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

Production readiness review — strip prototype scaffolding, harden code, validate cost model, generate prod/ artifacts

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`.

Entity-profile graph edges + embedding similarity for a research corpus — profile→REF edges (first-class adjacency, reconciled against the citation graph) and text-embedding researcher similarity + collaboration link-prediction. Completes the

Install OpenProse for AIWG when not found. Tries `npx skills add`, falls back to git clone, then saves the resolved path to .aiwg/config.json.

Read and parse an OpenProse program file, extracting its contract (requires, ensures, strategies, errors, invariants) and services into a structured representation

Execute Python tests with pytest, supporting fixtures, markers, coverage, and parallel execution. Use for Python test automation.

Resume an interrupted agent loop from last checkpoint

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

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

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

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

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

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

Evaluate architectural decisions using Tree of Thoughts exploration

Generate UAT completion report with tool coverage matrix, pass/fail metrics, and regression detection

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

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

Create, manage, and validate Python virtual environments. Use for project isolation and dependency management.

Execute JavaScript/TypeScript tests with Vitest, supporting coverage, watch mode, and parallel execution. Use for JS/TS test automation.

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

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

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

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

Project directory path (default current directory)

Project directory path (default current directory)

Project directory path (default current directory)

Project directory path (default current directory)

Project directory path (default current directory)

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

Project directory path (default current directory)

Project directory path (default current directory)

Analyze LLM pipeline costs and generate concrete optimization recommendations with savings estimates

Project directory path (default current directory)

Project directory path (default current directory)

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

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

Create a new slash command with AI-guided behavior definition

Create a new AIWG extension (framework expansion pack) with AI-guided setup

Comma-separated phase names

Validate addon, framework, or extension structure and manifest

Project directory path (default current directory)

Run evaluation tests against an agent to assess quality and archetype resistance

Project directory path (default current directory)

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

Show AIWG hook state across all installed providers

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

Project directory path (default current directory)

Enable interactive question mode

Project directory path (default current directory)

Project directory path (default current directory)

Display @-mention naming conventions and placement rules

Lint @-mentions for style consistency and correctness

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

Recommends the right LLM pipeline pattern for a use case — simple chain, embedded agent, state machine, RAG, eval loop, or dynamic prompt

Show status overview of all LLM inference pipelines in the current project

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

Project directory path (default current directory)

Production prompt engineering — write, iterate, and refine prompts with built-in eval loop feedback

Clone or update the OpenProse repository to ensure AIWG prose tools hook into the latest version of the specification and examples

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`.

Attach to a running agent loop's live output stream

Inject relevant past reflections into agent context at iteration start so agents learn from prior mistakes without repeating them

Search for research papers across academic databases

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

Project directory path (default current directory)

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

Project directory path (default current directory)

Disable soul enforcement without deleting SOUL.md or soul files

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.

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

Detect requests for UAT generation, execution, or reporting and invoke the appropriate UAT command

Project directory path (default current directory)

Automatically execute tests when code-generating agents modify source files, enforcing the execute-before-return pattern

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

Project directory path (default current directory)

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

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

Report on research corpus health, completeness, and integrity

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

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`.

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

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`.

Interactive tuning of Verbalized Sampling diversity parameters with preset management and A/B comparison

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`.

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

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

List the frameworks and addons currently installed in the workspace registry

Append a structured event to a consumer's semantic memory log

Generate a human-readable Markdown view from a consumer's JSON Lines event log

Generate traceability report from @-mentions

Analyze codebase and inject @-mentions for traceability

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`.

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`.

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`.

Create a W3C PROV-compliant provenance record for an artifact