diff --git a/pinecone_rag/preprocessor/phabricator_preprocessor.py b/pinecone_rag/preprocessor/phabricator_preprocessor.py
new file mode 100644
index 0000000..282af42
--- /dev/null
+++ b/pinecone_rag/preprocessor/phabricator_preprocessor.py
@@ -0,0 +1,162 @@
+"""
+Phabricator PR-like preprocessor for Pinecone RAG.
+
+Reads markdown files under data/phabricator/** and builds one Document per file.
+Expected markdown header:
+- # D<number> <title> [Open|Closed]
+- > Username: <author>
+- > Created at: <date text>
+- > Url: https://reviews.llvm.org/D<number>
+"""
+
+import logging
+import re
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Any, Dict, List, Optional
+
+from langchain_core.documents import Document
+
+logger = logging.getLogger(__name__)
+
+_HEADER_RE = re.compile(
+    r"^#\s*D(?P<number>\d+)\s+(?P<title>.+?)\s+\[(?P<state>[^\]]+)\]\s*$"
+)
+_USERNAME_RE = re.compile(r"^>\s*Username:\s*(.+?)\s*$", re.MULTILINE)
+_CREATED_AT_RE = re.compile(r"^>\s*Created at:\s*(.+?)\s*$", re.MULTILINE)
+_URL_RE = re.compile(r"^>\s*Url:\s*(https?://\S+)\s*$", re.MULTILINE)
+
+_CLOSED_STATES = {"closed", "abandoned", "merged"}
+
+
+def _is_valid_content(text: str, min_length: int) -> bool:
+    """Return True if text is non-empty and has at least min_length characters (after strip)."""
+    return bool(text and len(text.strip()) >= min_length)
+
+
+def _parse_created_at_to_timestamp(value: str) -> float:
+    """Parse Phabricator 'Created at' date string to Unix timestamp (UTC). Returns 0.0 on empty or parse failure."""
+    if not value:
+        return 0.0
+
+    patterns = [
+        "%b %d %Y, %I:%M %p",  # Jan 18 2023, 5:56 PM
+        "%b %d %Y, %H:%M",  # Jan 18 2023, 17:56
+    ]
+    for pattern in patterns:
+        try:
+            dt = datetime.strptime(value, pattern).replace(tzinfo=timezone.utc)
+            return dt.timestamp()
+        except ValueError:
+            logger.debug("Date parse failed for pattern '%s': %s", pattern, value)
+            continue
+    return 0.0
+
+
+def _extract_metadata(md_text: str, file_path: Path) -> Dict[str, Any]:
+    """Parse markdown content for D-number, title, state, author, URL and timestamps; return metadata dict."""
+    lines = md_text.splitlines()
+    first_line = lines[0].strip() if lines else ""
+
+    header_match = _HEADER_RE.match(first_line)
+    if header_match:
+        number = int(header_match.group("number"))
+        title = header_match.group("title").strip()
+        state = header_match.group("state").strip()
+    else:
+        number = -1
+        title = file_path.stem
+        state = ""
+
+    user_match = _USERNAME_RE.search(md_text)
+    url_match = _URL_RE.search(md_text)
+
+    author = user_match.group(1).strip() if user_match else ""
+    url = url_match.group(1).strip() if url_match else ""
+
+    if not url and number > 0:
+        url = f"https://reviews.llvm.org/D{number}"
+
+    # Collect all "Created at:" timestamps from PR header + all comments/reviews.
+    # The first match is the PR's own creation time; the maximum is the last activity.
+    all_timestamps = [
+        _parse_created_at_to_timestamp(raw.strip())
+        for raw in _CREATED_AT_RE.findall(md_text)
+    ]
+    valid_timestamps = [ts for ts in all_timestamps if ts > 0.0]
+
+    created_at = min(valid_timestamps) if valid_timestamps else 0.0
+    last_activity = max(valid_timestamps) if valid_timestamps else 0.0
+    updated_at = last_activity
+    closed_at = last_activity if state.lower() in _CLOSED_STATES else 0.0
+
+    return {
+        "type": "pr-phabricator",
+        "number": number,
+        "title": title,
+        "url": url,
+        "author": author,
+        "state": state.lower(),
+        "state_reason": "",
+        "created_at": created_at,
+        "updated_at": updated_at,
+        "closed_at": closed_at,
+    }
+
+
+def _load_pr_document(md_path: Path, min_content_length: int) -> Optional[Document]:
+    """Load one Phabricator markdown file and convert it into a Document with extracted metadata."""
+    try:
+        content = md_path.read_text(encoding="utf-8", errors="replace").strip()
+    except OSError as exc:
+        logger.debug("Skip %s: %s", md_path.name, exc)
+        return None
+
+    if not _is_valid_content(content, min_content_length):
+        logger.debug("Skip %s: content too short", md_path.name)
+        return None
+
+    metadata = _extract_metadata(content, md_path)
+    return Document(page_content=content, metadata=metadata)
+
+
+class PhabricatorPrPreprocessor:
+    """
+    Load Phabricator PR-style markdown files and produce LangChain Documents.
+
+    Expects markdown with header lines for D-number, title, state, username,
+    created-at, and URL. Call load_documents() to scan the data directory and
+    return a list of Document instances with extracted metadata.
+    """
+
+    def __init__(
+        self,
+        data_dir: str = "data/github/Clang/phabricator",
+        min_content_length: int = 10,
+    ):
+        """Initialize with the directory containing Phabricator markdown files and minimum content length."""
+        self.data_dir = Path(data_dir)
+        self.min_content_length = min_content_length
+
+    def load_documents(self, limit: Optional[int] = None) -> List[Document]:
+        """Load Phabricator markdown files from data/github/Clang/phabricator/**/*.md."""
+        if not self.data_dir.exists():
+            logger.warning("Phabricator data dir does not exist: %s", self.data_dir)
+            return []
+
+        md_paths = sorted(self.data_dir.rglob("*.md"))
+        if limit is not None:
+            md_paths = md_paths[:limit]
+
+        documents: List[Document] = []
+        for md_path in md_paths:
+            doc = _load_pr_document(md_path, self.min_content_length)
+            if doc is not None:
+                documents.append(doc)
+
+        logger.info(
+            "Loaded %d Phabricator PR documents from %s",
+            len(documents),
+            self.data_dir,
+        )
+        return documents