diff --git a/CHANGELOG.md b/CHANGELOG.md
index bc0b0087f..d399f5bb1 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -12,6 +12,7 @@ Versioning: [Semantic Versioning](https://semver.org/spec/v2.0.0.html)
 ## [1.15.5] - 2026-08-02
 
 ### Fixed
+- **Package metadata**: Point the published distribution's repository URL at the current `567-labs/instructor` organization and validate it before release.
 - **Retry usage accounting**: Accumulate nested and newly added numeric usage fields across OpenAI and Anthropic retries, including prediction, cache-write, cache-creation, and server-tool counters, without treating boolean metadata as billable usage. ([#2493](https://github.com/567-labs/instructor/issues/2493), [#2500](https://github.com/567-labs/instructor/pull/2500))
 - **OpenAI Responses reask**: Add a fallback correction message when a `RESPONSES_TOOLS` response contains no tool calls (e.g. reasoning-only output), so retries carry validation feedback instead of resending the identical request. ([#2498](https://github.com/567-labs/instructor/pull/2498))
 - **v2 parallel tools**: Preserve raw iterable type hints through the sync and async patch wrappers so parallel tool schemas and results retain every requested model type. ([#2501](https://github.com/567-labs/instructor/pull/2501))
diff --git a/docs/concepts/from_provider.md b/docs/concepts/from_provider.md
index d6cb0b22b..6474b34b6 100644
--- a/docs/concepts/from_provider.md
+++ b/docs/concepts/from_provider.md
@@ -181,6 +181,14 @@ client = instructor.from_provider(
     "openai/gpt-4o-mini", organization="org-your-org-id", timeout=30.0
 )
 
+# OpenAI-compatible multi-model gateways (same client pattern via base_url)
+# Example: DaoXE at https://api.daoxe.com/v1
+client = instructor.from_provider(
+    "openai/gpt-4o-mini",
+    api_key="YOUR_GATEWAY_KEY",
+    base_url="https://api.daoxe.com/v1",
+)
+
 # For Anthropic
 client = instructor.from_provider("anthropic/claude-3-5-sonnet", max_tokens=4096)
 
diff --git a/pyproject.toml b/pyproject.toml
index fa75c6842..e705f8d86 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -37,7 +37,7 @@ build-backend = "hatchling.build"
 package = true
 
 [project.urls]
-repository = "https://github.com/instructor-ai/instructor"
+repository = "https://github.com/567-labs/instructor"
 
 [tool.pytest.ini_options]
 markers = [
diff --git a/scripts/prepare_release.py b/scripts/prepare_release.py
index 8cfdba62f..36843746b 100644
--- a/scripts/prepare_release.py
+++ b/scripts/prepare_release.py
@@ -28,6 +28,11 @@ def _project_version(root: Path) -> str:
     return str(data["project"]["version"])
 
 
+def _repository_url(root: Path) -> str:
+    data = _load_toml(root / "pyproject.toml")
+    return str(data["project"]["urls"]["repository"])
+
+
 def _lock_version(root: Path) -> str:
     data = _load_toml(root / "uv.lock")
     matches = [
@@ -86,10 +91,17 @@ def prepare_release(
     """Validate version metadata and write the matching changelog section."""
     version = _project_version(root)
     lock_version = _lock_version(root)
+    repository_url = _repository_url(root)
     if lock_version != version:
         raise ValueError(
             f"version mismatch: pyproject.toml={version}, uv.lock={lock_version}"
         )
+    expected_repository_url = f"https://github.com/{REPOSITORY}"
+    if repository_url != expected_repository_url:
+        raise ValueError(
+            "repository URL mismatch: "
+            f"pyproject.toml={repository_url}, expected={expected_repository_url}"
+        )
     if expected_version and expected_version != version:
         raise ValueError(
             f"expected version {expected_version}, but source declares {version}"
diff --git a/tests/test_prepare_release.py b/tests/test_prepare_release.py
index f026e0065..548900db0 100644
--- a/tests/test_prepare_release.py
+++ b/tests/test_prepare_release.py
@@ -10,7 +10,9 @@
 
 def _write_release_files(root: Path, changelog: str) -> None:
     (root / "pyproject.toml").write_text(
-        '[project]\nname = "instructor"\nversion = "1.2.3"\n', encoding="utf-8"
+        '[project]\nname = "instructor"\nversion = "1.2.3"\n'
+        '[project.urls]\nrepository = "https://github.com/567-labs/instructor"\n',
+        encoding="utf-8",
     )
     (root / "uv.lock").write_text(
         'version = 1\n[[package]]\nname = "instructor"\nversion = "1.2.3"\n',
@@ -118,3 +120,21 @@ def test_prepare_release_requires_comparison_link(tmp_path: Path) -> None:
 
     assert result.returncode == 2
     assert "missing the [1.2.3] comparison link" in result.stderr
+
+
+def test_prepare_release_rejects_stale_repository_url(tmp_path: Path) -> None:
+    _write_release_files(tmp_path, _changelog())
+    pyproject = tmp_path / "pyproject.toml"
+    pyproject.write_text(
+        pyproject.read_text(encoding="utf-8").replace(
+            "https://github.com/567-labs/instructor",
+            "https://github.com/instructor-ai/instructor",
+        ),
+        encoding="utf-8",
+    )
+
+    result = _run(tmp_path)
+
+    assert result.returncode == 2
+    assert "repository URL mismatch" in result.stderr
+    assert "expected=https://github.com/567-labs/instructor" in result.stderr