diff --git a/.github/labeler.yml b/.github/labeler.yml
index 25328ebdde7a..14728d04b1f3 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -118,6 +118,7 @@
       - any-glob-to-any-file:
           - "extensions/qa-lab/**"
           - "qa/scenarios/**"
+          - "docs/maturity/**"
           - "docs/concepts/qa-e2e-automation.md"
           - "docs/concepts/personal-agent-benchmark-pack.md"
           - "docs/channels/qa-channel.md"
diff --git a/docs/AGENTS.md b/docs/AGENTS.md
index fa5ceca3f908..4954077257b9 100644
--- a/docs/AGENTS.md
+++ b/docs/AGENTS.md
@@ -24,6 +24,14 @@ This directory owns docs authoring, Mintlify link rules, and docs i18n policy.
 - `scripts/docs-sync-publish.mjs` excludes and prunes `docs/internal/**` from the public `openclaw/docs` publish repo if a page is force-added later.
 - Internal docs may mention repo paths, private app names, 1Password item names, and runbooks, but never include secret values.
 
+## Maturity Scorecard Editing
+
+`taxonomy.yaml` and `qa/maturity-scores.yaml` are the source inputs; generated maturity docs under `docs/maturity/` are projections and should not be hand-edited for score, LTS, taxonomy, QA profile, or evidence tables.
+`scripts/qa/render-maturity-docs.ts` owns generation; use `pnpm maturity:render` to refresh committed docs and `pnpm maturity:check` to verify them.
+`.github/workflows/maturity-scorecard.yml` renders artifact previews and can open generated-doc PRs; `.github/workflows/openclaw-release-checks.yml` dispatches it for release QA.
+Keep deterministic `qa-evidence.json.scorecard` data in GitHub Actions artifacts unless a maintainer explicitly asks for a sanitized committed projection.
+Human overrides must change source state in a PR and explain the reason plus public or redacted evidence.
+
 ## Docs i18n
 
 - Foreign-language docs are not maintained in this repo. The generated publish output lives in the separate `openclaw/docs` repo (often cloned locally as `../openclaw-docs`).
diff --git a/docs/concepts/qa-e2e-automation.md b/docs/concepts/qa-e2e-automation.md
index 9bc5cb555757..68aede00fda5 100644
--- a/docs/concepts/qa-e2e-automation.md
+++ b/docs/concepts/qa-e2e-automation.md
@@ -966,6 +966,7 @@ output and whose artifact paths are resolved relative to that producer
 `qa run --qa-profile`, the same `qa-evidence.json` also includes the profile
 scorecard summary for the selected taxonomy categories.
 Treat it as a discovery aid, not a gate replacement; the selected scenario still needs the right provider mode, live transport, Multipass, Testbox, or release lane for the behavior under test.
+For scorecard context, see [Maturity scorecard](/maturity/scorecard).
 
 For character and style checks, run the same scenario across multiple live model
 refs and write a judged Markdown report:
@@ -1023,6 +1024,7 @@ When no `--judge-model` is passed, the judges default to
 ## Related docs
 
 - [Matrix QA](/concepts/qa-matrix)
+- [Maturity scorecard](/maturity/scorecard)
 - [Personal agent benchmark pack](/concepts/personal-agent-benchmark-pack)
 - [QA Channel](/channels/qa-channel)
 - [Testing](/help/testing)
diff --git a/docs/help/testing.md b/docs/help/testing.md
index 32521725e082..d7edb2f9ad13 100644
--- a/docs/help/testing.md
+++ b/docs/help/testing.md
@@ -20,6 +20,7 @@ of Docker runners. This doc is a "how we test" guide:
 
 - [QA overview](/concepts/qa-e2e-automation) - architecture, command surface, scenario authoring.
 - [Matrix QA](/concepts/qa-matrix) - reference for `pnpm openclaw qa matrix`.
+- [Maturity scorecard](/maturity/scorecard) - how release QA evidence supports stability and LTS decisions.
 - [QA channel](/channels/qa-channel) - the synthetic transport plugin used by repo-backed scenarios.
 
 This page covers running the regular test suites and Docker/Parallels runners. The QA-specific runners section below ([QA-specific runners](#qa-specific-runners)) lists the concrete `qa` invocations and points back at the references above.