AI Agent Workflow Collection

Assess the Agent Adoption level of the current project across all 8 criteria (A1–A8) and produce a structured report with the achieved level, per-criterion scores, gaps, and recommendations.

Assess the Agent Readiness level of the current project across all 11 criteria (C1.1–C8.2) and produce a structured report with the achieved level, per-criterion scores, gaps, and recommendations.

Pick the top task from TODO.md, implement it fully, commit and push to git, then mark it complete. Use when you want to work on the next item in the project task list.

Improve adoption criterion A1 (Agent Context Availability) in the current project by creating or enriching agent context files and MCP configuration. Raises the fulfillment level by one step.

Improve adoption criterion A2 (Agent-Authored Contributions) by setting up the tooling and guidance that enables and tracks agent contributions. Raises the fulfillment level by one step.

Improve adoption criterion A3 (Feedback Loop Closure) by adding verification guidance to agent context files and configuring CI/monitoring MCP access. Raises the fulfillment level by one step.

Improve adoption criterion A4 (Task Scope) by creating skills and guidance that enable agents to handle progressively larger tasks. Raises the fulfillment level by one step.

Improve adoption criterion A5 (Workflow Integration) by embedding agents into pull request creation, CI observation, and review processes. Raises the fulfillment level by one step.

Improve adoption criterion A6 (Autonomous Operation) by creating event-triggered and scheduled GitHub Actions workflows that invoke agents without human initiation. Raises the fulfillment level by one step.

Improve adoption criterion A7 (Proactive Quality Management) by configuring automated dependency updates, security scanning, and agent-driven tech debt PRs. Raises the fulfillment level by one step.

Improve adoption criterion A8 (Planning Integration) by creating story-generation skills and MCP connections to project management tools so agents participate in planning workflows. Raises the fulfillment level by one step.

Assess the current Agent Adoption level of the project, identify which criteria block the next level, and implement improvements for each blocking criterion to raise the project to the next adoption level. Embeds all improve-a logic inline.

Improve readiness criterion C1.1 (Codebase Accessibility) in the current project by creating or enhancing the agent context file (CLAUDE.md). Raises the fulfillment level by one step.

Improve readiness criterion C2.1 (Setup Automation) in the current project by adding or upgrading setup automation. Raises the fulfillment level by one step.

Improve readiness criterion C3.1 (Architecture Depth) in the current project by generating architecture documentation. Raises the fulfillment level by one step.

Improve readiness criterion C4.1 (Requirements Access) in the current project by generating vision and user story documentation. Raises the fulfillment level by one step.

Improve readiness criterion C5.1 (Runnability) in the current project by adding run configuration. Raises the fulfillment level by one step.

Improve readiness criterion C5.2 (Unit Test Coverage) in the current project by generating unit tests for untested code. Raises the fulfillment level by one step.

Improve readiness criterion C5.3 (Integration and E2E Coverage) in the current project by adding integration or E2E test infrastructure. Raises the fulfillment level by one step.

Improve readiness criterion C6.1 (Static Analysis) in the current project by adding linting, type checking, or security scanning. Raises the fulfillment level by one step.

Improve readiness criterion C7.1 (Test Isolation) in the current project by adding mocks, fixtures, or seed scripts. Raises the fulfillment level by one step.

Improve readiness criterion C8.1 (CI/CD Automation) in the current project by creating or extending GitHub Actions workflows. Raises the fulfillment level by one step.

Improve readiness criterion C8.2 (Observability) in the current project by adding structured logging and monitoring configuration. Raises the fulfillment level by one step.

Assess the current readiness level of the project and implement all improvements needed to raise it to the next level. Runs the relevant improve-c logic for each blocking criterion inline.