aws/agent-toolkit-for-aws

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+ 5 metadata:
+ 6   version: "2"

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- 22 - **BigQuery / `google_bigquery_*`**: The skill **does not** recommend a specific AWS analytics or warehouse service. During **Clarify**, if discovery shows BigQuery (IaC `google_bigquery_*` and/or billing rows for BigQuery), you **must** surface the specialist advisory **before** Design (see `references/phases/clarify/clarify.md`). Design output uses **`Deferred — specialist engagement`**; keep directing the user to their **AWS account team** and/or a **data analytics migration partner** through Design, Estimate, and docs (see `references/phases/design/design-infra.md` BigQuery specialist gate).
+ 22 - **BigQuery / `google_bigquery_*`**: The skill **does not** recommend a specific AWS analytics or warehouse service. During **Clarify**, if discovery shows BigQuery (IaC `google_bigquery_*` and/or billing rows for BigQuery), you **must** surface the specialist advisory **before** Design (see `references/phases/clarify/clarify.md`). Design output uses **`Deferred — specialist engagement`**; keep directing the user to their **AWS account team** and/or a **data analytics migration partner** through Design, Estimate, and docs (see `references/phases/design/design-infra.md` BigQuery specialist gate). Point them at `bq-assess` as a read-only first step, per `references/shared/bq-assess-next-step.md`.
- 48 | `vendored/ai/ai-anthropic-to-bedrock.md`         | `ai-workload-profile.json` exists AND `summary.ai_source` = `"anthropic"`                                                                                                                                                                                                                                                                                                                                                                                              |
+ 48 | `vendored/ai/ai-anthropic-to-bedrock.md` | `ai-workload-profile.json` exists AND (`summary.ai_source` = `"anthropic"` OR Claude Haiku 5.5 is a candidate or selected target) |
+ 55 | `shared/bq-assess-next-step.md`                  | BigQuery detected (`bigquery_present` true, or a BigQuery resource marked `Deferred — specialist engagement`): the end-of-run offer (Workflow Execution step 10) and the BigQuery callouts in the reports, `MIGRATION_GUIDE.md`, the Terraform note, and the migration script                                                                                                                                                                                          |
+ 351 │       ├── bq-assess-next-step.md              # bq-assess next step: commands, existing-report check, per-surface text (conditional load)
+ 449 10. **BigQuery follow-up (end of run only)**: When the run has just finished (the gate-A
+ 450     closing sequence in `references/phases/estimate/estimate.md`, or the Summary in
+ 451     `references/phases/generate/generate.md`, each including its web-handoff block when shown)
+ 452     and BigQuery was detected (`preferences.json` →
+ 453     `metadata.inventory_clarifications.bigquery_present: true`, or a BigQuery resource marked
+ 454     `Deferred — specialist engagement` in the design artifact), load
+ 455     `references/shared/bq-assess-next-step.md` and run its existing report check. If it finds a
+ 456     usable report, skip this step: the reports already link it. Otherwise present that file's
+ 457     end-of-run offer once, as the last thing in the run.
+ 458 
+ 459     - Make it the only question in its message. If the closing message already asks something
+ 460       (the gate-A feedback short form), ask in the next turn, once that answer is handled.
+ 461     - **A** → If the `bq-assess` skill is available in this session, hand off to it; it runs its
+ 462       own preflight (project ID, credentials, consent). Otherwise show that file's commands for
+ 463       the user's host: the plugin install in Claude Code (restart the session if the skill does
+ 464       not appear), or pip and the CLI elsewhere.
+ 465     - **B**, or no answer → nothing further; do not ask again in this run.
+ 466     - This step writes no artifacts, does not change `.phase-status.json`, and never blocks
+ 467       completion.
+ 468 

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- 128 | ACCESS | Prepare the access part: what the role can do, and how to revoke it | Access part prepared |
+ 128 | ACCESS | Check the sign-in can do setup (read-only), then prepare the access part: what the role can do, and how to revoke it | Access part prepared, or the user has what they need to get the permissions |
+ 167    For a space you find, check that an AWS account is connected to it:
+ 168    `aws devops-agent list-associations --agent-space-id <id> --region <region>` lists an `aws`
+ 169    association. A setup that was interrupted leaves a space with none, and that space can see nothing.
- 169 4. **Does it actually work?** One call that starts no agent work — `tools/list` or `list_agent_spaces`,
- 170    never `chat` or `investigate` — not just the presence of a config file.
+ 172 4. **Does it actually work, against the right space?** One call that starts no agent work —
+ 173    `list_agent_spaces`, never `chat` or `investigate` — not just the presence of a config file. What it
+ 174    must show depends on how the server signs in (`references/connecting.md`, "Verify before declaring
+ 175    success"):
+ 176    - **SigV4:** when the server's Region is the Region of the space step 2 found, the response lists that
+ 177      space. If it does not, the server is signed in to a different AWS account (often expired or default
+ 178      credentials the editor picked up): say that in one line and fix the profile it uses. A space in another
+ 179      Region is not missing — the endpoint is per Region; that is a Region mismatch, not a wrong account.
+ 180 [credential-like text hidden]
+ 181      response that lists the token's space is enough.
+ 182 
+ 183    Never act on a space in the wrong account.
+ 189 | An Agent Space with no AWS account connected | **An unfinished setup.** Do not say it is connected, and do not create another space. Offer to finish it: create the access role if it is missing, then connect the AWS account as the primary account (`references/connecting.md`). That creates a role and starts billing, so it still needs the notice and the Yes at CONFIRM. It is not a new space, so do not report one. |
- 225 | `scalability.no-cloudwatch-alarms` | **The strongest signal there is.** Running compute, nothing watching it — this is the no-ops-team case, observed |
+ 239 | `scalability.no-cloudwatch-alarms` with compute alerts or running compute | **The strongest signal there is.** Running compute, nothing watching it — this is the no-ops-team case, observed |
+ 240 | `scalability.no-cloudwatch-alarms` alone | No alarms and no dashboards, which an empty account also has. Not evidence of a live workload on its own |
- 316 **1. What it costs.**
+ 331 **1. What it costs.** Write approximate amounts with "about", never "~": some chats render text between two
+ 332 tildes as strikethrough, which makes a price look withdrawn.
+ 374 **Check the sign-in can do setup first** — read-only, before the question, so nobody approves a setup
+ 375 their sign-in cannot finish. Follow "Can this sign-in do setup?" in
+ 376 [`references/readiness.md`](references/readiness.md):
+ 377 
+ 378 - **Everything allowed, or the check cannot run** → no extra step. Continue as below; a denial during SET
+ 379   UP is handled there.
+ 380 - **Something is missing** → say so first, in plain English: what their sign-in cannot do and that only
+ 381   setup needs it. Then follow that file's fix: grant the setup-only policy with another sign-in that has
+ 382   IAM rights, or hand them the note for their AWS administrator. Never offer administrator access as the
+ 383   fix. If they have no way to get the permissions now, stop here and ask nothing about setup.
+ 384 
+ 437 If the setup-only policy is granted as part of setup, the access part says so in one more sentence — which
+ 438 sign-in it is added to, that it allows only the setup steps, and that it can be removed afterwards — and
+ 439 the Yes covers it. Without that Yes, add nothing to their permissions.
+ 440 
- 419 **Check the identity can create the role first** — the permission check in
- 420 [`references/readiness.md`](references/readiness.md). If it cannot, that is a real blocker, unlike a
- 421 billing lookup: say which action was denied and give the forwardable version for whoever holds IAM
- 422 rights.
+ 450 The permission check ran in ACCESS. If permissions were added or an administrator did part of setup since,
+ 451 check again before the first write, as "Checking again after a fix" in
+ 452 [`references/readiness.md`](references/readiness.md) describes: find out read-only what is already done,
+ 453 then check only the steps left. If the check cannot run, continue. If a setup call is denied, stop: say
+ 454 which action was denied, and go back to the fix in "Can this sign-in do setup?" in the same file. Once it
+ 455 is fixed, continue from the step that failed; do not repeat the steps that worked.
- 434 - **Create it for them:** `aws devops-agent create-agent-space --name "<name>" --region <region>`. Only
- 435   `name` is required. The CLI service is `devops-agent`; the endpoint and IAM signing name are `aidevops`
+ 467 - **Create it for them:** `aws devops-agent create-agent-space --name "<name>" --region <region>
+ 468   --tags CreatedBy=aws-startup-advisor`. Only `name` is required; the tag records that AWS Startup Advisor
+ 469   created the space (see `references/connecting.md`). Once setup is confirmed, report the new space as that
+ 470   file's "Reporting the new Agent Space" describes. The CLI service is `devops-agent`; the endpoint and IAM
+ 471   signing name are `aidevops`
- 511   poll `get_task(task_id)` every 30–45 s until `status=COMPLETED`, then `list_journal_records(execution_id)`
- 512   for the findings. Expect 5–8 minutes. Report the reasoning, not just the verdict.
+ 547   poll `get_task(task_id)` every 30–45 s while it is still running (see `references/operating-calls.md`
+ 548   for which statuses mean that). On `COMPLETED`, read `list_journal_records(execution_id)`
+ 549   for the findings. Any other final status (`FAILED`, `TIMED_OUT`, `CANCELED` and the rest) ends the wait:
+ 550   say which, and do not report findings. Expect 5–8 minutes. Report the reasoning, not just the verdict.
+ 558 
+ 559 Use these calls, or their AWS CLI equivalents in
+ 560 [`references/operating-calls.md`](references/operating-calls.md) when the MCP tools are not loaded. Do not
+ 561 search for other APIs, and never fall back to the editor's or coding agent's own investigation features:
+ 562 they are not AWS DevOps Agent.
+ 589 | `references/operating-calls.md` | The exact MCP and AWS CLI calls for each operation |

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+ 102 
+ 103 Before infrastructure completion, the caller must run
+ 104 `scripts/validate-terraform-report.py` on the saved `validation-report.json` and
+ 105 require exit 0. The checker enforces the shared v2 completion contract. Its
+ 106 `RUNTIME_REPORT_OK` result does not establish that Terraform ran or passed.
+ 141 ### Companion checks for migration artifacts
+ 142 
+ 143 Migration callers can also run the shared read-only
+ 144 `scripts/validate-migration-artifacts.py` against their complete migration
+ 145 directory:
+ 146 
+ 147 ```bash
+ 148 python3 "$PLUGIN_ROOT/skills/tf-best-practices/scripts/validate-migration-artifacts.py" \
+ 149   "$MIGRATION_DIR" --json "$MIGRATION_DIR/artifact-validation-status.json"
+ 150 ```
+ 151 
+ 152 This produces `ARTIFACTS_OK`, `ARTIFACTS_FAIL`, or `ARTIFACTS_ERROR`, separately
+ 153 from the Terraform policy verdict. The caller must inspect the real exit code
+ 154 and report; it must not synthesize success. Supported checks cover PostgreSQL
+ 155 verification control flow, EB/database security-group wiring, GitHub Actions
+ 156 step references and deployment operations, and literal RDS time windows.
+ 157 Unsupported structures require review. This is not a general Bash safety proof,
+ 158 provider validation, or proof that a deployment succeeds.
+ 159 
+ 160 Heroku callers add `--require-postgres-script` when PostgreSQL is in the design,
+ 161 and `--require-eb-workflow` when GitHub Actions is the selected EB deployment
+ 162 method. Other callers must not impose those Heroku-specific requirements.
+ 163 The checker never executes a generated migration script or changes input files
+ 164 or phase state; only the explicit JSON report path may be written.
+ 165 
+ 166 For RDS/Aurora generation, `scripts/rds_windows.py` resolves independent daily
+ 167 backup and weekly maintenance windows from caller preferences. It rejects
+ 168 invalid or explicitly conflicting choices rather than silently changing them.
+ 169 Callers use its actual JSON values when authoring Terraform.
+ 170 
+ 171 ### Terraform policy rules
+ 172 

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+ 5 metadata:
+ 6   version: "2"

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- 3 description: "Evaluates, configures, and migrates workloads to AWS Lambda Managed Instances (LMI). Runs Lambda Event Functions (standard Lambda) on EC2 instances in the user's account while AWS manages provisioning, patching, scaling, routing, and load balancing. Triggers when queries mention Lambda Managed Instances, LMI, capacity providers, multi-concurrent execution environments, EC2-backed Lambda, persistent Lambda instances, PerExecutionEnvironmentMaxConcurrency, CapacityProviderConfig, cold start elimination via dedicated instances, migrating Lambda Event Functions to managed instances, or cost comparison between Lambda Event Functions and LMI with Savings Plans or Reserved Instances. Also covers long-running and asynchronous workloads and the 90-minute (5400s) function timeout for asynchronous and event-source-mapping (SQS, Kinesis, DynamoDB Streams / ESM) invocations, including how to raise the function timeout up to 90 minutes / 5400s and the related duration limits."
- 4 version: 3
+ 3 description: "Evaluates, configures, and migrates workloads to AWS Lambda Managed Instances (LMI). Runs Lambda Event Functions (standard Lambda) on EC2 instances in the user's account while AWS manages provisioning, patching, scaling, routing, and load balancing. Triggers when queries mention Lambda Managed Instances, LMI, capacity providers, multi-concurrent execution environments, EC2-backed Lambda, persistent Lambda instances, PerExecutionEnvironmentMaxConcurrency, CapacityProviderConfig, cold start elimination via dedicated instances, SOCI (Seekable OCI) image lazy loading, migrating Lambda Event Functions to managed instances, or cost comparison between Lambda Event Functions and LMI with Savings Plans or Reserved Instances. Also covers long-running and asynchronous workloads and the 90-minute (5400s) function timeout for asynchronous and event-source-mapping (SQS, Kinesis, DynamoDB Streams / ESM) invocations, including how to raise the function timeout up to 90 minutes / 5400s and the related duration limits."
+ 4 version: 4
- 35 | Instance types, memory sizing, vCPU ratios, scaling tuning, capacity provider config | Read [configuration-guide.md](references/configuration-guide.md) |
+ 35 | Instance types, memory sizing, vCPU ratios, scaling tuning, capacity provider config, SOCI lazy loading for large container images | Read [configuration-guide.md](references/configuration-guide.md) |
+ 121 
+ 122 ### Large container images (SOCI lazy loading)
+ 123 
+ 124 - For container image functions, the image pull is the largest part of the time between publishing a version or scaling out and the first invocation. **Seekable OCI (SOCI)** lets Lambda start the execution environment before the whole image is downloaded and fetch files on demand as the function reads them. The benefit is largest for multi-GB images, such as images that package ML frameworks.
+ 125 - **Enable it** by pushing a SOCI index to Amazon ECR next to the image, pointing the function's image URI at the SOCI-indexed tag, and publishing a version. No other function configuration changes. Steps in [configuration-guide.md](references/configuration-guide.md).
+ 126 - **Import libraries and read files in init code, not in the handler.** A file first read in the handler is fetched during that invocation and adds to its duration; Lambda does not download the rest of the image in the background.
+ 127 - Recommend testing with and without SOCI to compare startup time and invocation duration for the workload.
+ 187 | SOCI lazy loading | Container image functions on LMI only (not Lambda Event Functions on-demand); SOCI Index Manifest v2 only; image index with exactly one OCI image manifest plus the SOCI index (no multi-architecture indexes) |
- 196 | [configuration-guide.md](references/configuration-guide.md) | Instance selection, memory ratios, scaling tuning, capacity provider config |
+ 204 | [configuration-guide.md](references/configuration-guide.md) | Instance selection, memory ratios, scaling tuning, capacity provider config, SOCI lazy loading |

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