diff --git a/.github/workflows/docs-ci.yml b/.github/workflows/docs-ci.yml
new file mode 100644
index 000000000..ea1ec5051
--- /dev/null
+++ b/.github/workflows/docs-ci.yml
@@ -0,0 +1,46 @@
+name: Docs CI
+
+on:
+  pull_request:
+    branches:
+      - main
+  push:
+    branches:
+      - main
+
+concurrency:
+  group: docs-ci-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  checks:
+    name: Docs checks
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      contents: read
+    steps:
+      - uses: actions/checkout@11d5960a326750d5838078e36cf38b85af677262 # v4
+      - uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5
+        with:
+          python-version: "3.12"
+      - name: Install OpenAPI validator
+        run: pip install --quiet pyyaml openapi-spec-validator
+      # continue-on-error is deliberately absent: each check is a hard gate.
+      # Violations that already existed on main are listed in
+      # scripts/docs-ci-baseline.json and don't fail; only new ones do.
+      # Steps run in order and the job reports the first failure.
+      - name: Check frontmatter
+        run: python scripts/check_frontmatter.py
+      - name: Check code samples
+        if: '!cancelled()'
+        run: python scripts/check_code_samples.py
+      - name: Check internal links
+        if: '!cancelled()'
+        run: python scripts/check_links.py
+      - name: Check redirects
+        if: '!cancelled()'
+        run: python scripts/check_redirects.py
+      - name: Check OpenAPI specs
+        if: '!cancelled()'
+        run: python scripts/check_openapi.py
diff --git a/.gitignore b/.gitignore
index 94f1119ef..68a281d60 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,2 +1,3 @@
 .DS_Store
 .vscode
+__pycache__/
diff --git a/docs/access-security/audit-log-streaming.mdx b/docs/access-security/audit-log-streaming.mdx
index 32033b9de..6a842d83e 100644
--- a/docs/access-security/audit-log-streaming.mdx
+++ b/docs/access-security/audit-log-streaming.mdx
@@ -59,7 +59,7 @@ Each line contains one complete audit log entry. See the [Audit Log Reference](/
 
 Files use this path:
 
-```
+```text
 [<path_prefix>/]YYYY/MM/DD/HH/MM/<uuid>.ndjson.gz
 ```
 
@@ -73,7 +73,7 @@ Mixpanel delivers each batch of audit log entries as a gzipped NDJSON object int
 
 The external ID is unique to your Mixpanel organization and has this format:
 
-```
+```text
 mixpanel-audit-log-streaming-<organization-id>
 ```
 
@@ -177,7 +177,7 @@ Mixpanel delivers each batch of audit log entries as a gzipped NDJSON object int
 
 Grant this service account:
 
-```
+```text
 audit-log-streaming@mixpanel-prod-1.iam.gserviceaccount.com
 ```
 
diff --git a/docs/agent-intelligence.mdx b/docs/agent-intelligence.mdx
index d60272898..7e6d26ab3 100644
--- a/docs/agent-intelligence.mdx
+++ b/docs/agent-intelligence.mdx
@@ -1,5 +1,6 @@
 ---
 title: "Agent Intelligence"
+description: "Send your AI agent traces to Mixpanel over OpenTelemetry and analyze usage, cost, errors, and conversations alongside your product data"
 ---
 
 Agent Intelligence brings your AI agent's traces into Mixpanel, next to the product data you already track.
diff --git a/docs/cohort-sync/integrations/wingify.mdx b/docs/cohort-sync/integrations/wingify.mdx
index 43c1e860e..0caba6e5f 100644
--- a/docs/cohort-sync/integrations/wingify.mdx
+++ b/docs/cohort-sync/integrations/wingify.mdx
@@ -1,5 +1,6 @@
 ---
 title: Wingify
+description: "Export Mixpanel cohorts to Wingify (formerly VWO) as custom segments for your experiments"
 ---
 
 ## Overview
diff --git a/docs/tracking-methods/first-party-domains.mdx b/docs/tracking-methods/first-party-domains.mdx
index 5241c839b..31a726d96 100644
--- a/docs/tracking-methods/first-party-domains.mdx
+++ b/docs/tracking-methods/first-party-domains.mdx
@@ -40,7 +40,7 @@ Each organization can have up to **3** first-party domains.
 
 ## How it works
 
-```
+```text
 Your app ──► track.yourcompany.com ──► Mixpanel ingestion API
              (CNAME to Mixpanel)
 ```
diff --git a/openapi/gdpr.openapi.yaml b/openapi/gdpr.openapi.yaml
index 87bb8a949..1ebbd24d4 100644
--- a/openapi/gdpr.openapi.yaml
+++ b/openapi/gdpr.openapi.yaml
@@ -400,7 +400,7 @@ components:
         status: SUCCESS
         requesting_user: user@mail.com
         compliance_type: GDPR
-        project_id: your project ID
+        project_id: 12345
         date_requested: YYYY-MM-DDTHH:MM:SS
         distinct_ids:
         - distinct_id_1
diff --git a/scripts/check_code_samples.py b/scripts/check_code_samples.py
new file mode 100644
index 000000000..2c948b6fb
--- /dev/null
+++ b/scripts/check_code_samples.py
@@ -0,0 +1,83 @@
+#!/usr/bin/env python3
+"""
+CI gate: every fenced code block in MDX files must declare a language.
+
+A fenced block opening looks like:
+    ```python
+    ```javascript
+    ```bash
+
+A block with no language identifier:
+    ```
+
+will cause this check to fail.
+
+Excluded directories (same as other checks):
+  - snippets/
+  - openapi/
+"""
+
+import sys
+import glob
+import os
+import re
+
+EXCLUDED_DIRS = {"snippets", "openapi"}
+
+def check_file(path: str, display: str) -> list[str]:
+    errors = []
+    with open(path, encoding="utf-8") as fh:
+        content = fh.read()
+
+    fence_len = 0  # 0 = outside a block; otherwise the opening fence's length
+    for lineno, line in enumerate(content.splitlines(), 1):
+        stripped = line.strip()
+        if not stripped.startswith("```"):
+            continue
+        ticks = len(stripped) - len(stripped.lstrip("`"))
+        rest = stripped[ticks:].strip()
+        if fence_len:
+            # Only a bare fence at least as long as the opener closes the block,
+            # so a ```python block nested inside ````mdx does not end it early.
+            if ticks >= fence_len and not rest:
+                fence_len = 0
+            continue
+        if not rest:
+            errors.append(
+                f"{display}:{lineno}: code block is missing a language identifier"
+            )
+        fence_len = ticks
+
+    return errors
+
+
+def is_excluded(path: str) -> bool:
+    parts = path.replace(os.sep, "/").split("/")
+    return any(part in EXCLUDED_DIRS for part in parts)
+
+
+def main() -> int:
+    root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    mdx_files = glob.glob(os.path.join(root, "**", "*.mdx"), recursive=True)
+
+    checked = 0
+    all_errors: list[str] = []
+    for path in sorted(mdx_files):
+        rel = os.path.relpath(path, root)
+        if is_excluded(rel):
+            continue
+        all_errors.extend(check_file(path, rel))
+        checked += 1
+
+    if all_errors:
+        print("Code-sample check FAILED:")
+        for err in all_errors:
+            print(f"  {err}")
+        return 1
+
+    print(f"Code-sample check PASSED ({checked} files checked).")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/scripts/check_frontmatter.py b/scripts/check_frontmatter.py
new file mode 100644
index 000000000..f272ef583
--- /dev/null
+++ b/scripts/check_frontmatter.py
@@ -0,0 +1,94 @@
+#!/usr/bin/env python3
+"""
+CI gate: every MDX page needs a non-empty title and description in its YAML
+front-matter, and no two pages may share a title.
+
+Known violations on main are listed in docs-ci-baseline.json (see
+ci_baseline.py); only new violations fail the check.
+
+Directories that are intentionally excluded from the check:
+  - snippets/   (reusable MDX components, not standalone pages)
+  - links/      (external-link stubs that use 'url' instead of a body)
+  - openapi/    (OpenAPI spec files, not MDX pages)
+"""
+
+import re
+import sys
+import glob
+import os
+
+from ci_baseline import report
+
+EXCLUDED_DIRS = {"snippets", "links", "openapi"}
+
+FRONTMATTER_RE = re.compile(r"^---\s*\n(.*?)\n---", re.DOTALL)
+
+
+def check_file(path: str, display: str) -> tuple[list[str], str | None]:
+    """Return (errors, title). Title is None when absent or empty."""
+    errors = []
+    with open(path, encoding="utf-8") as fh:
+        content = fh.read()
+
+    m = FRONTMATTER_RE.match(content)
+    if not m:
+        errors.append(f"{display}: missing front-matter block")
+        return errors, None
+
+    fm = m.group(1)
+    title = None
+    title_match = re.search(r"^\s*title\s*:\s*(.*)$", fm, re.MULTILINE)
+    if not title_match:
+        errors.append(f"{display}: front-matter is missing required 'title' field")
+    else:
+        title = title_match.group(1).strip().strip("\"'")
+        if not title:
+            errors.append(f"{display}: front-matter 'title' is empty")
+            title = None
+
+    # A description is what search results and llms.txt entries render, so a
+    # page without one is invisible to both.
+    desc_match = re.search(r"^\s*description\s*:\s*(.*)$", fm, re.MULTILINE)
+    if not desc_match:
+        errors.append(f"{display}: front-matter is missing required 'description' field")
+    elif not desc_match.group(1).strip().strip("\"'"):
+        errors.append(f"{display}: front-matter 'description' is empty")
+
+    return errors, title
+
+
+def is_excluded(path: str) -> bool:
+    parts = path.replace(os.sep, "/").split("/")
+    return any(part in EXCLUDED_DIRS for part in parts)
+
+
+def main() -> int:
+    root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    mdx_files = glob.glob(os.path.join(root, "**", "*.mdx"), recursive=True)
+
+    checked = 0
+    all_errors: list[str] = []
+    titles: dict[str, list[str]] = {}
+    for path in sorted(mdx_files):
+        rel = os.path.relpath(path, root)
+        if is_excluded(rel):
+            continue
+        errors, title = check_file(path, rel)
+        all_errors.extend(errors)
+        if title:
+            titles.setdefault(title, []).append(rel)
+        checked += 1
+
+    # Two pages sharing a rendered title are indistinguishable in search
+    # results and to answer engines. One entry per page (not per group) keeps
+    # baseline entries stable when a group shrinks during cleanup.
+    for title, pages in sorted(titles.items()):
+        if len(pages) > 1:
+            for page in sorted(pages):
+                all_errors.append(f'{page}: title "{title}" is also used by another page')
+
+    return report("frontmatter", "Frontmatter check", all_errors, f"{checked} files checked")
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/scripts/check_links.py b/scripts/check_links.py
new file mode 100644
index 000000000..1f21305a1
--- /dev/null
+++ b/scripts/check_links.py
@@ -0,0 +1,192 @@
+#!/usr/bin/env python3
+"""
+CI gate: internal links in MDX files must resolve to an existing page.
+
+Rules:
+  - Only links whose path starts with '/' are checked (relative links are
+    ignored because they are rare and context-dependent).
+  - External URLs (http/https), anchor-only links (#…), and mailto links
+    are skipped.
+  - Query-string parameters and fragment anchors are stripped before
+    looking up the target file.
+  - A link target is considered valid when one of the following is true:
+      1. <root>/<target>.mdx  exists
+      2. <root>/<target>/index.mdx  exists  (index pages)
+      3. <target> is the source of a redirect declared in docs.json
+         (redirect sources are valid inbound paths even without a backing file)
+  - A trailing '.md' is dropped before lookup: Mintlify serves every page as
+    Markdown at <path>.md, so '/docs/quickstart.md' is valid whenever
+    '/docs/quickstart' is.
+
+Source locations checked:
+  - href="…"  attributes (JSX / HTML in MDX)
+  - [text](…) Markdown links
+
+Excluded directories:
+  - snippets/
+  - openapi/
+"""
+
+import json
+import os
+import re
+import sys
+import glob
+from urllib.parse import urlparse, unquote
+
+EXCLUDED_DIRS = {"snippets", "openapi"}
+
+# Path prefixes that point to static assets, not pages — skip these.
+NON_PAGE_PREFIXES = ("/images/", "/icons/", "/logo/", "/favicon")
+
+# href="..." or href='...'
+HREF_RE = re.compile(r"""href=["']([^"']+)["']""")
+# [label](url) – skip image links starting with !
+MD_LINK_RE = re.compile(r"(?<!!)\[(?:[^\]]*)\]\(([^)]+)\)")
+
+
+INLINE_CODE_RE = re.compile(r"`[^`\n]*`")
+
+
+def strip_code(content: str) -> str:
+    """Blank out fenced code blocks and inline code spans so that example
+    links inside them are not treated as real links. Line count is preserved
+    so reported line numbers stay accurate."""
+    out: list[str] = []
+    fence_len = 0
+    for line in content.splitlines():
+        stripped = line.strip()
+        if stripped.startswith("```"):
+            ticks = len(stripped) - len(stripped.lstrip("`"))
+            if fence_len:
+                if ticks >= fence_len and not stripped[ticks:].strip():
+                    fence_len = 0
+            else:
+                fence_len = ticks
+            out.append("")
+            continue
+        out.append("" if fence_len else INLINE_CODE_RE.sub("", line))
+    return "\n".join(out)
+
+
+def extract_links(content: str) -> list[str]:
+    links: list[str] = []
+    for m in HREF_RE.finditer(content):
+        links.append(m.group(1))
+    for m in MD_LINK_RE.finditer(content):
+        links.append(m.group(1))
+    return links
+
+
+def is_internal(link: str) -> bool:
+    if link.startswith(("http://", "https://", "mailto:", "#")):
+        return False
+    if not link.startswith("/"):
+        return False
+    if link.startswith(NON_PAGE_PREFIXES):
+        return False
+    return True
+
+
+def normalise(link: str) -> str:
+    """Strip fragment, query-string and a trailing '.md', then decode percent-encoding."""
+    parsed = urlparse(link)
+    path = unquote(parsed.path).rstrip("/")
+    return path[:-3] if path.endswith(".md") else path
+
+
+def build_valid_paths(root: str) -> tuple[set[str], list[str]]:
+    """Return (exact_paths, wildcard_prefixes) for valid root-relative paths.
+
+    exact_paths      – full paths that must match exactly (O(1) lookup via set).
+    wildcard_prefixes – path prefixes derived from wildcard redirect sources
+                        (e.g. '/changelogs' from '/changelogs/*').  A link
+                        target is valid if it starts with one of these prefixes
+                        followed by '/'.
+    """
+    exact: set[str] = set()
+    prefixes: list[str] = []
+
+    # Every .mdx file contributes its path (without extension) and with extension
+    for mdx in glob.glob(os.path.join(root, "**", "*.mdx"), recursive=True):
+        rel = os.path.relpath(mdx, root).replace(os.sep, "/")
+        # e.g. "docs/what-is-mixpanel.mdx"
+        exact.add("/" + rel)                      # with .mdx
+        exact.add("/" + rel[:-4])                  # without .mdx
+        # index pages: "docs/foo/index.mdx" → "/docs/foo"
+        if rel.endswith("/index.mdx"):
+            exact.add("/" + rel[: -len("/index.mdx")])
+
+    # Redirect sources are also valid inbound paths
+    docs_json = os.path.join(root, "docs.json")
+    if os.path.exists(docs_json):
+        with open(docs_json, encoding="utf-8") as fh:
+            data = json.load(fh)
+        for redir in data.get("redirects", []):
+            src = redir.get("source", "")
+            if src.endswith("/*"):
+                # Wildcard source: store the prefix for prefix matching
+                prefix = src[:-2]  # e.g. "/changelogs"
+                exact.add(prefix)
+                prefixes.append(prefix)
+            else:
+                exact.add(src)
+
+    return exact, prefixes
+
+
+def is_excluded(path: str) -> bool:
+    parts = path.replace(os.sep, "/").split("/")
+    return any(part in EXCLUDED_DIRS for part in parts)
+
+
+def main() -> int:
+    root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    valid_paths, wildcard_prefixes = build_valid_paths(root)
+
+    mdx_files = glob.glob(os.path.join(root, "**", "*.mdx"), recursive=True)
+
+    checked = 0
+    all_errors: list[str] = []
+
+    for path in sorted(mdx_files):
+        rel = os.path.relpath(path, root)
+        if is_excluded(rel):
+            continue
+        checked += 1
+
+        with open(path, encoding="utf-8") as fh:
+            content = strip_code(fh.read())
+
+        for raw_link in extract_links(content):
+            if not is_internal(raw_link):
+                continue
+            target = normalise(raw_link)
+            if not target:
+                continue
+
+            # Direct match (O(1))
+            if target in valid_paths:
+                continue
+
+            # Wildcard-redirect prefix match: check only the small list of
+            # known wildcard prefixes rather than iterating all valid_paths.
+            if any(target.startswith(p + "/") for p in wildcard_prefixes):
+                continue
+
+            all_errors.append(
+                f"{rel}: broken internal link '{raw_link}' → '{target}'"
+            )
+
+    if all_errors:
+        print("Links check FAILED:")
+        for err in all_errors:
+            print(f"  {err}")
+        return 1
+
+    print(f"Links check PASSED ({checked} files, {len(valid_paths)} valid paths indexed).")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/scripts/check_openapi.py b/scripts/check_openapi.py
new file mode 100644
index 000000000..7ea799903
--- /dev/null
+++ b/scripts/check_openapi.py
@@ -0,0 +1,229 @@
+#!/usr/bin/env python3
+"""
+CI gate: validate every OpenAPI specification under openapi/.
+
+Checks performed:
+  1. The file parses as YAML or JSON.
+  2. Required top-level structure is present (openapi/swagger version, info
+     with title and version, and paths).
+  3. Every local $ref ("#/...") resolves to a node that exists in the document.
+  4. If openapi-spec-validator is installed, the full spec is validated against
+     the OpenAPI schema, and every example is validated against the schema it
+     illustrates (media-type and parameter `example`/`examples`, plus
+     schema-level `example`). Without it, checks 1-3 still run.
+"""
+
+import glob
+import json
+import os
+import sys
+
+import yaml
+
+
+def load(path: str):
+    with open(path, encoding="utf-8") as fh:
+        text = fh.read()
+    if path.endswith(".json"):
+        return json.loads(text)
+    return yaml.safe_load(text)
+
+
+def iter_refs(node, trail="#"):
+    """Yield every ($ref value, location) pair in the document."""
+    if isinstance(node, dict):
+        for key, value in node.items():
+            if key == "$ref" and isinstance(value, str):
+                yield value, trail
+            else:
+                yield from iter_refs(value, f"{trail}/{key}")
+    elif isinstance(node, list):
+        for index, value in enumerate(node):
+            yield from iter_refs(value, f"{trail}/{index}")
+
+
+def resolves(doc, ref: str) -> bool:
+    """Walk a local JSON pointer ("#/components/schemas/Foo") through the doc."""
+    node = doc
+    for part in ref.lstrip("#/").split("/"):
+        # JSON pointer escapes, per RFC 6901.
+        part = part.replace("~1", "/").replace("~0", "~")
+        if isinstance(node, list):
+            if not part.isdigit() or int(part) >= len(node):
+                return False
+            node = node[int(part)]
+        elif isinstance(node, dict):
+            if part not in node:
+                return False
+            node = node[part]
+        else:
+            return False
+    return True
+
+# Keywords that mark a mapping as a Schema Object, so a schema-level `example`
+# can be told apart from an arbitrary mapping that happens to have that key.
+SCHEMA_KEYWORDS = {"type", "properties", "items", "allOf", "oneOf", "anyOf", "enum", "format", "$ref"}
+
+
+def escape_pointer(key) -> str:
+    return str(key).replace("~", "~0").replace("/", "~1")
+
+
+def deref(doc, node):
+    """Follow local $refs (e.g. to components/examples) to the target node."""
+    for _ in range(20):
+        if not (isinstance(node, dict) and str(node.get("$ref", "")).startswith("#")):
+            return node
+        if not resolves(doc, node["$ref"]):
+            return None
+        target = doc
+        for part in node["$ref"][2:].split("/"):
+            part = part.replace("~1", "/").replace("~0", "~")
+            target = target[int(part)] if isinstance(target, list) else target[part]
+        node = target
+    return node
+
+
+def iter_examples(doc, node, pointer=""):
+    """Yield (schema pointer, example location, example value) triples.
+
+    Example Objects from an `examples` map are unwrapped to their `value`
+    (following $refs); ones using externalValue are skipped.
+    """
+    if isinstance(node, list):
+        for index, value in enumerate(node):
+            yield from iter_examples(doc, value, f"{pointer}/{index}")
+        return
+    if not isinstance(node, dict):
+        return
+
+    if isinstance(node.get("schema"), dict):
+        # Media Type or Parameter Object: examples illustrate node["schema"].
+        if "example" in node:
+            yield f"{pointer}/schema", f"{pointer}/example", node["example"]
+        for name, example in (node.get("examples") or {}).items():
+            example = deref(doc, example)
+            if isinstance(example, dict) and "value" in example:
+                yield f"{pointer}/schema", f"{pointer}/examples/{escape_pointer(name)}", example["value"]
+    elif "example" in node and SCHEMA_KEYWORDS & node.keys():
+        yield pointer, f"{pointer}/example", node["example"]
+
+    for key, value in node.items():
+        # Example payloads are data, not schema; don't mistake their keys for
+        # keywords.
+        if key in ("example", "examples"):
+            continue
+        child = f"{pointer}/{escape_pointer(key)}"
+        if key == "properties" and isinstance(value, dict):
+            # Keys here are property names, so a property literally called
+            # "example" or "type" must not make the map look like a schema.
+            for name, prop in value.items():
+                yield from iter_examples(doc, prop, f"{child}/{escape_pointer(name)}")
+            continue
+        yield from iter_examples(doc, value, child)
+
+
+def check_examples(doc, display: str) -> list[str]:
+    """Validate every example against its schema, resolving $refs in the doc."""
+    from openapi_schema_validator import OAS30Validator, OAS31Validator
+    from referencing import Registry, Resource
+    from referencing.jsonschema import DRAFT4, DRAFT202012
+
+    is_31 = str(doc.get("openapi", "")).startswith("3.1")
+    validator_cls = OAS31Validator if is_31 else OAS30Validator
+    resource = Resource.from_contents(doc, default_specification=DRAFT202012 if is_31 else DRAFT4)
+    registry = Registry().with_resource("urn:spec", resource)
+
+    errors = []
+    for schema_pointer, where, example in iter_examples(doc, doc):
+        validator = validator_cls({"$ref": f"urn:spec#{schema_pointer}"}, registry=registry)
+        first = next(iter(validator.iter_errors(example)), None)
+        if first is not None:
+            errors.append(f"{display}: example at {where} does not match its schema: {first.message}")
+    return errors
+
+
+def check_file(path: str, display: str) -> list[str]:
+    errors = []
+    try:
+        doc = load(path)
+    except Exception as exc:  # noqa: BLE001 - report any parse failure verbatim
+        return [f"{display}: does not parse ({type(exc).__name__}: {exc})"]
+
+    if not isinstance(doc, dict):
+        return [f"{display}: top level is not a mapping"]
+
+    if not (doc.get("openapi") or doc.get("swagger")):
+        errors.append(f"{display}: missing 'openapi' (or 'swagger') version field")
+
+    info = doc.get("info")
+    if not isinstance(info, dict):
+        errors.append(f"{display}: missing 'info' object")
+    else:
+        for field in ("title", "version"):
+            if not info.get(field):
+                errors.append(f"{display}: 'info.{field}' is missing or empty")
+
+    if "paths" not in doc and "webhooks" not in doc:
+        errors.append(f"{display}: missing 'paths'")
+
+    for ref, where in iter_refs(doc):
+        if ref.startswith("#"):
+            if not resolves(doc, ref):
+                errors.append(f"{display}: unresolved local $ref '{ref}' at {where}")
+        elif not ref.startswith(("http://", "https://")):
+            target = os.path.join(os.path.dirname(path), ref.split("#")[0])
+            if not os.path.exists(target):
+                errors.append(f"{display}: $ref points at a missing file '{ref}'")
+
+    return errors
+
+
+def main() -> int:
+    root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    spec_dir = os.path.join(root, "openapi")
+    if not os.path.isdir(spec_dir):
+        print("OpenAPI check SKIPPED (no openapi/ directory).")
+        return 0
+
+    specs = sorted(
+        glob.glob(os.path.join(spec_dir, "**", "*.yaml"), recursive=True)
+        + glob.glob(os.path.join(spec_dir, "**", "*.yml"), recursive=True)
+        + glob.glob(os.path.join(spec_dir, "**", "*.json"), recursive=True)
+    )
+
+    try:
+        from openapi_spec_validator import validate as spec_validate
+
+        deep = True
+    except ImportError:
+        spec_validate = None
+        deep = False
+
+    all_errors: list[str] = []
+    for path in specs:
+        rel = os.path.relpath(path, root)
+        errors = check_file(path, rel)
+        if not errors and spec_validate is not None:
+            try:
+                spec_validate(load(path))
+            except Exception as exc:  # noqa: BLE001 - surface the validator's message
+                first = str(exc).split("\n")[0]
+                errors.append(f"{rel}: failed OpenAPI schema validation: {first}")
+            else:
+                errors.extend(check_examples(load(path), rel))
+        all_errors.extend(errors)
+
+    if all_errors:
+        print("OpenAPI check FAILED:")
+        for err in all_errors:
+            print(f"  {err}")
+        return 1
+
+    depth = "structure + schema + examples" if deep else "structure only (validator not installed)"
+    print(f"OpenAPI check PASSED ({len(specs)} specs validated, {depth}).")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/scripts/check_redirects.py b/scripts/check_redirects.py
new file mode 100644
index 000000000..78d45334d
--- /dev/null
+++ b/scripts/check_redirects.py
@@ -0,0 +1,150 @@
+#!/usr/bin/env python3
+"""
+CI gate: validate the 'redirects' section of docs.json.
+
+Checks performed:
+  1. No duplicate redirect source paths.
+  2. No redirect loops (a self-redirect or a cycle).
+  3. No redirect chains: a destination must not itself be the source of
+     another redirect (exact or wildcard). Each hop costs crawlers and answer
+     engines a round trip, and chains decay into loops. Point the redirect at
+     the final page instead.
+  4. Every destination resolves to an existing page. A wildcard destination
+     (e.g. '/guides/mcp/*') can't be checked child by child, since the
+     incoming URLs are unknown, so it must at least match one existing page:
+     removing or renaming the whole target section fails the check.
+
+Known violations on main are listed in docs-ci-baseline.json (see
+ci_baseline.py); only new violations fail the check.
+"""
+
+import fnmatch
+import json
+import os
+import sys
+import glob
+
+from ci_baseline import report
+
+
+def build_file_paths(root: str) -> set[str]:
+    """Return all root-relative page paths derived from .mdx files."""
+    paths: set[str] = set()
+    for mdx in glob.glob(os.path.join(root, "**", "*.mdx"), recursive=True):
+        rel = os.path.relpath(mdx, root).replace(os.sep, "/")
+        paths.add("/" + rel)           # with extension
+        paths.add("/" + rel[:-4])      # without extension
+        if rel.endswith("/index.mdx"):
+            paths.add("/" + rel[: -len("/index.mdx")])
+    return paths
+
+
+def normalise(path: str) -> str:
+    """Strip trailing slash and query string."""
+    return path.split("?")[0].rstrip("/") or "/"
+
+
+def main() -> int:
+    root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+    docs_json_path = os.path.join(root, "docs.json")
+
+    if not os.path.exists(docs_json_path):
+        print("Redirects check SKIPPED (docs.json not found).")
+        return 0
+
+    with open(docs_json_path, encoding="utf-8") as fh:
+        data = json.load(fh)
+
+    redirects = data.get("redirects", [])
+    all_errors: list[str] = []
+
+    # ── 1. Duplicate sources ────────────────────────────────────────────────
+    sources: list[str] = [r.get("source", "") for r in redirects]
+    seen: set[str] = set()
+    duplicates: set[str] = set()
+    for src in sources:
+        if src in seen:
+            duplicates.add(src)
+        seen.add(src)
+
+    for dup in sorted(duplicates):
+        all_errors.append(f"docs.json: duplicate redirect source '{dup}'")
+
+    # ── 2. Redirect loops (self-redirects and cycles) ───────────────────────
+    dest_by_source = {r.get("source", ""): r.get("destination", "") for r in redirects}
+    reported_cycles: set[frozenset[str]] = set()
+    reported_loop_sources: set[str] = set()
+    for start in dest_by_source:
+        path = [start]
+        node = dest_by_source[start]
+        while node in dest_by_source:
+            if node in path:
+                reported_loop_sources.add(start)
+                cycle = path[path.index(node):]
+                if frozenset(cycle) not in reported_cycles:
+                    reported_cycles.add(frozenset(cycle))
+                    # Rotate to the smallest member so the message is stable.
+                    pivot = cycle.index(min(cycle))
+                    ordered = cycle[pivot:] + cycle[:pivot]
+                    hops = " -> ".join(ordered + [ordered[0]])
+                    all_errors.append(f"docs.json: redirect loop {hops}")
+                break
+            path.append(node)
+            node = dest_by_source[node]
+
+    # ── 3 + 4. Destinations are final pages, not further redirects ─────────
+    file_paths = build_file_paths(root)
+    exact_sources = {s for s in sources if "*" not in s}
+    wildcard_sources = [s for s in sources if "*" in s]
+
+    def is_redirected(path: str) -> bool:
+        """True when the CDN would redirect `path` again (a chain)."""
+        if path in exact_sources:
+            return True
+        return any(fnmatch.fnmatch(path, pat) for pat in wildcard_sources)
+
+    for redir in redirects:
+        src = redir.get("source", "")
+        dest = redir.get("destination", "")
+        if not dest:
+            all_errors.append(f"docs.json: redirect from '{src}' has an empty destination")
+            continue
+
+        if dest.startswith("http"):
+            continue
+
+        # Strip anchors and query strings from destination
+        dest_path = normalise(dest.split("#")[0])
+
+        # Loops were reported above; don't double-report them as chains.
+        if src in reported_loop_sources:
+            continue
+
+        if "*" in dest:
+            # A wildcard destination chains only if it is itself a source.
+            if dest_path in sources:
+                all_errors.append(f"docs.json: redirect chain '{src}' -> '{dest}' (destination is redirected again)")
+            elif not any(fnmatch.fnmatch(page, dest_path) for page in file_paths):
+                all_errors.append(
+                    f"docs.json: wildcard redirect destination '{dest}' matches no existing page "
+                    f"(source: '{src}')"
+                )
+            continue
+
+        if is_redirected(dest_path):
+            all_errors.append(f"docs.json: redirect chain '{src}' -> '{dest}' (destination is redirected again)")
+        elif dest_path not in file_paths:
+            all_errors.append(
+                f"docs.json: redirect destination '{dest}' does not resolve "
+                f"to a known page (source: '{src}')"
+            )
+
+    return report(
+        "redirects",
+        "Redirects check",
+        all_errors,
+        f"{len(redirects)} redirects validated, {len(file_paths)} pages indexed",
+    )
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/scripts/ci_baseline.py b/scripts/ci_baseline.py
new file mode 100644
index 000000000..b318102b1
--- /dev/null
+++ b/scripts/ci_baseline.py
@@ -0,0 +1,74 @@
+"""
+Shared baseline handling for the docs CI gates.
+
+A new gate should not block every unrelated PR on day one because of
+violations that already exist on main. Each check can therefore list its
+known, pre-existing violations in scripts/docs-ci-baseline.json. The check
+fails only on violations that are NOT in the baseline, so new content is held
+to the full standard while old content is cleaned up separately.
+
+Baseline entries that no longer occur are reported but never fail the build,
+so a cleanup PR (for example TOF-439 descriptions or TOF-441 redirect chains)
+can land without touching the baseline. Prune them with --update-baseline.
+
+To regenerate one check's entries from the current tree:
+    python scripts/check_frontmatter.py --update-baseline
+"""
+
+import json
+import os
+import sys
+
+BASELINE_PATH = os.path.join(os.path.dirname(os.path.abspath(__file__)), "docs-ci-baseline.json")
+
+
+def _load() -> dict[str, list[str]]:
+    if not os.path.exists(BASELINE_PATH):
+        return {}
+    with open(BASELINE_PATH, encoding="utf-8") as fh:
+        return json.load(fh)
+
+
+def _save(baseline: dict[str, list[str]]) -> None:
+    with open(BASELINE_PATH, "w", encoding="utf-8") as fh:
+        json.dump(baseline, fh, indent=2, sort_keys=True)
+        fh.write("\n")
+
+
+def report(check: str, label: str, errors: list[str], passed_summary: str) -> int:
+    """Print results for one check and return its exit code.
+
+    `errors` must be stable strings (no line numbers) so they can be matched
+    against the baseline across unrelated edits.
+    """
+    if "--update-baseline" in sys.argv:
+        baseline = _load()
+        if errors:
+            baseline[check] = sorted(set(errors))
+        else:
+            baseline.pop(check, None)
+        _save(baseline)
+        print(f"{label} baseline updated: {len(set(errors))} known violation(s) recorded.")
+        return 0
+
+    known = set(_load().get(check, []))
+    new_errors = [err for err in errors if err not in known]
+    fixed = sorted(known - set(errors))
+    baselined = len(errors) - len(new_errors)
+
+    if fixed:
+        script = os.path.relpath(os.path.abspath(sys.argv[0]), os.path.dirname(os.path.dirname(BASELINE_PATH)))
+        print(
+            f"{label}: {len(fixed)} baseline entry(ies) no longer occur (fixed). "
+            f"Run `python {script} --update-baseline` to prune them."
+        )
+
+    if new_errors:
+        print(f"{label} FAILED ({len(new_errors)} new violation(s); {baselined} known and baselined):")
+        for err in new_errors:
+            print(f"  {err}")
+        return 1
+
+    suffix = f"; {baselined} known violation(s) baselined" if baselined else ""
+    print(f"{label} PASSED ({passed_summary}{suffix}).")
+    return 0
diff --git a/scripts/docs-ci-baseline.json b/scripts/docs-ci-baseline.json
new file mode 100644
index 000000000..e2b14623d
--- /dev/null
+++ b/scripts/docs-ci-baseline.json
@@ -0,0 +1,642 @@
+{
+  "frontmatter": [
+    "changelogs.mdx: front-matter is missing required 'description' field",
+    "docs/access-security.mdx: front-matter is missing required 'description' field",
+    "docs/access-security/audit-log-reference.mdx: front-matter is missing required 'description' field",
+    "docs/access-security/audit-log.mdx: front-matter is missing required 'description' field",
+    "docs/access-security/login-methods.mdx: front-matter is missing required 'description' field",
+    "docs/access-security/single-sign-on/azure.mdx: front-matter is missing required 'description' field",
+    "docs/access-security/single-sign-on/google.mdx: front-matter is missing required 'description' field",
+    "docs/access-security/single-sign-on/jumpcloud.mdx: front-matter is missing required 'description' field",
+    "docs/access-security/single-sign-on/okta.mdx: front-matter is missing required 'description' field",
+    "docs/access-security/two-factor-authentication.mdx: front-matter is missing required 'description' field",
+    "docs/agentic-automations.mdx: front-matter is missing required 'description' field",
+    "docs/boards/sharing-and-permission.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/build-an-integration.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/abtasty.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/airship.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/appcues.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/apptimize.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/braze.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/chameleon.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/clevertap.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/facebook-ads.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/google-ads.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/insider.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/iterable.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/kameleoon.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/leanplum.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/mailchimp.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/marketo.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/moengage.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/mparticle.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/mparticle.mdx: title \"mParticle\" is also used by another page",
+    "docs/cohort-sync/integrations/onesignal.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/salesforce-marketing-cloud.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/segment.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/segment.mdx: title \"Segment\" is also used by another page",
+    "docs/cohort-sync/integrations/taplytics.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/vwo.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/webengage.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/integrations/xtremepush.mdx: front-matter is missing required 'description' field",
+    "docs/cohort-sync/webhooks.mdx: front-matter is missing required 'description' field",
+    "docs/community.mdx: front-matter is missing required 'description' field",
+    "docs/community/guidelines.mdx: front-matter is missing required 'description' field",
+    "docs/data-governance.mdx: front-matter is missing required 'description' field",
+    "docs/data-governance/ai-powered-data-governance.mdx: front-matter is missing required 'description' field",
+    "docs/data-governance/data-clean-up.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/common-sql-queries.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/integrations.mdx: title \"Data Pipeline Integrations\" is also used by another page",
+    "docs/data-pipelines/integrations/aws-s3.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/integrations/azure-blob-storage.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/integrations/bigquery.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/integrations/databricks.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/integrations/gcp-gcs.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/integrations/gcp-gcs.mdx: title \"Google Cloud Storage\" is also used by another page",
+    "docs/data-pipelines/integrations/redshift-spectrum.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/integrations/snowflake.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/json-pipelines.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations.mdx: title \"Data Pipeline Integrations\" is also used by another page",
+    "docs/data-pipelines/old-pipelines/integrations/raw-aws-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations/raw-azure-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations/raw-gcs-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations/schematized-aws-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations/schematized-azure-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations/schematized-bigquery-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations/schematized-gcs-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/integrations/schematized-snowflake-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-pipelines/old-pipelines/schematized-export-pipeline.mdx: front-matter is missing required 'description' field",
+    "docs/data-structure/lookup-tables.mdx: title \"Lookup Tables\" is also used by another page",
+    "docs/features.mdx: front-matter is missing required 'description' field",
+    "docs/features.mdx: title \"Features\" is also used by another page",
+    "docs/features/annotations.mdx: front-matter is missing required 'description' field",
+    "docs/features/comments.mdx: front-matter is missing required 'description' field",
+    "docs/features/computed-properties.mdx: front-matter is missing required 'description' field",
+    "docs/features/custom-buckets.mdx: front-matter is missing required 'description' field",
+    "docs/features/revenue-analytics.mdx: front-matter is missing required 'description' field",
+    "docs/features/saved-metrics-and-behaviors.mdx: front-matter is missing required 'description' field",
+    "docs/features/slack-integration.mdx: front-matter is missing required 'description' field",
+    "docs/mcp.mdx: front-matter is missing required 'description' field",
+    "docs/metric_tree.mdx: front-matter is missing required 'description' field",
+    "docs/migration.mdx: front-matter is missing required 'description' field",
+    "docs/migration/adobe-analytics.mdx: front-matter is missing required 'description' field",
+    "docs/migration/amplitude.mdx: front-matter is missing required 'description' field",
+    "docs/migration/google-analytics.mdx: front-matter is missing required 'description' field",
+    "docs/mixpanel-agent.mdx: front-matter is missing required 'description' field",
+    "docs/mixpanel-headless.mdx: front-matter is missing required 'description' field",
+    "docs/mixpanel-headless.mdx: title \"Mixpanel Headless\" is also used by another page",
+    "docs/orgs-and-projects.mdx: front-matter is missing required 'description' field",
+    "docs/orgs-and-projects/managing-projects.mdx: front-matter is missing required 'description' field",
+    "docs/orgs-and-projects/organizations.mdx: front-matter is missing required 'description' field",
+    "docs/orgs-and-projects/roles-and-permissions.mdx: front-matter is missing required 'description' field",
+    "docs/pricing/legacy-mtu-billing.mdx: front-matter is missing required 'description' field",
+    "docs/privacy.mdx: front-matter is missing required 'description' field",
+    "docs/privacy/eu-residency.mdx: front-matter is missing required 'description' field",
+    "docs/privacy/gdpr-compliance.mdx: front-matter is missing required 'description' field",
+    "docs/privacy/in-residency.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/capture-events.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/capture-events/autocapture.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/capture-events/autocapture.mdx: title \"Autocapture\" is also used by another page",
+    "docs/quickstart/capture-events/track-events.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/capture-events/track-events.mdx: title \"Track Events\" is also used by another page",
+    "docs/quickstart/company-analytics.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/connect-your-data.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/identify-users.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/install-mixpanel.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/install-with-ai.mdx: front-matter is missing required 'description' field",
+    "docs/quickstart/tips-and-tricks.mdx: front-matter is missing required 'description' field",
+    "docs/reports.mdx: front-matter is missing required 'description' field",
+    "docs/reports/apps.mdx: front-matter is missing required 'description' field",
+    "docs/reports/funnels.mdx: title \"Funnels\" is also used by another page",
+    "docs/reports/funnels/funnels-advanced.mdx: front-matter is missing required 'description' field",
+    "docs/reports/funnels/funnels-faq.mdx: front-matter is missing required 'description' field",
+    "docs/reports/funnels/funnels-overview.mdx: title \"Funnels\" is also used by another page",
+    "docs/reports/funnels/funnels-quickstart.mdx: front-matter is missing required 'description' field",
+    "docs/response-times.mdx: front-matter is missing required 'description' field",
+    "docs/session-replay/heatmaps.mdx: front-matter is missing required 'description' field",
+    "docs/session-replay/session-replay-privacy-controls.mdx: front-matter is missing required 'description' field",
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