diff --git a/examples/repository-hygiene-smoke.py b/examples/repository-hygiene-smoke.py
index a2988a33fa..76127ab427 100644
--- a/examples/repository-hygiene-smoke.py
+++ b/examples/repository-hygiene-smoke.py
@@ -26,6 +26,86 @@
 FIRST_PUBLIC_RELEASE = (0, 1, 3)
 VERSION_TAG_RE = re.compile(r"^v(\d+)\.(\d+)\.(\d+)$")
 
+CANONICAL_REPO = "loopx-project/loopx"
+PRE_TRANSFER_REPO_URL = "github.com/huangruiteng/loopx"
+OLD_ADDRESS_RE = re.compile(
+    r'github\.com/huangruiteng/loopx((?:/[^\s"<>)\],]*)?)'
+)
+# A surface is live by where it is, never by what else its text happens to
+# contain: it hands an address to a user, a host or another tool at run time,
+# or it is the command someone copies.
+LIVE_SURFACE_PREFIXES = ("loopx/", "scripts/", ".github/workflows/", "packages/")
+# A built bundle is regenerated, not edited, so its baked-in address is fixed by
+# the release that rebuilds it. This is the tracked-build-output cost #4677 names.
+GENERATED_ASSET_PREFIXES = ("loopx/web/chat/assets/",)
+# Where the pre-transfer address is the reviewed-correct content, by path and by
+# use: this project's own disambiguation terms must keep matching the archived
+# address, and prose may cite the pull request an event happened under.
+REVIEWED_ADDRESS_EXCEPTIONS: dict[str, frozenset[str]] = {
+    "packages/loopx-community-discussion/src/loopx_community_discussion/normalize.py":
+        frozenset({"repository", "issue"}),
+    "packages/loopx-community-discussion/smoke/community_discussion_smoke.py":
+        frozenset({"issue"}),
+    "loopx/capabilities/issue_fix/README.md": frozenset({"pull"}),
+    "loopx/capabilities/issue_fix/README.zh-CN.md": frozenset({"pull"}),
+    "packages/loopx-codex-provider-routing/RUNBOOK.md": frozenset({"pull"}),
+}
+DISAMBIGUATION_TERMS_SOURCE = (
+    "packages/loopx-community-discussion/src/loopx_community_discussion/normalize.py"
+)
+
+
+def _is_live_surface(name: str) -> bool:
+    if name.startswith(GENERATED_ASSET_PREFIXES):
+        return False
+    return name.startswith(LIVE_SURFACE_PREFIXES)
+
+
+def _address_use(raw_path: str) -> str:
+    """Classify one old-address occurrence by the path that follows it.
+
+    Only the occurrence itself decides the use, so unrelated text in the same
+    file cannot turn an install command into a citation or the reverse.
+    """
+
+    segments = [part for part in raw_path.strip("/").split("/") if part]
+    if not segments:
+        return "repository"
+    lead = segments[0]
+    if lead == "issues":
+        return "issue" if len(segments) > 1 and segments[1].isdigit() else "issue_form"
+    if lead == "releases":
+        return "release_asset"
+    if lead == "discussions":
+        return "discussion"
+    if lead == "tree":
+        return "main_pointer" if len(segments) > 1 and segments[1] == "main" else "branch"
+    if lead.startswith("."):
+        return "repository"
+    return {"pull": "pull", "commit": "commit", "blob": "main_pointer"}.get(
+        lead, lead
+    )
+
+
+# A use is either a live pointer this project must own or a dated citation that
+# may keep the address the event happened under.
+LIVE_ADDRESS_USES = frozenset(
+    {"repository", "issue_form", "discussion", "release_asset", "main_pointer", "branch"})
+
+
+def stale_address_uses(name: str, text: str) -> list[str]:
+    """Return the old-address uses in a live surface that were never reviewed."""
+
+    tolerated = REVIEWED_ADDRESS_EXCEPTIONS.get(name, frozenset())
+    return [
+        use
+        for use in (
+            _address_use(match.group(1) or "")
+            for match in OLD_ADDRESS_RE.finditer(text)
+        )
+        if use not in tolerated
+    ]
+
 
 def tracked_files() -> set[str]:
     completed = subprocess.run(
@@ -101,6 +181,84 @@ def release_tags() -> list[str]:
     return tags
 
 
+
+def validate_canonical_repository_pointer() -> None:
+    """Fail when a live surface hands out the pre-transfer repository address.
+
+    GitHub's redirect made the migration silent: a first-run link, a projected
+    documentation pointer, an install command or a provider's own relevance
+    terms could keep naming the previous owner while everything still resolved.
+    Exceptions are per path and per use, so a reviewed citation cannot be
+    reclassified by unrelated text in the same file, and a reviewed file cannot
+    hide an install command.
+    """
+    offenders: list[str] = []
+    for name in sorted(tracked_files()):
+        if not _is_live_surface(name):
+            continue
+        stale = stale_address_uses(
+            name, (REPO_ROOT / name).read_text(encoding="utf-8", errors="replace")
+        )
+        if stale:
+            offenders.append(f"{name} ({', '.join(sorted(set(stale)))})")
+    if offenders:
+        raise AssertionError(
+            f"live surfaces must name the canonical {CANONICAL_REPO}; "
+            f"{PRE_TRANSFER_REPO_URL} still appears in: {offenders}"
+        )
+    terms = (REPO_ROOT / DISAMBIGUATION_TERMS_SOURCE).read_text(encoding="utf-8")
+    for address in (CANONICAL_REPO, PRE_TRANSFER_REPO_URL.removeprefix("github.com/")):
+        if f"github.com/{address}" not in terms:
+            raise AssertionError(
+                f"project disambiguation terms dropped {address}; current and archived "
+                "pages must both classify as this project"
+            )
+    _validate_stale_address_classifier()
+
+
+def _validate_stale_address_classifier() -> None:
+    """Prove the classifier keys on path and use, not on surrounding prose."""
+
+    install = (
+        "curl -L https://github.com/huangruiteng/loopx/releases/download/"
+        "pkg-v1/pkg.tgz -o pkg.tgz\n"
+    )
+    if stale_address_uses("packages/dsh-loopx-plugin/README.md", install) != [
+        "release_asset"
+    ]:
+        raise AssertionError(
+            "an install command under a package README must be named as a live "
+            "pre-transfer address"
+        )
+    cited = (
+        "See the README notes at #12 (https://github.com/huangruiteng/loopx/pull/12)\n"
+    )
+    if stale_address_uses("packages/loopx-codex-provider-routing/RUNBOOK.md", cited):
+        raise AssertionError(
+            "a reviewed pull-request citation must stay tolerated even where the "
+            "same file mentions a README"
+        )
+    if stale_address_uses("loopx/configuration_catalog.py", cited) != ["pull"]:
+        raise AssertionError(
+            "a reviewed exception for one path must not tolerate the same shape "
+            "elsewhere: a pull citation in a product module is still a live address"
+        )
+    pointer = "https://github.com/huangruiteng/loopx/blob/main/docs/x.md\n"
+    if stale_address_uses("packages/loopx-community-discussion/README.md", pointer) != [
+        "main_pointer"
+    ]:
+        raise AssertionError("a documentation pointer must be named as a live address")
+    if _is_live_surface("loopx/web/chat/assets/index-abc123.js"):
+        raise AssertionError(
+            "a generated bundle is outside the guard: its address is fixed by the "
+            "release that rebuilds it, not by hand-editing minified output"
+        )
+    if not _is_live_surface("packages/dsh-loopx-plugin/README.md"):
+        raise AssertionError(
+            "an install command under a package README is a live surface"
+        )
+
+
 def validate_release_timeline() -> None:
     if not RELEASE_TIMELINE.is_file():
         raise AssertionError(f"missing release timeline: {RELEASE_TIMELINE.relative_to(REPO_ROOT)}")
@@ -122,6 +280,7 @@ def main() -> int:
     files = tracked_files()
     validate_required_tracked_files(files)
     validate_public_private_boundary()
+    validate_canonical_repository_pointer()
     validate_release_timeline()
     print("repository-hygiene-smoke ok")
     return 0
diff --git a/loopx/agent_onboarding.py b/loopx/agent_onboarding.py
index a861db2fd7..2f90aaf530 100644
--- a/loopx/agent_onboarding.py
+++ b/loopx/agent_onboarding.py
@@ -242,7 +242,7 @@ def _skill_delivery_contract(
                 else {}
             )
         ),
-        "source_repository": "https://github.com/huangruiteng/loopx",
+        "source_repository": "https://github.com/loopx-project/loopx",
         "source_directories": [
             f"skills/{skill_id}"
             for skill_id in required_skill_ids
diff --git a/loopx/capabilities/benchmark_toolkit/README.md b/loopx/capabilities/benchmark_toolkit/README.md
index bb0d1e271a..93cf6ac9f7 100644
--- a/loopx/capabilities/benchmark_toolkit/README.md
+++ b/loopx/capabilities/benchmark_toolkit/README.md
@@ -1360,8 +1360,8 @@ All commands are local and no-upload by default. `benchmark-toolkit` grants no m
 Docker, runner, upload, submission, publication, or production authority.
 
 The active benchmark research program and current public-safe practice live under
-[`benchmark/`](https://github.com/huangruiteng/loopx/blob/main/benchmark/README.md). Retired implementations, superseded runners, and dated research
-packets are retained under [`deprecate/benchmark-legacy/`](https://github.com/huangruiteng/loopx/blob/main/deprecate/benchmark-legacy/README.md)
+[`benchmark/`](https://github.com/loopx-project/loopx/blob/main/benchmark/README.md). Retired implementations, superseded runners, and dated research
+packets are retained under [`deprecate/benchmark-legacy/`](https://github.com/loopx-project/loopx/blob/main/deprecate/benchmark-legacy/README.md)
 for source archaeology only.
 Immutable experiment snapshots follow the canonical
 [archive placement rules](../../../benchmark/README.md#archive-placement),
diff --git a/loopx/capabilities/manager_runtime/machine_profile.py b/loopx/capabilities/manager_runtime/machine_profile.py
index a4c93c5201..a00ad9e9cf 100644
--- a/loopx/capabilities/manager_runtime/machine_profile.py
+++ b/loopx/capabilities/manager_runtime/machine_profile.py
@@ -54,7 +54,7 @@ def manager_runtime_machine_configuration_namespace() -> MachineConfigurationNam
         documentation={
             "path": "docs/architecture/rfcs/manager-runtime-profile-v0.md",
             "url": (
-                "https://github.com/huangruiteng/loopx/blob/main/"
+                "https://github.com/loopx-project/loopx/blob/main/"
                 "docs/architecture/rfcs/manager-runtime-profile-v0.md"
             ),
         },
diff --git a/loopx/capabilities/steward_executor/machine_defaults.py b/loopx/capabilities/steward_executor/machine_defaults.py
index 35482c8a67..be373e8813 100644
--- a/loopx/capabilities/steward_executor/machine_defaults.py
+++ b/loopx/capabilities/steward_executor/machine_defaults.py
@@ -145,7 +145,7 @@ def steward_executor_machine_configuration_namespace() -> (
         documentation={
             "path": "docs/architecture/rfcs/harness-selection-dsh-pi-v0.md",
             "url": (
-                "https://github.com/huangruiteng/loopx/blob/main/"
+                "https://github.com/loopx-project/loopx/blob/main/"
                 "docs/architecture/rfcs/harness-selection-dsh-pi-v0.md"
             ),
         },
diff --git a/loopx/capabilities/value_connectors/planner.py b/loopx/capabilities/value_connectors/planner.py
index 2b6ab53249..c39ff811ce 100644
--- a/loopx/capabilities/value_connectors/planner.py
+++ b/loopx/capabilities/value_connectors/planner.py
@@ -271,7 +271,7 @@ def build_value_connector_plan_fixture(
             channel="GitHub issue",
             stage="monitor",
             target_ref="public workflow intake issue",
-            target_url="https://github.com/huangruiteng/loopx/issues/670",
+            target_url="https://github.com/loopx-project/loopx/issues/670",
             access_mode="public_metadata_only",
             external_reads_allowed=True,
             value_axis="demand",
@@ -286,7 +286,7 @@ def build_value_connector_plan_fixture(
             channel="GitHub discussion",
             stage="monitor",
             target_ref="public workflow discussion",
-            target_url="https://github.com/huangruiteng/loopx/discussions/673",
+            target_url="https://github.com/loopx-project/loopx/discussions/673",
             access_mode="public_metadata_only",
             external_reads_allowed=True,
             value_axis="demand",
diff --git a/loopx/cli_commands/first_run_report.py b/loopx/cli_commands/first_run_report.py
index 4b0f10f5d6..1a4f8d1f66 100644
--- a/loopx/cli_commands/first_run_report.py
+++ b/loopx/cli_commands/first_run_report.py
@@ -15,7 +15,7 @@
     None,
 ]
 
-FIRST_RUN_ISSUE_URL = "https://github.com/huangruiteng/loopx/issues/new"
+FIRST_RUN_ISSUE_URL = "https://github.com/loopx-project/loopx/issues/new"
 FIRST_RUN_ISSUE_TEMPLATE = "first_run.yml"
 
 
diff --git a/loopx/configuration_catalog.py b/loopx/configuration_catalog.py
index 7448b42093..ee93f988bb 100644
--- a/loopx/configuration_catalog.py
+++ b/loopx/configuration_catalog.py
@@ -167,7 +167,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "docs/quota-allocation.md#completed-todo-review-cadence",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "docs/quota-allocation.md#completed-todo-review-cadence"
                     ),
                 },
@@ -216,7 +216,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "docs/architecture/rfcs/shared-goal-authority-state-provider-v0.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "docs/architecture/rfcs/shared-goal-authority-state-provider-v0.md"
                     ),
                 },
@@ -280,7 +280,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "docs/integrations/codex-subagent-orchestration.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "docs/integrations/codex-subagent-orchestration.md"
                     ),
                 },
@@ -341,7 +341,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "docs/integrations/codex-subagent-orchestration.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "docs/integrations/codex-subagent-orchestration.md"
                     ),
                 },
@@ -390,7 +390,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "loopx/capabilities/explore/README.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "loopx/capabilities/explore/README.md"
                     ),
                 },
@@ -443,7 +443,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "loopx/capabilities/explore/README.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "loopx/capabilities/explore/README.md"
                     ),
                 },
@@ -535,7 +535,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "loopx/capabilities/change_quality/README.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "loopx/capabilities/change_quality/README.md"
                     ),
                 },
@@ -630,7 +630,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "loopx/capabilities/reward_memory/README.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "loopx/capabilities/reward_memory/README.md"
                     ),
                 },
@@ -701,7 +701,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "loopx/extensions/lark/docs/lark-event-inbox.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "loopx/extensions/lark/docs/lark-event-inbox.md"
                     ),
                 },
@@ -758,7 +758,7 @@ def build_goal_configuration_catalog(
                 "documentation": {
                     "path": "docs/integrations/lark-kanban-control-plane-adapter.md",
                     "url": (
-                        "https://github.com/huangruiteng/loopx/blob/main/"
+                        "https://github.com/loopx-project/loopx/blob/main/"
                         "docs/integrations/lark-kanban-control-plane-adapter.md"
                     ),
                 },
diff --git a/packages/dsh-loopx-plugin/README.md b/packages/dsh-loopx-plugin/README.md
index 53a53d3b1a..75f9bd02de 100644
--- a/packages/dsh-loopx-plugin/README.md
+++ b/packages/dsh-loopx-plugin/README.md
@@ -58,7 +58,7 @@ Install the prebuilt release into the web profile:
 
 ```bash
 dsh plugin --profile web add \
-  "https://github.com/huangruiteng/loopx/releases/download/dsh-loopx-plugin-v0.1.1-beta.5/dsh-loopx-plugin-0.1.1-beta.5.tgz"
+  "https://github.com/loopx-project/loopx/releases/download/dsh-loopx-plugin-v0.1.1-beta.5/dsh-loopx-plugin-0.1.1-beta.5.tgz"
 ```
 
 The prebuilt release above retains its original DSH compatibility. This source
diff --git a/packages/dsh-loopx-plugin/package.json b/packages/dsh-loopx-plugin/package.json
index 64767d92ff..f70b9e9426 100644
--- a/packages/dsh-loopx-plugin/package.json
+++ b/packages/dsh-loopx-plugin/package.json
@@ -113,7 +113,7 @@
   },
   "repository": {
     "type": "git",
-    "url": "git+https://github.com/huangruiteng/loopx.git",
+    "url": "git+https://github.com/loopx-project/loopx.git",
     "directory": "packages/dsh-loopx-plugin"
   },
   "license": "Apache-2.0",
diff --git a/packages/loopx-community-discussion/README.md b/packages/loopx-community-discussion/README.md
index a28b5b2725..2bc90a832a 100644
--- a/packages/loopx-community-discussion/README.md
+++ b/packages/loopx-community-discussion/README.md
@@ -60,8 +60,8 @@ Direct CLI:
 
 ```bash
 loopx-community-discussion --doctor
-loopx-community-discussion scan --owner huangruiteng --repo loopx --days 14 --format json
-loopx-community-discussion scan --owner huangruiteng --repo loopx --days 14 --format md
+loopx-community-discussion scan --owner loopx-project --repo loopx --days 14 --format json
+loopx-community-discussion scan --owner loopx-project --repo loopx --days 14 --format md
 ```
 
 `schemas/fact.schema.json`, `schemas/scan.schema.json`, and the request/response
diff --git a/packages/loopx-community-discussion/examples/request.json b/packages/loopx-community-discussion/examples/request.json
index 925c614f15..0fc240e206 100644
--- a/packages/loopx-community-discussion/examples/request.json
+++ b/packages/loopx-community-discussion/examples/request.json
@@ -1,6 +1,6 @@
 {
   "schema_version": "loopx_community_discussion_request_v0",
-  "owner": "huangruiteng",
+  "owner": "loopx-project",
   "repo": "loopx",
   "days": 14
 }
diff --git a/packages/loopx-community-discussion/smoke/community_discussion_smoke.py b/packages/loopx-community-discussion/smoke/community_discussion_smoke.py
index ab73a37528..dee12da70d 100644
--- a/packages/loopx-community-discussion/smoke/community_discussion_smoke.py
+++ b/packages/loopx-community-discussion/smoke/community_discussion_smoke.py
@@ -24,7 +24,7 @@ def _fixture() -> dict:
     external = make_fact(
         fact_type="external_discussion",
         source="github",
-        source_url="https://github.com/huangruiteng/loopx/issues/1",
+        source_url="https://github.com/loopx-project/loopx/issues/1",
         title="Question: how do I set a stop condition?",
         author="external-user",
         published_at="2026-08-17T00:00:00Z",
@@ -32,7 +32,7 @@ def _fixture() -> dict:
     maintainer = make_fact(
         fact_type="maintainer_signal",
         source="github",
-        source_url="https://github.com/huangruiteng/loopx/issues/2",
+        source_url="https://github.com/loopx-project/loopx/issues/2",
         title="RFC: typed handoff packets",
         author="huangruiteng",
         published_at="2026-08-16T00:00:00Z",
@@ -58,7 +58,7 @@ def _fixture() -> dict:
     duplicate = make_fact(
         fact_type="external_discussion",
         source="github",
-        source_url="https://github.com/huangruiteng/loopx/issues/1",
+        source_url="https://github.com/loopx-project/loopx/issues/1",
         title="Question: how do I set a stop condition?",
         author="external-user",
         published_at="2026-08-17T00:00:00Z",
@@ -68,7 +68,7 @@ def _fixture() -> dict:
         "schema_version": SCAN_SCHEMA_VERSION,
         "scan_at": "2026-08-17T00:00:00+00:00",
         "window_days": 14,
-        "repo": {"owner": "huangruiteng", "name": "loopx"},
+        "repo": {"owner": "loopx-project", "name": "loopx"},
         "stats": {
             "raw_facts": 5,
             "deduped_facts": len(facts),
@@ -80,7 +80,63 @@ def _fixture() -> dict:
     }
 
 
+def _pre_and_post_transfer_addresses_are_both_strong() -> int:
+    """The move must not downgrade the project's own canonical pages."""
+
+    current = make_fact(
+        fact_type="external_discussion",
+        source="github",
+        source_url="https://github.com/loopx-project/loopx/issues/7",
+        title="Question from a new user",
+        author="external-user",
+        published_at="2026-09-19T00:00:00Z",
+    )
+    archived = make_fact(
+        fact_type="external_discussion",
+        source="github",
+        source_url="https://github.com/huangruiteng/loopx/issues/8",
+        title="Archived question that still cites the old address",
+        author="external-user",
+        published_at="2026-09-18T00:00:00Z",
+    )
+    generic = make_fact(
+        fact_type="external_discussion",
+        source="github",
+        source_url="https://github.com/example/other-tool/issues/3",
+        title="How do we schedule background jobs",
+        author="someone",
+        published_at="2026-09-16T00:00:00Z",
+        text="a question with no project identity in it",
+    )
+    noise = make_fact(
+        fact_type="ecosystem_signal",
+        source="hacker_news",
+        source_url="https://news.ycombinator.com/item?id=9",
+        title="We loopear the backlog every sprint",
+        author="someone",
+        published_at="2026-09-17T00:00:00Z",
+    )
+    for label, fact in (("current", current), ("archived", archived)):
+        if fact is None or fact["relevance"] != "strong":
+            print(f"FAIL: {label} project address should classify strong, got {fact}")
+            return 1
+    if noise is not None:
+        print(f"FAIL: noise term must stay dropped, got {noise}")
+        return 1
+    if generic is None or generic["relevance"] != "weak":
+        print(
+            "FAIL: a fact with no project identity must stay weak rather than be "
+            f"promoted or dropped, got {generic}"
+        )
+        return 1
+    return 0
+
+
 def _run_offline() -> int:
+    status = _pre_and_post_transfer_addresses_are_both_strong()
+    if status:
+        return status
+
     fixture = _fixture()
     if len(fixture["facts"]) != 4:
         print(f"FAIL: dedupe should collapse duplicate facts, got {len(fixture['facts'])}", file=sys.stderr)
@@ -131,7 +187,7 @@ def _run_offline() -> int:
         return 1
 
     md = render_markdown(fixture)
-    if "## External discussions" not in md or "https://github.com/huangruiteng/loopx/issues/1" not in md:
+    if "## External discussions" not in md or "https://github.com/loopx-project/loopx/issues/1" not in md:
         print("FAIL: markdown digest missing external discussion section", file=sys.stderr)
         return 1
     if "## Public adoption & recommendations" not in md or "we-standardize-on-loopx" not in md:
diff --git a/packages/loopx-community-discussion/src/loopx_community_discussion/normalize.py b/packages/loopx-community-discussion/src/loopx_community_discussion/normalize.py
index b98a8d8e62..79c63f1f36 100644
--- a/packages/loopx-community-discussion/src/loopx_community_discussion/normalize.py
+++ b/packages/loopx-community-discussion/src/loopx_community_discussion/normalize.py
@@ -17,12 +17,16 @@
     "loopear",
 )
 
+# Both repository addresses are strong: the project moved to `loopx-project` and
+# archived pages, release notes and citations still name the pre-transfer one.
 STRONG_TERMS = (
     "huangruiteng",
     "loop engineering",
     "agent control plane",
     "local-first agent",
     "github.com/huangruiteng/loopx",
+    "loopx-project",
+    "github.com/loopx-project/loopx",
     "loopx project",
     "loopx repo",
 )
diff --git a/packages/loopx-repo-health/examples/request.json b/packages/loopx-repo-health/examples/request.json
index 77cef29374..a6b5095ecd 100644
--- a/packages/loopx-repo-health/examples/request.json
+++ b/packages/loopx-repo-health/examples/request.json
@@ -1,5 +1,5 @@
 {
-  "owner": "huangruiteng",
+  "owner": "loopx-project",
   "repo": "loopx",
   "schema_version": "loopx_repo_health_request_v0"
 }