[tylerhutcherson]

Readers need one reproducible path from Playbook provisioning to published guidance. This change aligns the developer and operator docs with the reviewed API, standardizes setup across Python, CLI, and cURL, and completes the proposal and extraction handoffs.

Developer docs

• Use the GA umbrella installation command and three canonical IRIS_AGENT_PLAYBOOKS_* variables in .env, with environment-based Python clients and direct CLI/cURL use.
• Present Python, CLI, and cURL in that order where supported. Remove 14 TypeScript examples and their npm/compiler/CI dependencies.
• Cover skill ZIP proposals, revision-bound resource reads, digest verification, acceptance/publication, and observed inventory counts.
• Align HTTP/CLI, Python, and MCP parameter tables with the SDK contract and backend source. Clarify discovery defaults, evidence fields, flat CLI authoring files, and required versus optional revision checks.
• Apply Michelle Luna’s subject–verb agreement corrections across the indexes and related Playbooks references.

Operator docs and validation tooling

• Clarify runtime versus authoring permissions, key replacement/revocation, extraction prerequisites, pause behavior, and missing-output diagnosis.
• Add service recovery guidance and align shared setup with Configuration/Connect.
• Preserve original operator-validation failures when resource cleanup also fails, with regression cases for deletion and client-close failures.

Validation

• 111 scoped checks pass locally and in clean Python 3.12 CI, including dotenv copy-and-run, request serialization, proposal-resource integrity, agent/MCP failure handling, and cleanup diagnostics.
• SDK source/contract parity, actionlint, and whitespace checks pass. The API audit changes only operation descriptions; request/response schemas and routes are preserved.
• Final local end-to-end validation runs all 28 Python/CLI/cURL programs copied through the preview’s actual copy buttons, including two real-model agent integrations. All pass. Copied skill-package preparation also passes. Earlier validation covers nine operator scenarios including real Agent Memory extraction into an unpublished FAQ.
• Browser checks cover 17 pages at 1440 px and 390 px, tab order, agreement fixes, and snippet/full-program copy parity for 60 example groups / 163 client bindings per width. All 146 audited internal links/anchors and eight images resolve; the downloaded contract contains 40 operations.
• Full 20,406-page Hugo build passes with existing warnings outside Playbooks. Disposable live resources and temporary credentials were cleaned up.

Validation details are recorded in for-ais-only/agent-playbooks-docs-review.md. The operator tests’ Memory SDK dependency is transitively pinned: redis-iris==1.0.0b2 requires redis-agent-memory==1.0.0b1, confirmed by package metadata and the clean CI installation log.

Latest commit: 966bb2530.

Launch checks

• Publish the stable redis-iris package before GA: the documented >=1.0.0 installation currently cannot resolve. Deterministic validation uses the available 1.0.0b2 packages.
• Deploy a backend compatible with the reviewed contract. The older local data plane rejects skill proposals; the SDK-matched backend passes them.
• Complete an authenticated Cloud console walkthrough. Console labels were checked against source; console environment-block/skill-prompt changes remain UI work.
• A shared Hugo incremental-render issue can omit full-copy templates after editing; fresh builds pass. The local preview was restarted after final edits.

Base: iris-ga-docs, the integration branch for Redis Iris GA docs #4400.
Related: Iris GA Bug Bash MOD-20222, developer publication MOD-19391, and operator publication MOD-19679.

[CLAassistant]

All committers have signed the CLA.

[github-actions]

Staging links:
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/agent-integration/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/concepts/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/limits/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/manage-faqs/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/manage-skills/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/mcp/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/proposals/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/quickstart/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/agent-playbooks/retrieval/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/concepts/request-flow/
https://redis.io/docs/staging/docs/playbooks-ga-alignment/develop/ai/context-engine/sdk-and-cli/

[github-actions]

🧠 Redis Memory

Found 7 related items from repository history (2 new this commit):

• PR — Iris docs: GA consistency pass on the 1.0 release and CLI

  Part of the GA pass for Redis Iris GA docs #4400. It brings iris-ga-docs in line with the 1.0 release and the current redis-iris CLI.

• PR — Redis Iris GA docs

  Redis Iris GA docs

• Commit — Iris docs: GA consistency pass on the 1.0 release and CLI

  Iris docs: GA consistency pass on the 1.0 release and CLI

• PR — WIP: Redis Agent Playbooks developer docs

  MOD-19391 — Redis Agent Playbooks developer documentation.

• PR — WIP: Redis Agent Playbooks self-managed operator docs

  MOD-19679 — Self-managed Redis Agent Playbooks operator documentation.

• PR — MOD-20121: Update Playbook operator extraction setup 🆕

  Ticket and stack

• PR — WIP: Playbook developer docs 🆕

  Adds the Agent Playbooks developer docs under /develop/ai/context-engine/agent-playbook/ for docs-team and product review. The guides cove

Memory updated at 966bb25

[cursor]

Stale Bugbot comment from a previous run.

[cursor]

Cursor Bugbot has reviewed your changes using high effort and found 1 potential issue.

^{❌ Bugbot Autofix is OFF. To automatically fix reported issues with cloud agents, have a team admin enable autofix in the Cursor dashboard.}

^{Reviewed by Cursor Bugbot for commit 966bb25. Configure here.}