stricter mcp lib

.github/actions/setup-pg0/action.yml

@@ -1,11 +0,0 @@
-name: 'Setup pg0'
-description: 'Install pg0 embedded PostgreSQL'
-
-runs:
-  using: 'composite'
-  steps:
-    - name: Install pg0
-      shell: bash
-      run: |
-        curl -fsSL https://raw.githubusercontent.com/vectorize-io/pg0/main/install.sh | bash
-        echo "$HOME/.pg0/bin" >> $GITHUB_PATH

.github/workflows/test.yml

@@ -125,9 +125,6 @@ jobs:
       with:
         python-version-file: ".python-version"
 
-    - name: Install pg0
-      uses: ./.github/actions/setup-pg0
-
     - name: Build API
       working-directory: ./hindsight-api
       run: uv build
@@ -185,9 +182,6 @@ jobs:
       with:
         python-version-file: ".python-version"
 
-    - name: Install pg0
-      uses: ./.github/actions/setup-pg0
-
     - name: Build API
       working-directory: ./hindsight-api
       run: uv build
@@ -269,9 +263,6 @@ jobs:
       with:
         node-version: '20'
 
-    - name: Install pg0
-      uses: ./.github/actions/setup-pg0
-
     - name: Build API
       working-directory: ./hindsight-api
       run: uv build
@@ -360,9 +351,6 @@ jobs:
           hindsight-clients/rust/target
         key: ${{ runner.os }}-cargo-client-${{ hashFiles('hindsight-clients/rust/Cargo.lock') }}
 
-    - name: Install pg0
-      uses: ./.github/actions/setup-pg0
-
     - name: Build API
       working-directory: ./hindsight-api
       run: uv build

docker/standalone/Dockerfile

@@ -130,38 +130,10 @@ RUN mkdir -p /app/data && chown -R hindsight:hindsight /app
 USER hindsight
 
 # Set PATH for hindsight user
-ENV PATH="/home/hindsight/.hindsight/bin:/app/api/.venv/bin:${PATH}"
+ENV PATH="/app/api/.venv/bin:${PATH}"
 
-# Install pg0 binary
-RUN mkdir -p /home/hindsight/.hindsight/bin && \
-    ARCH=$(uname -m) && \
-    if [ "$ARCH" = "aarch64" ] || [ "$ARCH" = "arm64" ]; then \
-        PG0_BINARY="pg0-linux-aarch64-gnu"; \
-    elif [ "$ARCH" = "x86_64" ]; then \
-        PG0_BINARY="pg0-linux-x86_64-gnu"; \
-    else \
-        echo "Unsupported architecture: $ARCH" && exit 1; \
-    fi && \
-    echo "Installing pg0 binary: $PG0_BINARY" && \
-    for i in 1 2 3 4 5; do \
-        curl -fsSL -o /home/hindsight/.hindsight/bin/pg0 \
-            "https://github.com/vectorize-io/pg0/releases/latest/download/$PG0_BINARY" && \
-        chmod +x /home/hindsight/.hindsight/bin/pg0 && \
-        ls -lh /home/hindsight/.hindsight/bin/pg0 && \
-        file /home/hindsight/.hindsight/bin/pg0 && \
-        ldd /home/hindsight/.hindsight/bin/pg0 2>&1 || true && \
-        break || (echo "Retry $i failed, waiting..." && sleep 10); \
-    done && \
-    echo "Testing pg0 binary..." && \
-    /home/hindsight/.hindsight/bin/pg0 --version || (echo "pg0 --version failed with exit code $?"; ldd /home/hindsight/.hindsight/bin/pg0; exit 1)
-
-# Pre-download PostgreSQL binaries
+# Pre-cache PostgreSQL binaries by starting/stopping pg0-embedded
 ENV PG0_HOME=/home/hindsight/.pg0-cache
-RUN pg0 start --help && \
-    (pg0 start --name hindsight --port 5555 --username hindsight --password hindsight --database hindsight && \
-    sleep 2 && \
-    pg0 stop --name hindsight && \
-    echo "PostgreSQL pre-cached to $PG0_HOME") || echo "Pre-download skipped"
 
 ENV PG0_HOME=/home/hindsight/.pg0
 
@@ -267,38 +239,17 @@ RUN mkdir -p /app/data && chown -R hindsight:hindsight /app
 USER hindsight
 
 # Set PATH for hindsight user
-ENV PATH="/home/hindsight/.hindsight/bin:/app/api/.venv/bin:${PATH}"
+ENV PATH="/app/api/.venv/bin:${PATH}"
 
-# Install pg0 binary
-RUN mkdir -p /home/hindsight/.hindsight/bin && \
-    ARCH=$(uname -m) && \
-    if [ "$ARCH" = "aarch64" ] || [ "$ARCH" = "arm64" ]; then \
-        PG0_BINARY="pg0-linux-aarch64-gnu"; \
-    elif [ "$ARCH" = "x86_64" ]; then \
-        PG0_BINARY="pg0-linux-x86_64-gnu"; \
-    else \
-        echo "Unsupported architecture: $ARCH" && exit 1; \
-    fi && \
-    echo "Installing pg0 binary: $PG0_BINARY" && \
-    for i in 1 2 3 4 5; do \
-        curl -fsSL -o /home/hindsight/.hindsight/bin/pg0 \
-            "https://github.com/vectorize-io/pg0/releases/latest/download/$PG0_BINARY" && \
-        chmod +x /home/hindsight/.hindsight/bin/pg0 && \
-        ls -lh /home/hindsight/.hindsight/bin/pg0 && \
-        file /home/hindsight/.hindsight/bin/pg0 && \
-        ldd /home/hindsight/.hindsight/bin/pg0 2>&1 || true && \
-        break || (echo "Retry $i failed, waiting..." && sleep 10); \
-    done && \
-    echo "Testing pg0 binary..." && \
-    /home/hindsight/.hindsight/bin/pg0 --version || (echo "pg0 --version failed with exit code $?"; ldd /home/hindsight/.hindsight/bin/pg0; exit 1)
-
-# Pre-download PostgreSQL binaries
+# Pre-cache PostgreSQL binaries by starting/stopping pg0-embedded
 ENV PG0_HOME=/home/hindsight/.pg0-cache
-RUN pg0 start --help && \
-    (pg0 start --name hindsight --port 5555 --username hindsight --password hindsight --database hindsight && \
-    sleep 2 && \
-    pg0 stop --name hindsight && \
-    echo "PostgreSQL pre-cached to $PG0_HOME") || echo "Pre-download skipped"
+RUN /app/api/.venv/bin/python -c "\
+from pg0 import Pg0; \
+print('Pre-caching PostgreSQL binaries...'); \
+pg = Pg0(name='hindsight', port=5555, username='hindsight', password='hindsight', database='hindsight'); \
+pg.start(); \
+pg.stop(); \
+print('PostgreSQL pre-cached to PG0_HOME')" || echo "Pre-download skipped"
 
 ENV PG0_HOME=/home/hindsight/.pg0
 

hindsight-api/hindsight_api/api/mcp.py

@@ -121,11 +121,7 @@ class MCPMiddleware:
         self.app = app
         self.memory = memory
         self.mcp_server = create_mcp_server(memory)
-        # Use sse_app - http_app requires lifespan management that's complex with middleware
-        import warnings
-        with warnings.catch_warnings():
-            warnings.simplefilter("ignore", DeprecationWarning)
-            self.mcp_app = self.mcp_server.sse_app()
+        self.mcp_app = self.mcp_server.http_app()
 
     async def __call__(self, scope, receive, send):
         if scope["type"] != "http":

hindsight-api/hindsight_api/pg0.py

@@ -1,373 +1,114 @@
 import asyncio
-import json
 import logging
-import os
-import platform
-import re
-import shutil
-import stat
-import subprocess
-from pathlib import Path
 from typing import Optional
 
-import httpx
+from pg0 import Pg0
 
 logger = logging.getLogger(__name__)
 
-# pg0 configuration
-BINARY_NAME = "pg0"
 DEFAULT_PORT = 5555
 DEFAULT_USERNAME = "hindsight"
 DEFAULT_PASSWORD = "hindsight"
 DEFAULT_DATABASE = "hindsight"
 
 
-def get_platform_binary_name() -> str:
-    """Get the appropriate binary name for the current platform.
-
-    Supported platforms:
-    - macOS ARM64 (darwin-aarch64)
-    - Linux x86_64 (gnu)
-    - Linux ARM64 (gnu)
-    - Windows x86_64
-    """
-    system = platform.system().lower()
-    machine = platform.machine().lower()
-
-    # Normalize architecture names
-    if machine in ("x86_64", "amd64"):
-        arch = "x86_64"
-    elif machine in ("arm64", "aarch64"):
-        arch = "aarch64"
-    else:
-        raise RuntimeError(
-            f"Embedded PostgreSQL is not supported on architecture: {machine}. "
-            f"Supported architectures: x86_64/amd64 (Linux, Windows), aarch64/arm64 (macOS, Linux)"
-        )
-
-    if system == "darwin" and arch == "aarch64":
-        return "pg0-darwin-aarch64"
-    elif system == "linux" and arch == "x86_64":
-        return "pg0-linux-x86_64-gnu"
-    elif system == "linux" and arch == "aarch64":
-        return "pg0-linux-aarch64-gnu"
-    elif system == "windows" and arch == "x86_64":
-        return "pg0-windows-x86_64.exe"
-    else:
-        raise RuntimeError(
-            f"Embedded PostgreSQL is not supported on {system}-{arch}. "
-            f"Supported platforms: darwin-aarch64 (macOS ARM), linux-x86_64-gnu, linux-aarch64-gnu, windows-x86_64"
-        )
-
-
-def get_download_url(
-    version: str = "latest",
-    repo: str = "vectorize-io/pg0",
-) -> str:
-    """Get the download URL for pg0 binary."""
-    binary_name = get_platform_binary_name()
-
-    if version == "latest":
-        return f"https://github.com/{repo}/releases/latest/download/{binary_name}"
-    else:
-        return f"https://github.com/{repo}/releases/download/{version}/{binary_name}"
-
-
-def _find_pg0_binary() -> Optional[Path]:
-    """Find pg0 binary in PATH or default install location."""
-    # First check PATH
-    pg0_in_path = shutil.which("pg0")
-    if pg0_in_path:
-        return Path(pg0_in_path)
-
-    # Fall back to default install location
-    default_path = Path.home() / ".hindsight" / "bin" / "pg0"
-    if default_path.exists() and os.access(default_path, os.X_OK):
-        return default_path
-
-    return None
-
-
 class EmbeddedPostgres:
-    """
-    Manages an embedded PostgreSQL server instance using pg0.
-
-    This class handles:
-    - Finding or downloading the pg0 CLI
-    - Starting/stopping the PostgreSQL server
-    - Getting the connection URI
-
-    Example:
-        pg = EmbeddedPostgres()
-        await pg.ensure_installed()
-        await pg.start()
-        uri = await pg.get_uri()
-        # ... use uri with asyncpg ...
-        await pg.stop()
-    """
+    """Manages an embedded PostgreSQL server instance using pg0-embedded."""
 
     def __init__(
         self,
-        version: str = "latest",
         port: int = DEFAULT_PORT,
         username: str = DEFAULT_USERNAME,
         password: str = DEFAULT_PASSWORD,
         database: str = DEFAULT_DATABASE,
         name: str = "hindsight",
+        **kwargs,
     ):
-        """
-        Initialize the embedded PostgreSQL manager.
-
-        Args:
-            version: Version of pg0 to download if not found. Defaults to "latest"
-            port: Port to listen on. Defaults to 5555
-            username: Username for the database. Defaults to "hindsight"
-            password: Password for the database. Defaults to "hindsight"
-            database: Database name to create. Defaults to "hindsight"
-            name: Instance name for pg0. Defaults to "hindsight"
-        """
-        self.version = version
         self.port = port
         self.username = username
         self.password = password
         self.database = database
         self.name = name
+        self._pg0: Optional[Pg0] = None
 
-        # Will be set when binary is found/installed
-        self._binary_path: Optional[Path] = _find_pg0_binary()
-
-    @property
-    def binary_path(self) -> Path:
-        """Get the path to the pg0 binary."""
-        if self._binary_path is None:
-            # Default install location
-            return Path.home() / ".hindsight" / "bin" / "pg0"
-        return self._binary_path
-
-    def is_installed(self) -> bool:
-        """Check if pg0 is available (in PATH or installed)."""
-        self._binary_path = _find_pg0_binary()
-        return self._binary_path is not None
-
-    async def ensure_installed(self) -> None:
-        """
-        Ensure pg0 is available.
-
-        Checks PATH and default location. If not found, raises an error
-        instructing the user to install pg0 manually.
-        """
-        if self.is_installed():
-            logger.debug(f"pg0 found at {self._binary_path}")
-            return
-
-        raise RuntimeError(
-            "pg0 is not installed. Please install it manually:\n"
-            "  curl -fsSL https://github.com/vectorize-io/pg0/releases/latest/download/pg0-linux-amd64 -o ~/.local/bin/pg0 && chmod +x ~/.local/bin/pg0\n"
-            "Or visit: https://github.com/vectorize-io/pg0/releases"
-        )
-
-    def _run_command(self, *args: str, capture_output: bool = True) -> subprocess.CompletedProcess:
-        """Run a pg0 command synchronously."""
-        cmd = [str(self.binary_path), *args]
-        return subprocess.run(cmd, capture_output=capture_output, text=True)
-
-    async def _run_command_async(self, *args: str, timeout: int = 120) -> tuple[int, str, str]:
-        """Run a pg0 command asynchronously."""
-        cmd = [str(self.binary_path), *args]
-
-        def run_sync():
-            try:
-                result = subprocess.run(
-                    cmd,
-                    stdin=subprocess.DEVNULL,
-                    stdout=subprocess.PIPE,
-                    stderr=subprocess.PIPE,
-                    text=True,
-                    timeout=timeout,
-                )
-                return result.returncode, result.stdout, result.stderr
-            except subprocess.TimeoutExpired:
-                return 1, "", "Command timed out"
-
-        loop = asyncio.get_event_loop()
-        return await loop.run_in_executor(None, run_sync)
-
-    def _extract_uri_from_output(self, output: str) -> Optional[str]:
-        """Extract the PostgreSQL URI from pg0 start output."""
-        match = re.search(r"Connection URI:\s*(postgresql://[^\s]+)", output)
-        if match:
-            return match.group(1)
-        return None
-
-    async def _get_version(self) -> str:
-        """Get the pg0 version."""
-        returncode, stdout, stderr = await self._run_command_async("--version", timeout=10)
-        if returncode == 0 and stdout:
-            return stdout.strip()
-        return "unknown"
+    def _get_pg0(self) -> Pg0:
+        if self._pg0 is None:
+            self._pg0 = Pg0(
+                name=self.name,
+                port=self.port,
+                username=self.username,
+                password=self.password,
+                database=self.database,
+            )
+        return self._pg0
 
     async def start(self, max_retries: int = 3, retry_delay: float = 2.0) -> str:
-        """
-        Start the PostgreSQL server with retry logic.
-
-        Args:
-            max_retries: Maximum number of start attempts (default: 3)
-            retry_delay: Initial delay between retries in seconds (default: 2.0)
-
-        Returns:
-            The connection URI for the started server.
-
-        Raises:
-            RuntimeError: If the server fails to start after all retries.
-        """
-        if not self.is_installed():
-            raise RuntimeError("pg0 is not installed. Call ensure_installed() first.")
-
-        # Log pg0 version
-        version = await self._get_version()
-        logger.info(f"Starting embedded PostgreSQL with pg0 {version} (name: {self.name}, port: {self.port})...")
+        """Start the PostgreSQL server with retry logic."""
+        logger.info(f"Starting embedded PostgreSQL (name: {self.name}, port: {self.port})...")
 
+        pg0 = self._get_pg0()
         last_error = None
+
         for attempt in range(1, max_retries + 1):
-            returncode, stdout, stderr = await self._run_command_async(
-                "start",
-                "--name", self.name,
-                "--port", str(self.port),
-                "--username", self.username,
-                "--password", self.password,
-                "--database", self.database,
-                timeout=300,
-            )
-
-            # Try to extract URI from output
-            uri = self._extract_uri_from_output(stdout)
-            if uri:
-                logger.info(f"PostgreSQL started on port {self.port}")
-                return uri
-
-            # Check if pg0 info can find the running instance
             try:
-                uri = await self.get_uri()
+                loop = asyncio.get_event_loop()
+                info = await loop.run_in_executor(None, pg0.start)
                 logger.info(f"PostgreSQL started on port {self.port}")
-                return uri
-            except RuntimeError:
-                pass
+                return info.uri
+            except Exception as e:
+                last_error = str(e)
+                if attempt < max_retries:
+                    delay = retry_delay * (2 ** (attempt - 1))
+                    logger.debug(f"pg0 start attempt {attempt}/{max_retries} failed: {last_error}")
+                    logger.debug(f"Retrying in {delay:.1f}s...")
+                    await asyncio.sleep(delay)
+                else:
+                    logger.debug(f"pg0 start attempt {attempt}/{max_retries} failed: {last_error}")
 
-            # Start failed, log and retry
-            last_error = stderr or f"pg0 start returned exit code {returncode}"
-            if attempt < max_retries:
-                delay = retry_delay * (2 ** (attempt - 1))
-                logger.debug(f"pg0 start attempt {attempt}/{max_retries} failed: {last_error.strip()}")
-                logger.debug(f"Retrying in {delay:.1f}s...")
-                await asyncio.sleep(delay)
-            else:
-                logger.debug(f"pg0 start attempt {attempt}/{max_retries} failed: {last_error.strip()}")
-
-        # All retries exhausted - fail
         raise RuntimeError(
             f"Failed to start embedded PostgreSQL after {max_retries} attempts. "
-            f"Last error: {last_error.strip() if last_error else 'unknown'}"
+            f"Last error: {last_error}"
         )
 
     async def stop(self) -> None:
         """Stop the PostgreSQL server."""
-        if not self.is_installed():
-            return
-
+        pg0 = self._get_pg0()
         logger.info(f"Stopping embedded PostgreSQL (name: {self.name})...")
 
-        returncode, stdout, stderr = await self._run_command_async("stop", "--name", self.name)
-
-        if returncode != 0:
-            if "not running" in stderr.lower():
-                return
-            raise RuntimeError(f"Failed to stop PostgreSQL: {stderr}")
-
-        logger.info("Embedded PostgreSQL stopped")
-
-    async def _get_info(self) -> dict:
-        """Get info from pg0 using the `info -o json` command."""
-        if not self.is_installed():
-            raise RuntimeError("pg0 is not installed.")
-
-        returncode, stdout, stderr = await self._run_command_async(
-            "info", "--name", self.name, "-o", "json"
-        )
-
-        if returncode != 0:
-            raise RuntimeError(f"Failed to get PostgreSQL info: {stderr}")
-
         try:
-            return json.loads(stdout.strip())
-        except json.JSONDecodeError as e:
-            raise RuntimeError(f"Failed to parse pg0 info output: {e}")
+            loop = asyncio.get_event_loop()
+            await loop.run_in_executor(None, pg0.stop)
+            logger.info("Embedded PostgreSQL stopped")
+        except Exception as e:
+            if "not running" in str(e).lower():
+                return
+            raise RuntimeError(f"Failed to stop PostgreSQL: {e}")
 
     async def get_uri(self) -> str:
         """Get the connection URI for the PostgreSQL server."""
-        info = await self._get_info()
-        uri = info.get("uri")
-        if not uri:
+        pg0 = self._get_pg0()
+        loop = asyncio.get_event_loop()
+        info = await loop.run_in_executor(None, pg0.info)
+        if info is None or not info.running:
             raise RuntimeError("PostgreSQL server is not running or URI not available")
-        return uri
-
-    async def status(self) -> dict:
-        """Get the status of the PostgreSQL server."""
-        if not self.is_installed():
-            return {"installed": False, "running": False}
-
-        try:
-            info = await self._get_info()
-            return {
-                "installed": True,
-                "running": info.get("running", False),
-                "uri": info.get("uri"),
-            }
-        except RuntimeError:
-            return {"installed": True, "running": False}
+        return info.uri
 
     async def is_running(self) -> bool:
         """Check if the PostgreSQL server is currently running."""
-        if not self.is_installed():
-            return False
         try:
-            info = await self._get_info()
-            return info.get("running", False)
-        except RuntimeError:
+            pg0 = self._get_pg0()
+            loop = asyncio.get_event_loop()
+            info = await loop.run_in_executor(None, pg0.info)
+            return info is not None and info.running
+        except Exception:
             return False
 
     async def ensure_running(self) -> str:
-        """
-        Ensure the PostgreSQL server is running.
-
-        Installs if needed, starts if not running.
-
-        Returns:
-            The connection URI.
-        """
-        await self.ensure_installed()
-
+        """Ensure the PostgreSQL server is running, starting it if needed."""
         if await self.is_running():
             return await self.get_uri()
-
         return await self.start()
 
-    def uninstall(self) -> None:
-        """Remove the pg0 binary (only if we installed it)."""
-        default_path = Path.home() / ".hindsight" / "bin" / "pg0"
-        if default_path.exists():
-            default_path.unlink()
-            logger.info(f"Removed {default_path}")
-
-    def clear_data(self) -> None:
-        """Remove all PostgreSQL data (destructive!)."""
-        result = self._run_command("drop", "--name", self.name, "--force")
-        if result.returncode == 0:
-            logger.info(f"Dropped pg0 instance {self.name}")
-        else:
-            logger.warning(f"Failed to drop pg0 instance {self.name}: {result.stderr}")
-
-
-# Convenience functions
 
 _default_instance: Optional[EmbeddedPostgres] = None
 
@@ -375,33 +116,18 @@ _default_instance: Optional[EmbeddedPostgres] = None
 def get_embedded_postgres() -> EmbeddedPostgres:
     """Get or create the default EmbeddedPostgres instance."""
     global _default_instance
-
     if _default_instance is None:
         _default_instance = EmbeddedPostgres()
-
     return _default_instance
 
 
 async def start_embedded_postgres() -> str:
-    """
-    Quick start function for embedded PostgreSQL.
-
-    Downloads, installs, and starts PostgreSQL in one call.
-
-    Returns:
-        Connection URI string
-
-    Example:
-        db_url = await start_embedded_postgres()
-        conn = await asyncpg.connect(db_url)
-    """
-    pg = get_embedded_postgres()
-    return await pg.ensure_running()
+    """Quick start function for embedded PostgreSQL."""
+    return await get_embedded_postgres().ensure_running()
 
 
 async def stop_embedded_postgres() -> None:
     """Stop the default embedded PostgreSQL instance."""
     global _default_instance
-
     if _default_instance:
         await _default_instance.stop()

hindsight-api/pyproject.toml

@@ -28,7 +28,8 @@ dependencies = [
     "torch>=2.0.0,<2.6.0",
     "tiktoken>=0.12.0",
     "httpx>=0.27.0",
-    "fastmcp>=2.0.0",
+    "fastmcp>=2.3.0",
+    "pg0-embedded>=0.1.0",
     "python-dateutil>=2.8.0",
     "opentelemetry-api>=1.20.0",
     "opentelemetry-sdk>=1.20.0",

uv.lock

@@ -1182,6 +1182,7 @@ dependencies = [
     { name = "opentelemetry-exporter-prometheus" },
     { name = "opentelemetry-instrumentation-fastapi" },
     { name = "opentelemetry-sdk" },
+    { name = "pg0-embedded" },
     { name = "pgvector" },
     { name = "psycopg2-binary" },
     { name = "pydantic" },
@@ -1233,6 +1234,7 @@ requires-dist = [
     { name = "opentelemetry-exporter-prometheus", specifier = ">=0.41b0" },
     { name = "opentelemetry-instrumentation-fastapi", specifier = ">=0.41b0" },
     { name = "opentelemetry-sdk", specifier = ">=1.20.0" },
+    { name = "pg0-embedded", specifier = ">=0.1.0" },
     { name = "pgvector", specifier = ">=0.4.1" },
     { name = "psycopg2-binary", specifier = ">=2.9.11" },
     { name = "pydantic", specifier = ">=2.0.0" },
@@ -2502,6 +2504,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9a/70/875f4a23bfc4731703a5835487d0d2fb999031bd415e7d17c0ae615c18b7/pathvalidate-3.3.1-py3-none-any.whl", hash = "sha256:5263baab691f8e1af96092fa5137ee17df5bdfbd6cff1fcac4d6ef4bc2e1735f", size = 24305 },
 ]
 
+[[package]]
+name = "pg0-embedded"
+version = "0.10.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/5d/2a/26aed143a5bc4396321c5016c3e7574d596b94122e4de555ec21ebd1f135/pg0_embedded-0.10.1.tar.gz", hash = "sha256:afbfa9e050bec48587d55410e2a93694390c8fb50e1bbab2ac22a36a7eec146d", size = 17619 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/08/61/03f089d9d812e782db200f330e7cf35903834d7f106a2d650bb92c73c8d7/pg0_embedded-0.10.1-py3-none-macosx_14_0_arm64.whl", hash = "sha256:913010ad1a2321367f47cdc907a1639537af36597cd9b61549a341d8da3f249b", size = 13073670 },
+    { url = "https://files.pythonhosted.org/packages/72/03/d6e64310c59da880cda4931216f328f72a014c19722fa754b1a0d6422cbb/pg0_embedded-0.10.1-py3-none-manylinux_2_35_aarch64.whl", hash = "sha256:b6f2fc089e844a67dbc1b16899f582ca857744bdd7842b4166a6eecce807a5af", size = 14785516 },
+    { url = "https://files.pythonhosted.org/packages/7b/25/a2f84a1c142b48c2a41f14765721650076e2be56762b5ad7cd72ae32e5e4/pg0_embedded-0.10.1-py3-none-manylinux_2_35_x86_64.whl", hash = "sha256:f2ae4ed1ce0aa42a310f20b1ea47dd6091f0f74106b7ded39e9c089e7f80ab25", size = 15224456 },
+    { url = "https://files.pythonhosted.org/packages/d0/a8/64963aef0d6ae720b88068441ebdede95b727218c26927e0b8c17d91cf2f/pg0_embedded-0.10.1-py3-none-win_amd64.whl", hash = "sha256:39516c952edc050fbb9e24c35d28c9e013f108879b9c8e91091325231cbdb5a1", size = 54977766 },
+]
+
 [[package]]
 name = "pgvector"
 version = "0.4.1"