0–5 min: choose scope
Pick one tool, one repository tier, one allowed task class, and one owner.
Success checkThe pilot has a narrow written boundary.
Governance checklist · Updated 2026-06-27
A practical rollout policy for teams adopting Claude Code, OpenAI Codex CLI, and other coding agents after a bakeoff proves the workflow is useful.
A successful agentic coding bakeoff answers whether a tool can produce useful reviewed diffs. Governance answers the harder question: where is the tool allowed, what can it do, who reviews it, what must be logged, and when must it stop?
This checklist turns agentic coding from a personal productivity habit into a team policy. It covers repository access, command authority, hooks, MCP servers, plugins, secrets, prompt injection, branch protection, PR review, audit logs, and incident response for tools such as Claude Code, OpenAI Codex CLI, Claude Code Best Practice, AI Website Cloner Template, and gstack-style workstation baselines.
RepoDaily verdict
Do not roll out coding agents broadly until the team has a written policy for allowed repositories, denied paths, command approvals, hooks and MCP servers, secret handling, PR review, logging, and rollback. A coding agent should create reviewed engineering artifacts, not invisible local automation.
| Governance area | Default rule | Escalate when | Evidence to keep |
|---|---|---|---|
| Repository access | Start with low-risk repos and explicit opt-in | Repo touches production, regulated data, infra, auth, billing, or secrets | Allowed repo list, owner approval, risk tier |
| Command policy | Allow read/build/test commands; require approval for mutation or network operations | Command can delete, deploy, migrate, exfiltrate, install, or change credentials | Command log, approval trace, denied-command list |
| Sensitive paths | Block secrets, deploy scripts, migrations, IaC, lockfiles, and data dumps by default | Task genuinely requires these paths | Path exception, reviewer, final diff |
| Hooks and plugins | Review before enabling and pin source/version | Hook runs commands, calls services, or changes files automatically | Hook source, config, owner, review notes |
| MCP servers and tools | Approve server-by-server with least privilege | Server can access browsers, files, databases, tickets, email, or cloud APIs | Server inventory, scopes, tokens, owner |
| PR review | Human owner and CI required for every generated patch | Patch changes security, dependencies, schema, infra, or user data | PR link, CI result, reviewer comments |
| Secrets and data | No unmanaged secrets in agent workspaces | Agent needs customer data, prod logs, API keys, or private datasets | Data approval, redaction notes, retention decision |
| Audit logs | Record task, prompt, tool, commands, diffs, tests, approvals, reviewer decision | Incident, rollback, or policy exception occurs | Immutable run report or PR checklist |
Use this scorecard before expanding agentic coding from a pilot to a team standard.
| Control | 0 points | 1 point | 2 points | Owner question |
|---|---|---|---|---|
| Repo tiering | No tiers | Informal tiers | Explicit low/medium/high-risk repo policy | Which repos can agents write to today? |
| Command approvals | Ad hoc prompts | Some denied commands | Documented allow/deny/approval list | Which command would stop a run? |
| Tool inventory | Unknown hooks/plugins/MCP | Partially documented | Owner, scope, token, and version tracked | Who owns each external tool? |
| Secret hygiene | Secrets may be in workspace | Some cleanup | No unmanaged secrets and clear redaction rules | What can the agent see locally? |
| Review workflow | Generated patches self-merged | Human review sometimes | CI + human owner required | Who is accountable for the merge? |
| Incident response | No rollback plan | Manual rollback | Stop, revoke, revert, report playbook exists | What happens after a bad agent action? |
Use this plan before allowing a coding agent beyond a personal pilot.
Pick one tool, one repository tier, one allowed task class, and one owner.
Success checkThe pilot has a narrow written boundary.
List allowed commands, denied paths, approval triggers, and required PR checks.
Success checkA reviewer can stop a run based on written rules.
Record hooks, plugins, MCP servers, package versions, tokens, and external services.
Success checkEvery external capability has an owner and reason.
Execute a low-risk task while collecting commands, diff, tests, approvals, and reviewer comments.
Success checkThe run produces a reviewable artifact and policy evidence.
Decide expand, repeat, restrict, or stop; record policy gaps and next review date.
Success checkThe next step is based on evidence and owner sign-off.
| Use case | Allowed policy | Required review |
|---|---|---|
| Read-only explanation | Allowed in most repos except regulated/customer-data areas | Reviewer checks that explanations do not expose secrets or invent behavior |
| Docs update | Allowed in low-risk repos with tests optional | Human review for factual accuracy and unsupported claims |
| Test addition | Allowed in low/medium-risk repos with CI required | Reviewer checks that tests assert real behavior and not snapshots only |
| Small bug fix | Allowed after bakeoff success with focused tests | Human owner, CI, changed-file review, rollback path |
| Dependency update | Approval required | Security/license review, lockfile review, changelog check |
| Database migration | Restricted by default | Senior reviewer, migration rollback, data safety review |
| Infrastructure/IaC change | Restricted or read-only until policy matures | Infra owner approval, plan output, secret scan, rollback owner |
| Website cloning benchmark | Allowed only on approved reference pages | Copyright/asset scope review and no production deployment without owner approval |
If commands and diffs are not logged, the organization cannot learn from or investigate agent behavior.
README files, issues, comments, docs, and fixtures can contain instructions that conflict with team policy.
Hooks, plugins, and MCP servers can quietly turn a coding assistant into a broad automation platform.
Agents can read local files, env vars, logs, or configs unless the workspace and shell are prepared.
A human clicking merge is not enough; the reviewer must understand the diff and own the outcome.
Agent versions, settings, hooks, and repository risk can change. Governance needs periodic review.
Label repos as read-only, low-risk write, medium-risk approval, high-risk restricted, or prohibited.
Permit read, format, lint, unit-test, and typecheck commands first; require approval for install, network, delete, deploy, migrate, or credential operations.
Block or approve access to `.env`, secrets, infra, migrations, auth, billing, production configs, and large data dumps.
Track hooks, plugins, MCP servers, browser tools, file tools, package managers, and external APIs with owner and scope.
Require generated-code label, tests, changed-file review, data/secrets check, dependency check, and reviewer ownership.
Define stop, revoke token, revert commit, rotate secret, notify owner, and update policy steps.
Short answers for teams turning agentic coding pilots into policy.
After it passes a real bakeoff and the team has written rules for repository access, command approvals, secrets, tool integrations, PR review, logging, and rollback.
No. Enable them one by one with owner, scope, token, version, and review notes.
Start read-only. Write access to infrastructure should require senior owner approval, plan output, CI, rollback path, and explicit command policy.
Task prompt, tool/version, repository, commands, changed files, tests, approvals, reviewer, merge decision, and any policy exception.
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