automatic backup

development130

nl-router

Route natural language requests to appropriate skills and workflows by parsing intent and matching trigger patterns

tools130

package-plugin

Bundle a single plugin into a distributable marketplace archive, validating metadata and optionally publishing

tools130

package-all-plugins

Batch package every plugin in the workspace in a single release-prep operation

tools130

flow-hypercare-monitoring

Orchestrate hypercare monitoring period with 24/7 support, SLO tracking, and rapid issue response

development130

flow-architecture-evolution

Orchestrate architecture evolution workflow with ADR management, architecture review, breaking change analysis, and migration planning

research130

doc-sync

Synchronize documentation and code to eliminate drift with parallel audit, auto-fix, and Al refinement

development130

contract-manifest

Generate a human-readable manifest for an AIWG skill chain — agent assignments, requires/ensures contracts, data flow, and parallelization opportunities.

data-ai130

smith-sysdef

Generate system definition file for ToolSmith with tested OS commands

tools130

flow-requirements-evolution

Orchestrate living requirements refinement, change control, impact analysis, and traceability maintenance throughout SDLC

data-ai130

runtime-info

Display a comprehensive runtime environment report covering detected provider, available tools, AIWG version, and installed frameworks

tools130

flow-performance-optimization

Orchestrate continuous performance optimization with baseline establishment, bottleneck identification, optimization implementation, load testing, and SLO validation

testing130

regression-visual

Detect visual and UI regressions through screenshot comparison and pixel-diff analysis across browsers and viewports

research130

tot-exploration

Trigger Tree of Thoughts exploration when agents face architectural decisions with multiple valid approaches

testing130

run

Execute a named script defined in .aiwg/aiwg.config or list all available scripts

data-ai130

new-project

Scaffold a new AIWG-managed project with .aiwg/ directory structure, starter CLAUDE.md, and framework registry

development130

cost-history

Show cost trends across multiple workflow sessions, surfacing expensive operations, spending patterns, and outliers

testing130

mention-wire

Analyze codebase and inject @-mentions for traceability

development130

sdlc-quickref

SDLC framework quick reference — phase model, capability domains, and curated discovery phrases that surface the right skill on `aiwg discover`

development130

project-status

Cross-framework project status aggregator — discovers contributors from installed frameworks, runs declarative detection, produces a unified status report.

development130

decompose-file

Analyze large source files and produce decomposition plans, optionally executing refactoring with import updates and test verification

development130

aiwg-regenerate-claude

Regenerate CLAUDE.md for Claude Code with hook file architecture

development130

issue-create

Create a new ticket/issue with configurable backend (Gitea, GitHub, Jira, Linear, or local files)

development130

aiwg-language-map

AIWG addons + extensions language map — categories, curated discover phrases, and per-bundle pointers covering everything beyond the framework quickrefs

tools130

migrate-hook

Migrate existing CLAUDE.md full-injection to the AIWG.md hook file architecture

data-ai130

hook-disable

Disable the AIWG context hook without uninstalling AIWG or deleting hook files

data-ai130

config

Manage the user-level AIWG configuration file for persistent preferences across all projects

data-ai130

flow-concept-to-inception

Orchestrate Concept→Inception phase transition with intake validation and vision alignment

tools130

issue-update

Update existing ticket/issue with status changes, comments, or field updates

documentation130

aiwg-regenerate-opencode

Regenerate OpenCode context file (.opencode/context.md) with AIWG framework content

development130

aiwg-regenerate-copilot

Regenerate copilot-instructions.md for GitHub Copilot with vendor-specific content only

testing130

quality-assess

Perform GRADE quality assessment on a research source

testing130

bun-release-age-gate

Configure Bun's install.minimumReleaseAge gate (7-day default, 10-day high-sensitivity) for JavaScript projects on Bun. Includes Corepack-equivalent version detection and lockfile-caveat warning.

development130

mention-lint

Lint @-mentions for style consistency and correctness

development130

aiwg-regenerate-warp

Regenerate WARP.md for Warp Terminal with preserved team directives

data-ai130

scaffold-addon

Create a complete addon package structure inside agentic/code/addons/

development130

remove

Remove a deployed framework or addon from the current workspace

development130

ops

Manage the AIWG ops ecosystem of sysops, devops, and itops workspaces and frameworks

development130

sdlc-accelerate

End-to-end SDLC ramp-up from idea to construction-ready with automated phase transitions and focused gate questions

tools130

install

Install AIWG-compatible packages from remote Git repositories into the current workspace

data-ai130

smith-agenticdef

Generate or update the agentic environment definition for AgentSmith, SkillSmith, and CommandSmith

data-ai130

mention-validate

Validate all @-mentions resolve to existing files

testing130

mention-conventions

Display @-mention naming conventions and placement rules

tools130

index

Build, query, inspect dependencies, and report statistics for the searchable index of SDLC artifacts in .aiwg/

development130

customize-upstream-sync

Pull the latest upstream AIWG updates into the user's fork and rebuild — preserves user customizations

development130

regression-auto-baseline

Automatically manage regression test baseline lifecycle triggered by releases, deployments, and quality gates

testing130

hook-enable

Enable the AIWG context hook in platform context files without re-deploying

devops130

deploy-gen

Generate deployment configurations (Docker, Kubernetes) for the current project

devops130

aiwg-sync

Ensure the session's AIWG installation is current and correctly deployed to the active provider

devops130

customize-status

Show current AIWG customization status — mode, source path, what you've customized vs upstream

data-ai130

behavior

Manage AIWG behavior bundles that bind reactive directives and toolset configurations to specific agent types

tools130

research-cite

Generate properly formatted citation from research corpus

development130

pnpm-release-age-gate

Configure pnpm's minimumReleaseAge gate (7-day default, 10-day high-sensitivity) plus blockExoticSubdeps for workspace-scope dep-source enforcement. Includes Corepack detection and lockfile-caveat warning.

tools130

validate-metadata

Validate AIWG extension definitions against the metadata schema and report errors with field names, line numbers, and remediation hints

tools130

npm-release-age-gate

Configure and review npm min-release-age controls for JavaScript projects, including 7-day default gates, 10-day high-sensitivity profiles, npm version requirements, and safe override handling.

development130

doc-sync

Synchronize documentation and code to eliminate drift — detect stale docs, fix documentation drift, reconcile code-to-docs and docs-to-code with parallel audit and Al refinement

development130

cleanup-audit

Audit codebase for dead code, unused exports, orphaned files, and stale manifests

development130

scaffold-extension

Create a new extension package inside an existing framework's extensions/ directory

tools130

hook-status

Show AIWG hook state across all installed providers

data-ai130

project-awareness

Detect project type, AIWG framework state, team configuration, and active work to summarize status and recommend next actions

development130

roko-voice

Transform standard technical content into ROKO voice — dense technical mythology wrapped in cypherpunk cultural narrative

content-media130

mention-report

Generate traceability report from @-mentions

business130

flow-guided-implementation

Orchestrate autonomous issue-to-code implementation using existing tools and agents with bounded iteration

tools130

plugin-status

List installed Claude Code plugins with version, install date, and enabled status

tools130

security-audit

Perform comprehensive security assessment

testing130

install-plugin

Install plugins into Claude Code from the AIWG marketplace with registry lookup, download, and local deployment

tools130

feedback

Submit a bug report, feature request, or feedback to the AIWG GitHub repository — prefills system context automatically

data-ai130

setup-tdd

One-command TDD infrastructure setup with pre-commit hooks and CI coverage gates

testing130

doc-consolidate

Crawl repository for scattered docs and consolidate into categorized reference index in .aiwg/docs/

development130

regression-auto-baseline

Automatically manage regression test baseline lifecycle triggered by releases, deployments, and quality gates

testing129

Quality Filtering

Accept/reject logic and quality scoring heuristics for media content

testing129

YouTube Acquisition

yt-dlp patterns for acquiring content from YouTube and video platforms

content-media129

contract-validate

Validate that an AIWG skill chain has all requires inputs satisfied by upstream ensures outputs. Catches missing dependencies at wiring time, not runtime.

testing129

complexity-gate

CI-friendly complexity enforcement gate returning pass/fail results for pipeline integration

testing129

brand-review

Project directory path (default current directory)

tools129

gate-evaluation

Validate phase gate criteria with multi-agent review and generate pass/fail reports

testing129

flow-construction-to-transition

Orchestrate Construction→Transition phase transition with IOC validation, production deployment, and operational handover

devops129

asset-production

Project directory path (default current directory)

tools129

social-strategy

Project directory path (default current directory)

testing129

media-curator-quickref

Media-curator framework quick reference — capability domains and curated discovery phrases for discography analysis, source discovery, acquisition, quality filtering, metadata, and archive integrity

development129

artifact-lookup

Search and navigate SDLC artifacts by topic, type, phase, or tag using the aiwg index CLI

tools129

provenance-validate

Validate provenance records and chains for completeness and consistency

testing129

mention-conventions

Display @-mention naming conventions and placement rules

tools129

doc-sync

Synchronize documentation and code to eliminate drift with parallel audit, auto-fix, and Al refinement

development129

flow-incident-response

Orchestrate production incident triage, escalation, resolution, and post-incident review using ITIL best practices

testing129

aiwg-update-warp

Update existing project WARP.md with latest AIWG orchestration guidance

testing129

intake-from-campaign

Scan existing campaign materials, media kit, or marketing assets and generate intake documents by analyzing content, brand elements, and performance data

documentation129

regression-performance

Detect performance regressions by comparing benchmarks across versions with latency, throughput, and statistical significance analysis

research129

regression-learning

Improve regression detection over time through cross-task pattern recognition, test prioritization, and historical analysis

testing129

flow-guided-implementation

Orchestrate autonomous issue-to-code implementation using existing tools and agents with bounded iteration

tools129

forensics-investigate

Full multi-agent investigation workflow

data-ai129

forensics-acquire

Evidence acquisition with chain of custody and hash verification

data-ai129

intake-start

Ingest the Project Intake Form and kick off Concept → Inception with agent assignments, accepts optional guidance to tailor process

data-ai129

issue-sync

Automatically detect and update linked issues based on commits, artifacts, and task events

tools129

aiwg-setup-project

Update project CLAUDE.md with AIWG framework context and configuration

development129

content-planning

Project directory path (default current directory)

content-media129

flow-knowledge-transfer

Orchestrate Knowledge Transfer flow with assessment, documentation, shadowing, validation, and handover

documentation129

provenance-query

Query provenance chains to trace artifact derivation and impact

data-ai129

risk-cycle

Continuously identify, assess, track, and retire risks throughout the SDLC with register and RAG reporting

data-ai129

flow-concept-to-inception

Orchestrate Concept→Inception phase transition with intake validation and vision alignment

tools129

flow-gate-check

Orchestrate SDLC phase gate validation with multi-agent review and comprehensive reporting

testing129

generate-tests

Generate comprehensive test suite for $ARGUMENTS following project testing conventions and best practices.

testing129

intake-wizard

Generate or complete intake forms (project-intake, solution-profile, option-matrix) with interactive questioning and optional guidance

tools129

issue-list

List and filter tickets/issues from configured backend

development129

issue-planner

Research-grounded SDLC issue planner — dispatches parallel research, generates the supporting doc corpus, then files prioritized cross-referenced issues for human review.

documentation129

issue-update

Update existing ticket/issue with status changes, comments, or field updates

documentation129

workspace-reset

Wipe .aiwg/ directory and optionally restart with fresh intake

data-ai129

regression-api-contract

Detect breaking changes in API contracts across REST, GraphQL, and gRPC interfaces with semver enforcement

development129

aiwg-refresh

Update AIWG CLI and redeploy frameworks/tools to current project without leaving the session

tools129

security-audit

Perform comprehensive security assessment

testing129

aiwg-update-claude

Update existing project CLAUDE.md with latest AIWG orchestration guidance

testing129

prefill-cards

Auto-populate SDLC artifact metadata headers across all templates using team profile configuration

data-ai129

corpus-health

Report on research corpus health, completeness, and integrity

business129

intake-from-codebase

Scan existing codebase and generate intake documents by analyzing code, dependencies, and infrastructure. Accepts optional guidance text to tailor analysis.

development129

codebase-health

Scan source code and report agent-readiness metrics with actionable recommendations

development129

decision-support

Facilitate data-driven technical decisions using weighted decision matrices, trade-off analysis, and ADR generation

testing129

flow-architecture-evolution

Orchestrate architecture evolution workflow with ADR management, architecture review, breaking change analysis, and migration planning

research129

grade-on-ingest

Trigger GRADE quality assessment automatically when new research sources or findings enter the corpus

testing129

flow-compliance-validation

Orchestrate compliance validation workflow with requirements mapping, audit evidence collection, gap analysis, remediation tracking, and attestation

testing129

flow-cross-team-sync

Orchestrate cross-team synchronization with dependency mapping, sync cadence, blocker escalation, integration planning, and cross-team demos

tools129

flow-delivery-track

Orchestrate Delivery Track flow with test-driven development, quality gates, and iteration assessment

development129

flow-deploy-to-production

Orchestrate production deployment with strategy selection, validation, automated rollback, and regression gates

devops129

flow-discovery-track

Orchestrate Discovery Track flow to prepare validated requirements and designs one iteration ahead of delivery

testing129

deploy-gen

Generate deployment configurations (Docker, Kubernetes) for the current project

devops129

flow-handoff-checklist

Orchestrate handoff validation between SDLC phases and tracks (Discovery→Delivery, Delivery→Ops, phase transitions)

testing129

flow-hypercare-monitoring

Orchestrate hypercare monitoring period with 24/7 support, SLO tracking, and rapid issue response

development129

flow-inception-to-elaboration

Orchestrate Inception→Elaboration phase transition with architecture baselining and risk retirement

tools129

flow-iteration-dual-track

Orchestrate dual-track iteration with synchronized Discovery (next) and Delivery (current) workflows

tools129

flow-performance-optimization

Orchestrate continuous performance optimization with baseline establishment, bottleneck identification, optimization implementation, load testing, and SLO validation

testing129

flow-requirements-evolution

Orchestrate living requirements refinement, change control, impact analysis, and traceability maintenance throughout SDLC

data-ai129

flow-retrospective-cycle

Orchestrate systematic retrospective cycle with structured feedback collection, improvement tracking, and action item management

databases129

flow-security-review-cycle

Orchestrate continuous security validation, threat modeling, vulnerability management, and security gate enforcement across SDLC phases

testing129

flow-team-onboarding

Orchestrate Team Onboarding flow with pre-boarding, training, buddy assignment, and 30/60/90 day check-ins

testing129

flow-test-strategy-execution

Orchestrate comprehensive test strategy with test suite execution, coverage validation, defect triage, and regression analysis

testing129

intake-start

Ingest the Project Intake Form and kick off Concept → Inception with agent assignments, accepts optional guidance to tailor process

data-ai129

issue-close

Mark an issue as complete with comprehensive summary and verification

tools129

pr-review

Conduct comprehensive PR review from multiple perspectives (PM, Developer, QA, Security)

development129

regression-baseline

Create and maintain regression test baselines for comparison and drift detection across versioned snapshots

testing129

project-timeline-simulator

Simulate project outcomes with variable modeling, risk assessment, and resource optimization scenarios.

data-ai129

approval-workflow

Route marketing assets through multi-stakeholder approval chains with status tracking and escalation

data-ai129

review-synthesis

Aggregate multi-reviewer feedback into consolidated, prioritized, and actionable recommendations

databases129

acquire

Download media from discovered sources with format selection and progress tracking

development129

contract-manifest

Generate a human-readable manifest for an AIWG skill chain — agent assignments, requires/ensures contracts, data flow, and parallelization opportunities.

data-ai129

decompose-file

Analyze large source files and produce decomposition plans, optionally executing refactoring with import updates and test verification

development129

video-production

Project directory path (default current directory)

content-media129

flow-test-strategy-execution

Orchestrate comprehensive test strategy with test suite execution, coverage validation, defect triage, and regression analysis

testing129

issue-list

List and filter tickets/issues from configured backend

development129

tdd-enforce

Configure TDD enforcement via pre-commit hooks and CI coverage gates. Use when setting up test-first workflows or adding coverage gates.

testing129

workspace-health

Assess workspace alignment and recommend cleanup or realignment actions at key lifecycle transition points

tools129

flow-change-control

Orchestrate change control workflow with baseline management, impact assessment, CCB review, and communication

tools129

ralph-config

View and configure agent loop settings — show, set, reset, and apply named presets

data-ai129

ralph-external

Crash-resilient external loop with state persistence and CI/CD integration

testing129

sdlc-accelerate

End-to-end SDLC ramp-up from idea to construction-ready with automated phase transitions and focused gate questions

tools129

gate-evaluation

Validate phase gate criteria with multi-agent review and generate pass/fail reports

testing129

flow-inception-to-elaboration

Orchestrate Inception→Elaboration phase transition with architecture baselining and risk retirement

tools129

aiwg-regenerate-claude

Regenerate CLAUDE.md for Claude Code with hook file architecture

development129

flaky-detect

Identify flaky tests from CI history and test execution patterns. Use when debugging intermittent test failures, auditing test reliability, or improving CI stability.

development129

flow-architecture-evolution

Orchestrate architecture evolution workflow with ADR management, architecture review, breaking change analysis, and migration planning

research129

issue-update

Update existing ticket/issue with status changes, comments, or field updates

documentation129

research-quickref

Research framework quick reference — capability domains and curated discovery phrases for corpus inception, paper acquisition, GRADE quality, citation graphs, and provenance-tracked synthesis

development129

issue-driven-al

Orchestrates issue-driven agent loops that post cycle status to issue threads and incorporate human feedback in each cycle.

data-ai129

build-poc

Build a Proof of Concept (PoC) to validate technical feasibility and retire architectural risks

development129

smith-mcpdef

Generate MCP environment definition for MCPSmith with Docker and Node.js verification

tools129

quality-assess

Perform GRADE quality assessment on a research source

testing129

campaign-analytics

Project directory path (default current directory)

data-ai129

data-pipeline

Orchestrate marketing data collection, transformation, aggregation, and reporting workflows across platforms

development129

email-campaign

Project directory path (default current directory)

data-ai129

event-marketing

Project directory path (default current directory)

business129

intake-start-campaign

Validate manually-created campaign intake forms and kick off Strategy phase with agent assignments

testing129

legal-compliance

Project directory path (default current directory)

tools129

marketing-intake-wizard

Generate or complete marketing intake forms (campaign-intake, brand-profile, option-matrix) with interactive questioning and optional guidance

data-ai129

marketing-intake

Enable interactive question mode

business129

marketing-retrospective

Project directory path (default current directory)

business129

doc-consolidate

Crawl repository for scattered docs and consolidate into categorized reference index in .aiwg/docs/

development129

generate-realization

Generate behavioral specifications (Layer 3) from use cases and architecture documents using multi-agent orchestration

testing129

grade-report

Generate corpus-wide GRADE quality distribution report

testing129

intake-from-codebase

Scan existing codebase and generate intake documents by analyzing code, dependencies, and infrastructure. Accepts optional guidance text to tailor analysis.

development129

devkit-create-command

Create a new slash command with AI-guided behavior definition

development129

issue-comment

Add structured comments to issues using templates for progress, feedback, or blockers

documentation129

orchestrate-project

Plan iterations, delegate to SDLC agents, and compile iteration status

development129

regression-metrics

Track and analyze regression statistics, trends, hotspots, and health indicators across test suites

testing129

project-health-check

Analyze overall project health and metrics

testing129

regression-bisect

Identify the commit that introduced a regression using git bisect with automated test execution and blame context

testing129

regression-check

Compare current behavior against baseline to detect regressions

testing129

provenance-create

Create a W3C PROV-compliant provenance record for an artifact

tools129

provenance-report

Generate provenance coverage dashboard and statistics

data-ai129

regression-cicd-hooks

Integrate regression testing into CI/CD pipelines with baseline comparison and merge blocking on failure

testing129

regression-visual

Detect visual and UI regressions through screenshot comparison and pixel-diff analysis across browsers and viewports

research129

research-cite

Generate properly formatted citation from research corpus

development129

retrospective-analyzer

Analyze team retrospectives for insights

tools129

sdlc-accelerate

End-to-end SDLC ramp-up from idea to construction-ready with automated phase transitions and focused gate questions

tools129

sdlc-quickref

SDLC framework quick reference — phase model, capability domains, and curated discovery phrases that surface the right skill on `aiwg discover`

development129

sdlc-reports

Generate SDLC reports including iteration status, metrics dashboards, and executive summaries across phases

business129

security-assessment

Execute STRIDE threat modeling, vulnerability scanning, and security control validation with risk scoring

testing129

security-gate

Enforce minimum security criteria before iteration close or release

testing129

brand-audit

Project directory path (default current directory)

testing129

brand-compliance

Validate brand compliance across visual, verbal, and legal dimensions with actionable reports

testing129

smith-agenticdef

Generate or update the agentic environment definition for AgentSmith, SkillSmith, and CommandSmith

data-ai129

tot-decide

Evaluate architectural decisions using Tree of Thoughts exploration

testing129

tot-exploration

Trigger Tree of Thoughts exploration when agents face architectural decisions with multiple valid approaches

testing129

traceability-check

Verify bidirectional traceability from requirements to code to tests and identify coverage gaps and orphan artifacts

development129

knowledge-base-quickref

Knowledge-base framework quick reference — capability domains and curated discovery phrases for KB ingest/health, semantic-memory kernel skills, and llm-wiki profiles

development129

troubleshooting-guide

Generate troubleshooting documentation

documentation129

forensics-quickref

Forensics framework quick reference — capability domains and curated discovery phrases for incident response, log analysis, evidence preservation, and IOC extraction

development129

verify-citations

Verify all citations in a document against the research corpus

testing129

competitive-analysis

Project directory path (default current directory)

research129

crisis-response

Project directory path (default current directory)

tools129

budget-review

Project directory path (default current directory)

tools129

creative-brief

Project directory path (default current directory)

tools129

marketing-status

Project directory path (default current directory)

business129

performance-digest

Generate executive-ready marketing performance summaries with insights, trends, and prioritized recommendations

business129

pr-launch

Project directory path (default current directory)

tools129

sales-enablement

Project directory path (default current directory)

business129

find-sources

Discover and rank media sources across platforms for an artist or specific content

testing129

ops-quickref

Ops framework quick reference — capability domains, extension model, and curated discovery phrases for runbooks, inventory, audit trail, and verification

tools129

address-issues

Address open issues using issue-thread-driven agent loops with 2-way human-AI collaboration

data-ai129

research-workflow

Execute multi-stage research workflows

research129

aiwg-kb

Search AIWG knowledge base for help, documentation, and troubleshooting

documentation129

aiwg-setup-warp

Setup Warp Terminal with AIWG framework context (preserves existing content)

development129

aiwg-update-agents-md

Update AGENTS.md with project-specific context for Factory AI based on codebase analysis

development129

architecture-evolution

Manage architecture changes with impact analysis, ADR generation, migration planning, and breaking change tracking

research129

artifact-orchestration

Orchestrate multi-agent artifact generation using the Primary Author, Parallel Reviewers, Synthesizer, Archive pattern

data-ai129

mention-report

Generate traceability report from @-mentions

business129

ralph-resume

Resume an interrupted agent loop from last checkpoint

testing129

issue-create

Create a new ticket/issue with configurable backend (Gitea, GitHub, Jira, Linear, or local files)

development129

research-acquire

Download research papers and extract metadata

data-ai129

marketing-quickref

Marketing framework quick reference — capability domains and curated discovery phrases for campaign intake, brand compliance, content production, audience synthesis, and approval workflows

development129

ralph-memory

Manage Al semantic memory entries — list, query, and clear lessons learned across loop iterations

databases129

aiwg-update-agents-md

Update AGENTS.md with project-specific context for Factory AI based on codebase analysis

development129

incident-triage

Classify incidents by severity, assemble response teams, and coordinate initial response actions and comms

testing129

test-coverage

Analyze test coverage reports, identify gaps by priority, and recommend test improvements with trend tracking

testing129

competitive-intel

Gather and analyze competitive intelligence across channels to surface positioning shifts and market opportunities

tools129

campaign-kickoff

Project directory path (default current directory)

data-ai129

flow-construction-to-transition

Orchestrate Construction→Transition phase transition with IOC validation, production deployment, and operational handover

devops129

flow-knowledge-transfer

Orchestrate Knowledge Transfer flow with assessment, documentation, shadowing, validation, and handover

documentation129

flow-retrospective-cycle

Orchestrate systematic retrospective cycle with structured feedback collection, improvement tracking, and action item management

databases129

iteration-control

Manage bounded iteration loops for autonomous implementation — track retries, synthesize failure feedback, and escalate when limits hit

data-ai129

qa-protocol

Run multi-stage quality assurance on marketing assets with channel-specific validation and approval-ready reports

testing129

regression-report

Generate comprehensive regression analysis reports combining bisect, baseline, and metrics data with actionable recommendations

data-ai129

steward-prep-delivery

Steward-assisted prep for filing issues and PRs — environment capture, template selection, duplicate detection, delivery-policy compliance check

testing129

new-project

Scaffold a new AIWG-managed project with .aiwg/ directory structure, starter CLAUDE.md, and framework registry

development129

create-prd

Create a Product Requirements Document (PRD) for a product feature

documentation129

aiwg-update-claude

Update existing project CLAUDE.md with latest AIWG orchestration guidance

testing129

smith-sysdef

Generate system definition file for ToolSmith with tested OS commands

tools129

setup-tdd

One-command TDD infrastructure setup with pre-commit hooks and CI coverage gates

testing129

flow-risk-management-cycle

Orchestrate continuous risk identification, assessment, tracking, and retirement across SDLC phases

tools129

mention-validate

Validate all @-mentions resolve to existing files

testing129

flow-elaboration-to-construction

Orchestrate Elaboration→Construction phase transition with iteration planning, team scaling, and full-scale development kickoff

development129

audience-synthesis

Synthesize audience data from multiple sources into unified personas, segments, and targeting strategies

data-ai129

brand-identity-refinement

Refine brand identity through metaphor testing, competitive research, and owner-grounded verification tied to repository reality

testing129

mention-lint

Lint @-mentions for style consistency and correctness

development129

issue-auto-sync

Detect issue references in commits and artifacts and automatically update or close linked tracker issues

tools129

issue-create

Create a new ticket/issue with configurable backend (Gitea, GitHub, Jira, Linear, or local files)

development129

research-provenance

Query provenance chains and artifact relationships

data-ai128

hook-regenerate

Rebuild AIWG hook files from currently installed framework manifests

development128

log-analysis

Correlate auth.log, syslog, journald, application, and web logs to detect brute force, privilege escalation, and lateral movement.

development128

memory-forensics

Volatility 3 memory forensics workflows covering acquisition with LiME and WinPmem, and structured analysis using Volatility 3 plugin reference

tools128

research-gap

Analyze gaps in research coverage

data-ai128

research-lint

Run the research corpus lint ruleset to detect structural and referential integrity issues — orphan notes, missing frontmatter, broken references, missing GRADE assessments.

development128

best-practices-audit

Research-grounded validation of a target (file, directory, or topic) against external best practices and vendor docs. Produces a cited, evidence-grounded comparison.

testing128

corpus-export

Package corpus subsets as distribution archives. Filter by cluster, topic, REF range, or custom expression; bundles PDFs, analysis, citations, and BibTeX into tar.gz.

testing128

approval-workflow

Route marketing assets through multi-stakeholder approval chains with status tracking and escalation

data-ai128

issue-planner

Research-grounded SDLC issue planner — dispatches parallel research, generates the supporting doc corpus, then files prioritized cross-referenced issues for human review.

documentation128

research-quality-audit

Audit a research corpus for shallow stubs, missing sources, and doc-depth issues. Detects docs written from abstracts rather than full papers; can dispatch expansion agents.

testing128

research-quality

Assess source quality using GRADE methodology

testing128

chain-of-trust-design

Decision aid for bootstrap and verification chains — forces the 'what authenticates the authenticator' question; patterns for signed bootstrap, measured boot, recovery.

development128

research-query

Search the local research corpus, read matching findings, and synthesize an answer with inline citations to REF-XXX sources. The "query" operation for the research pipeline.

testing128

supply-chain-trust

Decision aid for supply-chain trust beyond CVE/SBOM — pinning depth, reproducible builds, snapshot pins, firmware locking, and vendor+hash-lock for critical-path deps.

development128

physical-threat-modeling

Threat library for physical-access threats STRIDE and OWASP Top 10 miss — evil-maid, DMA, hostile peripheral, travel-host, coercion, cold-boot, side-channel.

development128

chain-of-trust-design

Decision aid for bootstrap and verification chains — forces the 'what authenticates the authenticator' question; patterns for signed bootstrap, measured boot, recovery.

development128

crypto-primitive-selection

Decision aid for choosing AEAD, KDF, MAC, and signature primitives — flags anti-patterns (CBC-without-MAC, ad-hoc KDF, key reuse, PBKDF2-on-high-entropy).

testing128

address-issues

Address open issues using issue-thread-driven agent loops with 2-way human-AI collaboration

data-ai128

Cover Art Embedding

Patterns for finding, processing, and embedding cover artwork into media files

data-ai128

citation-guard

Verify citations against the research corpus to prevent hallucinated references and enforce GRADE compliance

testing128

supply-chain-trust

Decision aid for supply-chain trust beyond CVE/SBOM — pinning depth, reproducible builds, snapshot pins, firmware locking, and vendor+hash-lock for critical-path deps.

development128

induct-research

Induct research sources (issue, file, directory, or URI) into a research corpus — reads, annotates, and files structured induction tasks. Like address-issues but for research.

research128

supply-chain-forensics

SBOM analysis, build pipeline forensics, and dependency verification covering package integrity, build reproducibility, and CI/CD pipeline tampering

development128

rlm-query

Spawn sub-agent to process focused context and return structured result

data-ai128

secret-handling-runtime

Decision aid for runtime secret hygiene — fd passing, scratch surface, error-path safety, identifier hygiene, and avoiding the SECRETS_ENV aggregation anti-pattern.

testing128

physical-threat-modeling

Threat library for physical-access threats STRIDE and OWASP Top 10 miss — evil-maid, DMA, hostile peripheral, travel-host, coercion, cold-boot, side-channel.

development128

forensics-timeline

Build correlated event timeline from multiple sources

development128

soul-validate

Validate a SOUL.md file against community best practices and quality criteria

testing128

forensics-triage

Quick triage investigation following RFC 3227 volatility order

tools128

soul-enhance

Improve an existing SOUL.md by identifying vague sections, suggesting missing content, and generating calibration examples

content-media128

research-discover

Search for research papers across academic databases

data-ai128

auto-provenance

Generate W3C PROV-compliant provenance records automatically when agents create or modify artifacts

data-ai128

artifact-orchestration

Orchestrate multi-agent artifact generation using the Primary Author, Parallel Reviewers, Synthesizer, Archive pattern

data-ai128

build-poc

Build a Proof of Concept (PoC) to validate technical feasibility and retire architectural risks

development128

aiwg-doctor

Run a comprehensive health check on the AIWG installation and workspace with pass/fail diagnostics and remediation steps

testing128

rlm-mode

Detect requests for recursive decomposition and large-scale operations that benefit from RLM processing

tools128

research-quality-audit

Audit a research corpus for shallow stubs, missing sources, and doc-depth issues. Detects docs written from abstracts rather than full papers; can dispatch expansion agents.

testing128

research-archive

Package research artifacts for long-term archival

research128

corpus-snapshot

Generate a corpus snapshot report — computes dimensions, topology, degree distribution, delta from previous. Helps with cluster, chain, and gap analysis sections.

data-ai128

export

Export media collection to platform-specific formats (Plex, Jellyfin, MPD, mobile, archival)

development128

forensics-investigate

Full multi-agent investigation workflow

data-ai128

forensics-ioc

Extract and enrich indicators of compromise

tools128

contract-manifest

Generate a human-readable manifest for an AIWG skill chain — agent assignments, requires/ensures contracts, data flow, and parallelization opportunities.

data-ai128

forensics-status

Show investigation status dashboard

tools128

forensics-profile

Build target system profile via SSH or cloud API enumeration

development128

use

Deploy AIWG frameworks and addons to the current workspace across supported providers

development128

citation-backfill

Rebuild bidirectional citation edges in a research corpus. Scans outgoing citations, computes the inverse map, rewrites incoming tables. Fixes one-directional graphs.

development128

auth-factor-design

Decision aid for authentication factor architecture — have/know/are mapping, coercion resistance, FIDO2 PIN/UV policy, and PRF hot-path anti-patterns.

testing128

rlm-status

Show status of RLM task tree execution

tools128

find-sources

Discover and rank media sources across platforms for an artist or specific content

testing128

degraded-mode-design

Decision-aid skill for fail-closed vs fail-open behavior. Forces a degraded-mode matrix and rejects "type Y to override" prompts in favor of multi-step ceremonies

testing128

kb-health

Lint and health-check the knowledge base. Finds orphan pages, missing cross-references, stale claims, broken wiki-links, and regenerates the index.

development128

evidence-preservation

Chain of custody and evidence preservation procedures covering log collection, hash verification, custody documentation, and evidence packaging per RFC 3227

documentation128

forensics-report

Generate forensic investigation report

business128

architecture-evolution

Manage architecture changes with impact analysis, ADR generation, migration planning, and breaking change tracking

research128

YouTube Acquisition

yt-dlp patterns for acquiring content from YouTube and video platforms

content-media128

artifact-lookup

Search and navigate SDLC artifacts by topic, type, phase, or tag using the aiwg index CLI

tools128

soul-create

Generate a SOUL.md identity file from source material, interactive prompts, or an existing voice profile

data-ai128

research-cite

Format citations and generate bibliographies

development128

fanout

Dispatch the same query to multiple subagents in parallel across chunks in a manifest and aggregate results with source provenance

data-ai128

crypto-primitive-selection

Decision aid for choosing AEAD, KDF, MAC, and signature primitives — flags anti-patterns (CBC-without-MAC, ad-hoc KDF, key reuse, PBKDF2-on-high-entropy).

testing128

aiwg-update-claude

Update existing project CLAUDE.md with latest AIWG orchestration guidance

testing128

aiwg-setup-project

Update project CLAUDE.md with AIWG framework context and configuration

development128

forensics-acquire

Evidence acquisition with chain of custody and hash verification

data-ai128

forensics-hunt

Threat hunt using Sigma rules against log sources

data-ai128

aiwg-update-agents-md

Update AGENTS.md with project-specific context for Factory AI based on codebase analysis

development128

aiwg-update-warp

Update existing project WARP.md with latest AIWG orchestration guidance

testing128

build-artifact-index

Build or rebuild the SDLC artifact index for agent-navigable discovery

development128

corpus-index-build

Build graph indices (by-topic, by-year, authors, citation-network) from corpus state using definitions in .aiwg/config.yaml. Replaces a manual 3-agent dispatch.

development128

check-traceability

Verify the full refinement chain from use cases through behavioral specs, pseudo-code specs, code, and tests — report coverage at each layer and identify gaps

development128

target-profiling

Research and build a target system profile via SSH — discovers OS, services, users, network baseline, and security stack

development128

corpus-export

Package corpus subsets as distribution archives. Filter by cluster, topic, REF range, or custom expression; bundles PDFs, analysis, citations, and BibTeX into tar.gz.

testing128

citation-check

Check a file for citation quality and GRADE compliance

testing128

cleanup-audit

Audit codebase for dead code, unused exports, orphaned files, and stale manifests

development128

citation-backfill

Rebuild bidirectional citation edges in a research corpus. Scans outgoing citations, computes the inverse map, rewrites incoming tables. Fixes one-directional graphs.

development128

code-chunker

Map source file structure into navigable sections with line ranges and summaries for efficient agent navigation

development128

verify-archive

Verify archive integrity with self-verifying SHA-256 checksums, generate VERIFY.md, and optionally create W3C PROV provenance

testing128

linux-forensics

Generalized Linux incident response and forensic analysis covering Debian/Ubuntu, RHEL/CentOS/Rocky, and SUSE families

testing128

tag-collection

Apply metadata tags, embed artwork, and organize media files with consistent naming

data-ai128

Provenance Tracking

W3C PROV-O patterns for tracking media derivation chains and production history

data-ai128

Integrity Verification

SHA-256 checksum manifest generation, self-verification, and PREMIS fixity patterns

testing128

cloud-forensics

AWS, Azure, and GCP forensic investigation covering audit logs, IAM review, storage access, network flows, and compute instance forensics

testing128

aiwg-kb

Search AIWG knowledge base for help, documentation, and troubleshooting

documentation128

knowledge-base-quickref

AUTO-INVOKE when user mentions knowledge base, wiki, KB, semantic memory, llm-wiki, knowledge ingest, document corpus. Knowledge-base framework quick reference — discovery phrases for KB ingest/health, semantic-memory kernel skills, llm-wiki profiles.

development128

curate

Orchestrate end-to-end media curation from analysis through acquisition, tagging, and verification

content-media128

best-practices-audit

Research-grounded validation of a target (file, directory, or topic) against external best practices and vendor docs. Produces a cited, evidence-grounded comparison.

testing128

container-forensics

Forensic investigation of Docker, containerd/CRI-O, and Kubernetes — inventory, escape detection, eBPF runtime monitoring, RBAC and etcd audit. Use when investigating container compromise.

testing128

Metadata Tagging

opustags and ffmpeg patterns for applying metadata to audio and video files

data-ai128

acquire

Download media from discovered sources with format selection and progress tracking

development128

research-acquire

Download research papers and extract metadata

data-ai128

secret-handling-runtime

Decision aid for runtime secret hygiene — fd passing, scratch surface, error-path safety, identifier hygiene, and avoiding the SECRETS_ENV aggregation anti-pattern.

testing128

Archive Acquisition

Patterns for acquiring content from Internet Archive and archival sources

content-media128

soul-blend

Merge multiple SOUL.md files into a composite persona for team-level agents or multi-perspective characters

data-ai128

check-completeness

Analyze collection completeness against canonical discography and generate prioritized gap report

testing128

gap-documentation

Document missing content in media archives with standardized GAP-NOTE markers that guide acquisition and measure completeness

documentation128

aiwg-help

Display all available AIWG CLI commands, their arguments, and usage examples

tools128

research-quickref

AUTO-INVOKE when user mentions research, paper, citation, GRADE, corpus, provenance, literature review, induct paper, evidence, bibliography. Research framework quick reference — discovery phrases for corpus inception, paper acquisition, GRADE quality, citation graphs, provenance-tracked synthesis.

development128

marketing-quickref

AUTO-INVOKE when user mentions marketing, campaign, brand, content production, audience persona, copy, social media, marketing intake, approval workflow. Marketing framework quick reference — discovery phrases for campaign intake, brand compliance, content production, audience synthesis, approval workflows.

development128

Audio Extraction

ffmpeg patterns for extracting audio from video files and transcoding between formats

development128

Quality Filtering

Accept/reject logic and quality scoring heuristics for media content

testing128

assemble

Assemble media into thematic compilations, concert films, era playlists, and narrative experiences

content-media128

media-curator-quickref

AUTO-INVOKE when user mentions media curation, discography, archive, music collection, source acquisition, metadata tagging, Plex, Jellyfin, MPD. Media-curator framework quick reference — discovery phrases for discography analysis, source discovery, acquisition, quality filtering, metadata, archive integrity.

development128

sdlc-quickref

AUTO-INVOKE when user mentions SDLC, requirements, architecture, ADR, use case, user story, test plan, phase gate, inception, elaboration, construction, transition, intake, deploy. SDLC framework quick reference — phase model, capability domains, and curated discovery phrases for aiwg discover.

development128

Adoption

jmagly

radar-status

radar-init

curator-status

funder-network

profile-metrics

index

profile-communities

profile-generate

discovery-log

curator-init

profile-temporal

corpus-index-build

radar-report

profile-status

agent-loop

address-issues-threat-assess

forensics-quickref

aiwg-pr

binary-blob-audit

address-issues

deprecation-policy

confusable-unicode-audit

strict-toolchain-audit

banned-api-audit

security-engineering-quickref

security-report

security-disclosure-track

git-mirror-audit

sanitizer-in-ci

aiwg-utils-quickref

aiwg-delivery-pr

fuzzing-in-ci

dfir-readiness

committer-2fa-audit

aiwg-regenerate

torture-test

Transcribe Media

steward

add-agent

browser-doctor

mission-control

browser-reset

browser-setup

intake-wizard

devkit-create-agent

memory-ingest

project-status

al

devkit-create-skill

voice-apply

security-assessment

flow-release

orchestrate-project

research-workflow

ops-quickref

ci-workflow-audit

test-coverage

security-gate

aiwg-issue

aiwg-setup-project

issue-audit

aiwg-status

rlm-batch

customize-rebuild

rlm-search

npm-supply-chain-audit

supply-chain-hardening-quickstart

workspace-health

validate-metadata

update

soul-disable

uninstall-plugin

skills

template-engine

voice-analyze

steward

use

team