diff --git a/Cargo.lock b/Cargo.lock
index 600a612..5a76c9a 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -5427,6 +5427,8 @@ name = "lance-context-python"
 version = "0.4.0"
 dependencies = [
  "chrono",
+ "lance-context-api",
+ "lance-context-client",
  "lance-context-core",
  "openssl",
  "pyo3",
diff --git a/python/Cargo.toml b/python/Cargo.toml
index 9469b0f..4a1b0ee 100644
--- a/python/Cargo.toml
+++ b/python/Cargo.toml
@@ -11,6 +11,8 @@ crate-type = ["cdylib"]
 
 [dependencies]
 chrono = { version = "0.4", default-features = false, features = ["clock"] }
+lance-context-api = { path = "../crates/lance-context-api" }
+lance-context-client = { path = "../crates/lance-context-client" }
 lance-context-core = { path = "../crates/lance-context-core" }
 pyo3 = { version = "0.25", features = ["extension-module", "abi3-py39", "py-clone"] }
 serde_json = "1"
diff --git a/python/python/lance_context/__init__.py b/python/python/lance_context/__init__.py
index 6f22999..d17869f 100644
--- a/python/python/lance_context/__init__.py
+++ b/python/python/lance_context/__init__.py
@@ -5,6 +5,7 @@
     Context,
     ContextNamespace,
     EmbeddingProvider,
+    RemoteContext,
     __version__,
 )
 
@@ -13,5 +14,6 @@
     "Context",
     "ContextNamespace",
     "EmbeddingProvider",
+    "RemoteContext",
     "__version__",
 ]
diff --git a/python/python/lance_context/api.py b/python/python/lance_context/api.py
index 4e1d66f..24e2274 100644
--- a/python/python/lance_context/api.py
+++ b/python/python/lance_context/api.py
@@ -12,6 +12,9 @@
 from ._internal import (  # pyright: ignore[reportMissingImports]
     ContextNamespace as _ContextNamespace,
 )
+from ._internal import (  # pyright: ignore[reportMissingImports]
+    RemoteContext as _RemoteContext,
+)
 from ._internal import version as _version  # pyright: ignore[reportMissingImports]
 from .embeddings import EmbeddingProvider, _build_provider
 
@@ -20,6 +23,7 @@
     "Context",
     "ContextNamespace",
     "EmbeddingProvider",
+    "RemoteContext",
     "__version__",
 ]
 
@@ -1364,3 +1368,326 @@ def __repr__(self) -> str:
             f"branch={self._sync.branch()!r}, "
             f"entries={self._sync.entries()})"
         )
+
+
+class RemoteContext:
+    """Async wrapper for a remote lance-context server over HTTP."""
+
+    def __init__(self, sync_ctx: _RemoteContext) -> None:
+        self._sync = sync_ctx
+
+    @classmethod
+    async def connect(cls, base_url: str, name: str) -> "RemoteContext":
+        """Connect to a remote context server."""
+        loop = asyncio.get_running_loop()
+        sync_ctx = await loop.run_in_executor(
+            None, lambda: _RemoteContext.connect(base_url, name)
+        )
+        return cls(sync_ctx)
+
+    def version(self) -> int:
+        """Return the current version (cached, sync)."""
+        return self._sync.version()
+
+    async def add(
+        self,
+        *,
+        role: str = "user",
+        content: Any = None,
+        content_type: str | None = None,
+        embedding: Iterable[float] | None = None,
+        bot_id: str | None = None,
+        session_id: str | None = None,
+        external_id: str | None = None,
+        state_metadata: Mapping[str, Any] | None = None,
+        metadata: Any = None,
+        expires_at: datetime | str | None = None,
+        retention_policy: str | None = None,
+        supersedes_id: str | None = None,
+        relationships: Iterable[Mapping[str, Any]] | None = None,
+    ) -> dict[str, Any]:
+        """Add a record to the remote context."""
+        payload, data_type = _normalize_content(content, content_type)
+        emb = _coerce_vector(embedding) if embedding is not None else None
+        sm = _normalize_state_metadata(state_metadata)
+        meta_json = _json_dumps(metadata, "metadata")
+        rel_list = list(relationships) if relationships else None
+        rel_json = _json_dumps(rel_list, "relationships")
+        exp = _coerce_timestamp(expires_at, field_name="expires_at")
+
+        loop = asyncio.get_running_loop()
+        return await loop.run_in_executor(
+            None,
+            lambda: self._sync.add(
+                role=role,
+                content=payload,
+                data_type=data_type,
+                embedding=emb,
+                bot_id=bot_id,
+                session_id=session_id,
+                external_id=external_id,
+                state_metadata=sm,
+                metadata_json=meta_json,
+                expires_at=exp,
+                retention_policy=retention_policy,
+                supersedes_id=supersedes_id,
+                relationships_json=rel_json,
+            ),
+        )
+
+    async def upsert(
+        self,
+        *,
+        role: str = "user",
+        content: Any = None,
+        content_type: str | None = None,
+        embedding: Iterable[float] | None = None,
+        bot_id: str | None = None,
+        session_id: str | None = None,
+        external_id: str | None = None,
+        metadata: Any = None,
+        expires_at: datetime | str | None = None,
+        retention_policy: str | None = None,
+        supersedes_id: str | None = None,
+        relationships: Iterable[Mapping[str, Any]] | None = None,
+        key: str = "external_id",
+    ) -> dict[str, Any]:
+        """Upsert a record by external_id."""
+        payload, data_type = _normalize_content(content, content_type)
+        emb = _coerce_vector(embedding) if embedding is not None else None
+        meta_json = _json_dumps(metadata, "metadata")
+        rel_list = list(relationships) if relationships else None
+        rel_json = _json_dumps(rel_list, "relationships")
+        exp = _coerce_timestamp(expires_at, field_name="expires_at")
+
+        loop = asyncio.get_running_loop()
+        result = await loop.run_in_executor(
+            None,
+            lambda: self._sync.upsert(
+                role=role,
+                content=payload,
+                data_type=data_type,
+                embedding=emb,
+                bot_id=bot_id,
+                session_id=session_id,
+                external_id=external_id,
+                metadata_json=meta_json,
+                expires_at=exp,
+                retention_policy=retention_policy,
+                supersedes_id=supersedes_id,
+                relationships_json=rel_json,
+                key=key,
+            ),
+        )
+        result["record"] = _normalize_record(result["record"])
+        return result
+
+    async def update(
+        self,
+        *,
+        id: str | None = None,
+        external_id: str | None = None,
+        bot_id: str | None = None,
+        session_id: str | None = None,
+        metadata: Any = None,
+        relationships: Iterable[Mapping[str, Any]] | None = None,
+        expires_at: datetime | str | None = None,
+        retention_policy: str | None = None,
+        lifecycle_status: str | None = None,
+        retired_at: datetime | str | None = None,
+        retired_reason: str | None = None,
+        embedding: Iterable[float] | None = None,
+    ) -> dict[str, Any]:
+        """Update a record by id or external_id."""
+        meta_json = _json_dumps(metadata, "metadata")
+        rel_list = list(relationships) if relationships else None
+        rel_json = _json_dumps(rel_list, "relationships")
+        exp = _coerce_timestamp(expires_at, field_name="expires_at")
+        ret = _coerce_timestamp(retired_at, field_name="retired_at")
+        emb = _coerce_vector(embedding) if embedding is not None else None
+
+        loop = asyncio.get_running_loop()
+        result = await loop.run_in_executor(
+            None,
+            lambda: self._sync.update(
+                id=id,
+                external_id=external_id,
+                bot_id=bot_id,
+                session_id=session_id,
+                metadata_json=meta_json,
+                relationships_json=rel_json,
+                expires_at=exp,
+                retention_policy=retention_policy,
+                lifecycle_status=lifecycle_status,
+                retired_at=ret,
+                retired_reason=retired_reason,
+                embedding=emb,
+            ),
+        )
+        if result.get("record") is not None:
+            result["record"] = _normalize_record(result["record"])
+        return result
+
+    async def get(
+        self,
+        *,
+        id: str | None = None,
+        external_id: str | None = None,
+    ) -> dict[str, Any] | None:
+        """Get a record by id or external_id."""
+        loop = asyncio.get_running_loop()
+        result = await loop.run_in_executor(
+            None,
+            lambda: self._sync.get(id=id, external_id=external_id),
+        )
+        return _normalize_record(result) if result is not None else None
+
+    async def delete(
+        self,
+        *,
+        id: str | None = None,
+        external_id: str | None = None,
+    ) -> bool:
+        """Delete a record by id or external_id."""
+        loop = asyncio.get_running_loop()
+        return await loop.run_in_executor(
+            None,
+            lambda: self._sync.delete(id=id, external_id=external_id),
+        )
+
+    async def list(
+        self,
+        *,
+        limit: int | None = None,
+        offset: int | None = None,
+        filters: Any = None,
+        include_expired: bool = False,
+        include_retired: bool = False,
+    ) -> list[dict[str, Any]]:
+        """List records with optional filters."""
+        filters_json = _json_dumps(filters, "filters")
+        loop = asyncio.get_running_loop()
+        results = await loop.run_in_executor(
+            None,
+            lambda: self._sync.list(
+                limit=limit,
+                offset=offset,
+                filters_json=filters_json,
+                include_expired=include_expired,
+                include_retired=include_retired,
+            ),
+        )
+        return [_normalize_record(r) for r in results]
+
+    async def related(
+        self,
+        target_id: str,
+        *,
+        relation: str | None = None,
+        limit: int | None = None,
+        include_expired: bool = False,
+        include_retired: bool = False,
+    ) -> list[dict[str, Any]]:
+        """Get records related to a target."""
+        loop = asyncio.get_running_loop()
+        results = await loop.run_in_executor(
+            None,
+            lambda: self._sync.related(
+                target_id=target_id,
+                relation=relation,
+                limit=limit,
+                include_expired=include_expired,
+                include_retired=include_retired,
+            ),
+        )
+        return [_normalize_record(r) for r in results]
+
+    async def search(
+        self,
+        query: Iterable[float],
+        *,
+        limit: int | None = None,
+        filters: Any = None,
+        include_expired: bool = False,
+        include_retired: bool = False,
+        include_relationships: bool = False,
+    ) -> list[dict[str, Any]]:
+        """Vector search over the context."""
+        q = _coerce_vector(query)
+        filters_json = _json_dumps(filters, "filters")
+        loop = asyncio.get_running_loop()
+        results = await loop.run_in_executor(
+            None,
+            lambda: self._sync.search(
+                query=q,
+                limit=limit,
+                filters_json=filters_json,
+                include_expired=include_expired,
+                include_retired=include_retired,
+                include_relationships=include_relationships,
+            ),
+        )
+        return [_normalize_search_hit(h) for h in results]
+
+    async def retrieve(
+        self,
+        *,
+        text: str | None = None,
+        vector: Iterable[float] | None = None,
+        limit: int | None = None,
+        filters: Any = None,
+        include_expired: bool = False,
+        include_retired: bool = False,
+        include_relationships: bool = False,
+        fusion: str | None = None,
+    ) -> list[dict[str, Any]]:
+        """Hybrid retrieval (text + vector)."""
+        v = _coerce_vector(vector) if vector is not None else None
+        filters_json = _json_dumps(filters, "filters")
+        loop = asyncio.get_running_loop()
+        results = await loop.run_in_executor(
+            None,
+            lambda: self._sync.retrieve(
+                text=text,
+                vector=v,
+                limit=limit,
+                filters_json=filters_json,
+                include_expired=include_expired,
+                include_retired=include_retired,
+                include_relationships=include_relationships,
+                fusion=fusion,
+            ),
+        )
+        return [_normalize_retrieve_hit(h) for h in results]
+
+    async def checkout(self, version: int) -> None:
+        """Checkout a specific version."""
+        loop = asyncio.get_running_loop()
+        await loop.run_in_executor(
+            None,
+            lambda: self._sync.checkout(version),
+        )
+
+    async def compact(
+        self,
+        *,
+        target_rows_per_fragment: int | None = None,
+        materialize_deletions: bool | None = None,
+    ) -> dict[str, Any]:
+        """Run compaction on the remote context."""
+        loop = asyncio.get_running_loop()
+        return await loop.run_in_executor(
+            None,
+            lambda: self._sync.compact(
+                target_rows_per_fragment=target_rows_per_fragment,
+                materialize_deletions=materialize_deletions,
+            ),
+        )
+
+    async def compaction_stats(self) -> dict[str, Any]:
+        """Get compaction statistics."""
+        loop = asyncio.get_running_loop()
+        return await loop.run_in_executor(None, self._sync.compaction_stats)
+
+    def __repr__(self) -> str:
+        return f"RemoteContext(version={self._sync.version()})"
diff --git a/python/src/lib.rs b/python/src/lib.rs
index a930f44..e3615c5 100644
--- a/python/src/lib.rs
+++ b/python/src/lib.rs
@@ -11,6 +11,12 @@ use pyo3::IntoPyObject;
 use serde_json::Value;
 use tokio::runtime::Runtime;
 
+use lance_context_api::{
+    AddRecordRequest, CompactRequest, CompactResponse, CompactStatsResponse, ContextStoreApi,
+    RecordDto, RecordPatchDto, RelationshipDto, RetrieveRequest, RetrieveResultDto, SearchRequest,
+    SearchResultDto, StateMetadataDto, UpdateRecordRequest, UpsertRecordRequest,
+};
+use lance_context_client::RemoteContextStore;
 use lance_context_core::serde::CONTENT_TYPE_TEXT;
 use lance_context_core::{
     CompactionConfig, CompactionMetrics, CompactionStats, Context as RustContext,
@@ -75,6 +81,12 @@ struct ContextNamespace {
     runtime: Arc<Runtime>,
 }
 
+#[pyclass]
+struct RemoteContext {
+    store: RemoteContextStore,
+    runtime: Arc<Runtime>,
+}
+
 fn storage_options_from_dict<'py>(
     dict: Option<&Bound<'py, PyDict>>,
 ) -> PyResult<Option<HashMap<String, String>>> {
@@ -1015,6 +1027,432 @@ impl Context {
     }
 }
 
+#[pymethods]
+impl RemoteContext {
+    #[classmethod]
+    fn connect(
+        _cls: &Bound<'_, PyType>,
+        py: Python<'_>,
+        base_url: &str,
+        name: &str,
+    ) -> PyResult<Self> {
+        let runtime = Arc::new(Runtime::new().map_err(to_py_err)?);
+        let store_res =
+            py.allow_threads(|| runtime.block_on(RemoteContextStore::connect(base_url, name)));
+        let store = store_res.map_err(to_py_err)?;
+        Ok(Self { store, runtime })
+    }
+
+    fn version(&self) -> u64 {
+        self.store.version()
+    }
+
+    #[allow(clippy::too_many_arguments)]
+    #[pyo3(signature = (role, content, data_type = None, embedding = None, bot_id = None, session_id = None, external_id = None, state_metadata = None, metadata_json = None, expires_at = None, retention_policy = None, supersedes_id = None, relationships_json = None))]
+    fn add(
+        &mut self,
+        py: Python<'_>,
+        role: &str,
+        content: &Bound<'_, PyAny>,
+        data_type: Option<&str>,
+        embedding: Option<Vec<f32>>,
+        bot_id: Option<String>,
+        session_id: Option<String>,
+        external_id: Option<String>,
+        state_metadata: Option<&Bound<'_, PyDict>>,
+        metadata_json: Option<String>,
+        expires_at: Option<String>,
+        retention_policy: Option<String>,
+        supersedes_id: Option<String>,
+        relationships_json: Option<String>,
+    ) -> PyResult<PyObject> {
+        let (content_type, text_payload, binary_payload) = content_to_payloads(content, data_type)?;
+        let req = AddRecordRequest {
+            role: role.to_string(),
+            content_type,
+            text_payload,
+            binary_payload,
+            embedding,
+            bot_id,
+            session_id,
+            external_id,
+            state_metadata: dto_state_metadata_from_dict(state_metadata)?,
+            metadata: metadata_from_json(metadata_json)?,
+            relationships: dto_relationships_from_json(relationships_json)?,
+            expires_at: parse_optional_datetime(expires_at, "expires_at")?,
+            retention_policy,
+            supersedes_id,
+            tenant: None,
+            source: None,
+        };
+        let resp = py
+            .allow_threads(|| {
+                self.runtime
+                    .block_on(self.store.add(std::slice::from_ref(&req)))
+            })
+            .map_err(to_py_err)?;
+        let dict = PyDict::new(py);
+        dict.set_item("version", resp.version)?;
+        dict.set_item("ids", resp.ids)?;
+        dict.set_item("count", resp.count)?;
+        Ok(dict.into_pyobject(py)?.unbind().into())
+    }
+
+    #[allow(clippy::too_many_arguments)]
+    #[pyo3(signature = (role, content, data_type = None, embedding = None, bot_id = None, session_id = None, external_id = None, metadata_json = None, expires_at = None, retention_policy = None, supersedes_id = None, relationships_json = None, key = "external_id"))]
+    fn upsert(
+        &mut self,
+        py: Python<'_>,
+        role: &str,
+        content: &Bound<'_, PyAny>,
+        data_type: Option<&str>,
+        embedding: Option<Vec<f32>>,
+        bot_id: Option<String>,
+        session_id: Option<String>,
+        external_id: Option<String>,
+        metadata_json: Option<String>,
+        expires_at: Option<String>,
+        retention_policy: Option<String>,
+        supersedes_id: Option<String>,
+        relationships_json: Option<String>,
+        key: &str,
+    ) -> PyResult<PyObject> {
+        if key != "external_id" {
+            return Err(PyRuntimeError::new_err(format!(
+                "upsert key '{key}' is not supported; use 'external_id'"
+            )));
+        }
+        if external_id.as_deref().is_none_or(str::is_empty) {
+            return Err(PyRuntimeError::new_err(
+                "upsert requires external_id".to_string(),
+            ));
+        }
+
+        let (content_type, text_payload, binary_payload) = content_to_payloads(content, data_type)?;
+        let record = AddRecordRequest {
+            role: role.to_string(),
+            content_type,
+            text_payload,
+            binary_payload,
+            embedding,
+            bot_id,
+            session_id,
+            external_id,
+            state_metadata: None,
+            metadata: metadata_from_json(metadata_json)?,
+            relationships: dto_relationships_from_json(relationships_json)?,
+            expires_at: parse_optional_datetime(expires_at, "expires_at")?,
+            retention_policy,
+            supersedes_id,
+            tenant: None,
+            source: None,
+        };
+        let req = UpsertRecordRequest {
+            record,
+            key: key.to_string(),
+        };
+        let resp = py
+            .allow_threads(|| self.runtime.block_on(self.store.upsert(&req)))
+            .map_err(to_py_err)?;
+        let dict = PyDict::new(py);
+        dict.set_item("inserted", resp.inserted)?;
+        dict.set_item("replaced_id", resp.replaced_id)?;
+        dict.set_item("version", resp.version)?;
+        dict.set_item("record", dto_record_to_py(py, resp.record)?)?;
+        Ok(dict.into_pyobject(py)?.unbind().into())
+    }
+
+    #[allow(clippy::too_many_arguments)]
+    #[pyo3(signature = (id = None, external_id = None, bot_id = None, session_id = None, metadata_json = None, relationships_json = None, expires_at = None, retention_policy = None, lifecycle_status = None, retired_at = None, retired_reason = None, embedding = None))]
+    fn update(
+        &mut self,
+        py: Python<'_>,
+        id: Option<String>,
+        external_id: Option<String>,
+        bot_id: Option<String>,
+        session_id: Option<String>,
+        metadata_json: Option<String>,
+        relationships_json: Option<String>,
+        expires_at: Option<String>,
+        retention_policy: Option<String>,
+        lifecycle_status: Option<String>,
+        retired_at: Option<String>,
+        retired_reason: Option<String>,
+        embedding: Option<Vec<f32>>,
+    ) -> PyResult<PyObject> {
+        let patch = RecordPatchDto {
+            bot_id,
+            session_id,
+            state_metadata: None,
+            metadata: metadata_from_json(metadata_json)?,
+            relationships: dto_relationships_patch_from_json(relationships_json)?,
+            expires_at: parse_optional_datetime(expires_at, "expires_at")?,
+            retention_policy,
+            lifecycle_status,
+            retired_at: parse_optional_datetime(retired_at, "retired_at")?,
+            retired_reason,
+            embedding,
+            tenant: None,
+            source: None,
+        };
+        if patch.is_empty() {
+            return Err(PyRuntimeError::new_err(
+                "update requires at least one patch field",
+            ));
+        }
+        match (id.is_some(), external_id.is_some()) {
+            (true, true) => {
+                return Err(PyRuntimeError::new_err(
+                    "update() accepts only one of id or external_id",
+                ))
+            }
+            (false, false) => {
+                return Err(PyRuntimeError::new_err(
+                    "update() requires either id or external_id",
+                ))
+            }
+            _ => {}
+        }
+
+        let req = UpdateRecordRequest {
+            id,
+            external_id,
+            patch,
+        };
+        let resp = py
+            .allow_threads(|| self.runtime.block_on(self.store.update(&req)))
+            .map_err(to_py_err)?;
+        let dict = PyDict::new(py);
+        dict.set_item("updated", resp.updated)?;
+        dict.set_item("replaced_id", resp.replaced_id)?;
+        dict.set_item("version", resp.version)?;
+        match resp.record {
+            Some(record) => dict.set_item("record", dto_record_to_py(py, record)?)?,
+            None => dict.set_item("record", py.None())?,
+        }
+        Ok(dict.into_pyobject(py)?.unbind().into())
+    }
+
+    #[pyo3(signature = (id = None, external_id = None))]
+    fn get(
+        &self,
+        py: Python<'_>,
+        id: Option<String>,
+        external_id: Option<String>,
+    ) -> PyResult<Option<PyObject>> {
+        let record = match (id, external_id) {
+            (Some(id), None) => py.allow_threads(|| {
+                self.runtime
+                    .block_on(self.store.get(&id))
+                    .map_err(to_py_err)
+            })?,
+            (None, Some(external_id)) => py.allow_threads(|| {
+                self.runtime
+                    .block_on(self.store.get_by_external_id(&external_id))
+                    .map_err(to_py_err)
+            })?,
+            (None, None) => {
+                return Err(PyRuntimeError::new_err(
+                    "get() requires either id or external_id",
+                ));
+            }
+            (Some(_), Some(_)) => {
+                return Err(PyRuntimeError::new_err(
+                    "get() accepts only one of id or external_id",
+                ));
+            }
+        };
+        record
+            .map(|record| dto_record_to_py(py, record))
+            .transpose()
+    }
+
+    #[pyo3(signature = (id = None, external_id = None))]
+    fn delete(
+        &mut self,
+        py: Python<'_>,
+        id: Option<String>,
+        external_id: Option<String>,
+    ) -> PyResult<bool> {
+        let resp = match (id, external_id) {
+            (Some(id), None) => py.allow_threads(|| {
+                self.runtime
+                    .block_on(self.store.delete_by_id(&id))
+                    .map_err(to_py_err)
+            })?,
+            (None, Some(external_id)) => py.allow_threads(|| {
+                self.runtime
+                    .block_on(self.store.delete_by_external_id(&external_id))
+                    .map_err(to_py_err)
+            })?,
+            (None, None) => {
+                return Err(PyRuntimeError::new_err(
+                    "delete() requires either id or external_id",
+                ));
+            }
+            (Some(_), Some(_)) => {
+                return Err(PyRuntimeError::new_err(
+                    "delete() accepts only one of id or external_id",
+                ));
+            }
+        };
+        Ok(resp.deleted)
+    }
+
+    #[pyo3(signature = (limit = None, offset = None, filters_json = None, include_expired = false, include_retired = false))]
+    fn list(
+        &self,
+        py: Python<'_>,
+        limit: Option<usize>,
+        offset: Option<usize>,
+        filters_json: Option<String>,
+        include_expired: bool,
+        include_retired: bool,
+    ) -> PyResult<Vec<PyObject>> {
+        let filters = filters_value_from_json(filters_json)?;
+        let records = py.allow_threads(|| {
+            self.runtime
+                .block_on(
+                    self.store
+                        .list(limit, offset, filters, include_expired, include_retired),
+                )
+                .map_err(to_py_err)
+        })?;
+        records
+            .into_iter()
+            .map(|record| dto_record_to_py(py, record))
+            .collect()
+    }
+
+    #[pyo3(signature = (target_id, relation = None, limit = None, include_expired = false, include_retired = false))]
+    fn related(
+        &self,
+        py: Python<'_>,
+        target_id: &str,
+        relation: Option<&str>,
+        limit: Option<usize>,
+        include_expired: bool,
+        include_retired: bool,
+    ) -> PyResult<Vec<PyObject>> {
+        let records = py.allow_threads(|| {
+            self.runtime
+                .block_on(self.store.related(
+                    target_id,
+                    relation,
+                    limit,
+                    include_expired,
+                    include_retired,
+                ))
+                .map_err(to_py_err)
+        })?;
+        records
+            .into_iter()
+            .map(|record| dto_record_to_py(py, record))
+            .collect()
+    }
+
+    #[allow(clippy::too_many_arguments)]
+    #[pyo3(signature = (query, limit = None, filters_json = None, include_expired = false, include_retired = false, include_relationships = false))]
+    fn search(
+        &self,
+        py: Python<'_>,
+        query: Vec<f32>,
+        limit: Option<usize>,
+        filters_json: Option<String>,
+        include_expired: bool,
+        include_retired: bool,
+        include_relationships: bool,
+    ) -> PyResult<Vec<PyObject>> {
+        let req = SearchRequest {
+            query,
+            limit: limit.unwrap_or(10),
+            filters: filters_value_from_json(filters_json)?,
+            include_expired,
+            include_retired,
+            include_relationships,
+        };
+        let hits = py
+            .allow_threads(|| self.runtime.block_on(self.store.search(&req)))
+            .map_err(to_py_err)?;
+        hits.into_iter()
+            .map(|hit| dto_search_hit_to_py(py, hit, include_relationships))
+            .collect()
+    }
+
+    #[allow(clippy::too_many_arguments)]
+    #[pyo3(signature = (text = None, vector = None, limit = None, filters_json = None, include_expired = false, include_retired = false, include_relationships = false, fusion = None))]
+    fn retrieve(
+        &self,
+        py: Python<'_>,
+        text: Option<String>,
+        vector: Option<Vec<f32>>,
+        limit: Option<usize>,
+        filters_json: Option<String>,
+        include_expired: bool,
+        include_retired: bool,
+        include_relationships: bool,
+        fusion: Option<String>,
+    ) -> PyResult<Vec<PyObject>> {
+        if fusion.as_deref().is_some_and(|value| value != "rrf") {
+            return Err(PyRuntimeError::new_err(
+                "retrieve fusion currently supports only 'rrf'",
+            ));
+        }
+        let req = RetrieveRequest {
+            text,
+            vector,
+            limit: limit.unwrap_or(10),
+            filters: filters_value_from_json(filters_json)?,
+            include_expired,
+            include_retired,
+            include_relationships,
+            fusion: fusion.unwrap_or_else(|| "rrf".to_string()),
+        };
+        let hits = py
+            .allow_threads(|| self.runtime.block_on(self.store.retrieve(&req)))
+            .map_err(to_py_err)?;
+        hits.into_iter()
+            .map(|hit| dto_retrieve_hit_to_py(py, hit, include_relationships))
+            .collect()
+    }
+
+    fn checkout(&mut self, py: Python<'_>, version_id: u64) -> PyResult<()> {
+        py.allow_threads(|| {
+            self.runtime
+                .block_on(self.store.checkout(version_id))
+                .map_err(to_py_err)
+        })
+    }
+
+    #[pyo3(signature = (target_rows_per_fragment=None, materialize_deletions=None))]
+    fn compact(
+        &mut self,
+        py: Python<'_>,
+        target_rows_per_fragment: Option<usize>,
+        materialize_deletions: Option<bool>,
+    ) -> PyResult<PyObject> {
+        let options = if target_rows_per_fragment.is_some() || materialize_deletions.is_some() {
+            Some(CompactRequest {
+                target_rows_per_fragment,
+                materialize_deletions,
+            })
+        } else {
+            None
+        };
+        let resp = py
+            .allow_threads(|| self.runtime.block_on(self.store.compact(options)))
+            .map_err(to_py_err)?;
+        dto_compact_response_to_py(py, resp)
+    }
+
+    fn compaction_stats(&self, py: Python<'_>) -> PyResult<PyObject> {
+        let stats = py
+            .allow_threads(|| self.runtime.block_on(self.store.compaction_stats()))
+            .map_err(to_py_err)?;
+        dto_compact_stats_to_py(py, stats)
+    }
+}
+
 fn required_item<'py>(
     dict: &Bound<'py, PyDict>,
     key: &str,
@@ -1262,10 +1700,242 @@ fn to_py_err<E: std::fmt::Display>(err: E) -> PyErr {
     PyRuntimeError::new_err(err.to_string())
 }
 
+fn content_to_payloads(
+    content: &Bound<'_, PyAny>,
+    data_type: Option<&str>,
+) -> PyResult<(String, Option<String>, Option<Vec<u8>>)> {
+    match content.extract::<&[u8]>() {
+        Ok(bytes) => Ok((
+            data_type
+                .map(str::to_string)
+                .unwrap_or_else(|| DEFAULT_BINARY_CONTENT_TYPE.to_string()),
+            None,
+            Some(bytes.to_vec()),
+        )),
+        Err(_) => {
+            let content_str = content.str()?.to_string();
+            Ok((
+                data_type
+                    .map(str::to_string)
+                    .unwrap_or_else(|| CONTENT_TYPE_TEXT.to_string()),
+                Some(content_str),
+                None,
+            ))
+        }
+    }
+}
+
+fn dto_state_metadata_from_dict(
+    dict: Option<&Bound<'_, PyDict>>,
+) -> PyResult<Option<StateMetadataDto>> {
+    let Some(dict) = dict else {
+        return Ok(None);
+    };
+
+    Ok(Some(StateMetadataDto {
+        step: optional_item(dict, "step")?
+            .map(|value| value.extract::<i32>())
+            .transpose()?,
+        active_plan_id: optional_item(dict, "active_plan_id")?
+            .map(|value| value.extract::<String>())
+            .transpose()?,
+        tokens_used: optional_item(dict, "tokens_used")?
+            .map(|value| value.extract::<i32>())
+            .transpose()?,
+        custom: optional_item(dict, "custom")?
+            .map(|value| value.extract::<String>())
+            .transpose()?,
+    }))
+}
+
+fn dto_relationships_from_json(value: Option<String>) -> PyResult<Vec<RelationshipDto>> {
+    value
+        .map(|value| serde_json::from_str(&value).map_err(to_py_err))
+        .transpose()
+        .map(|value| value.unwrap_or_default())
+}
+
+fn dto_relationships_patch_from_json(
+    value: Option<String>,
+) -> PyResult<Option<Vec<RelationshipDto>>> {
+    value
+        .map(|value| serde_json::from_str::<Vec<RelationshipDto>>(&value).map_err(to_py_err))
+        .transpose()
+}
+
+fn filters_value_from_json(filters_json: Option<String>) -> PyResult<Option<Value>> {
+    filters_json
+        .map(|value| serde_json::from_str(&value).map_err(to_py_err))
+        .transpose()
+}
+
+fn dto_record_to_py(py: Python<'_>, record: RecordDto) -> PyResult<PyObject> {
+    let RecordDto {
+        id,
+        external_id,
+        run_id,
+        bot_id,
+        session_id,
+        created_at,
+        role,
+        content_type,
+        text_payload,
+        binary_payload,
+        embedding,
+        state_metadata,
+        metadata,
+        relationships,
+        expires_at,
+        retention_policy,
+        lifecycle_status,
+        retired_at,
+        retired_reason,
+        supersedes_id,
+        superseded_by_id,
+        tenant,
+        source,
+    } = record;
+
+    let dict = PyDict::new(py);
+    dict.set_item("id", id)?;
+    dict.set_item("external_id", external_id)?;
+    dict.set_item("run_id", run_id)?;
+    dict.set_item("bot_id", bot_id)?;
+    dict.set_item("session_id", session_id)?;
+    dict.set_item(
+        "created_at",
+        created_at.to_rfc3339_opts(SecondsFormat::Micros, true),
+    )?;
+    dict.set_item("role", role)?;
+
+    let state_obj: PyObject = match state_metadata {
+        Some(metadata) => {
+            let state_dict = PyDict::new(py);
+            state_dict.set_item("step", metadata.step)?;
+            state_dict.set_item("active_plan_id", metadata.active_plan_id)?;
+            state_dict.set_item("tokens_used", metadata.tokens_used)?;
+            state_dict.set_item("custom", metadata.custom)?;
+            state_dict.into_pyobject(py)?.unbind().into()
+        }
+        None => py.None().into_pyobject(py)?.unbind(),
+    };
+    dict.set_item("state_metadata", state_obj)?;
+    let metadata_obj: PyObject = match metadata {
+        Some(metadata) => json_value_to_py(py, &metadata)?,
+        None => py.None().into_pyobject(py)?.unbind(),
+    };
+    dict.set_item("metadata", metadata_obj)?;
+    dict.set_item("relationships", dto_relationships_to_py(py, relationships)?)?;
+    dict.set_item(
+        "expires_at",
+        expires_at.map(|dt| dt.to_rfc3339_opts(SecondsFormat::Micros, true)),
+    )?;
+    dict.set_item("retention_policy", retention_policy)?;
+    dict.set_item("lifecycle_status", lifecycle_status)?;
+    dict.set_item(
+        "retired_at",
+        retired_at.map(|dt| dt.to_rfc3339_opts(SecondsFormat::Micros, true)),
+    )?;
+    dict.set_item("retired_reason", retired_reason)?;
+    dict.set_item("supersedes_id", supersedes_id)?;
+    dict.set_item("superseded_by_id", superseded_by_id)?;
+    dict.set_item("tenant", tenant)?;
+    dict.set_item("source", source)?;
+    dict.set_item("content_type", content_type)?;
+    dict.set_item("text_payload", text_payload)?;
+    match binary_payload {
+        Some(payload) => dict.set_item("binary_payload", PyBytes::new(py, &payload))?,
+        None => dict.set_item("binary_payload", py.None())?,
+    }
+    dict.set_item("embedding", embedding)?;
+    Ok(dict.into_pyobject(py)?.unbind().into())
+}
+
+fn dto_relationships_to_py(
+    py: Python<'_>,
+    relationships: Vec<RelationshipDto>,
+) -> PyResult<PyObject> {
+    let list = PyList::empty(py);
+    for relationship in relationships {
+        let dict = PyDict::new(py);
+        dict.set_item("target_id", relationship.target_id)?;
+        dict.set_item("relation", relationship.relation)?;
+        dict.set_item("weight", relationship.weight)?;
+        list.append(dict)?;
+    }
+    Ok(list.into_pyobject(py)?.unbind().into())
+}
+
+fn dto_search_hit_to_py(
+    py: Python<'_>,
+    hit: SearchResultDto,
+    include_relationships: bool,
+) -> PyResult<PyObject> {
+    let SearchResultDto { record, distance } = hit;
+    let mut record = record;
+    if !include_relationships {
+        record.relationships.clear();
+    }
+    let dict = dto_record_to_py(py, record)?;
+    let dict_ref = dict.downcast_bound::<PyDict>(py)?;
+    dict_ref.set_item("distance", distance)?;
+    Ok(dict)
+}
+
+fn dto_retrieve_hit_to_py(
+    py: Python<'_>,
+    hit: RetrieveResultDto,
+    include_relationships: bool,
+) -> PyResult<PyObject> {
+    let RetrieveResultDto {
+        record,
+        score,
+        vector_distance,
+        text_score,
+        matched_channels,
+    } = hit;
+    let mut record = record;
+    if !include_relationships {
+        record.relationships.clear();
+    }
+    let dict = dto_record_to_py(py, record)?;
+    let dict_ref = dict.downcast_bound::<PyDict>(py)?;
+    dict_ref.set_item("score", score)?;
+    dict_ref.set_item("vector_distance", vector_distance)?;
+    dict_ref.set_item("text_score", text_score)?;
+    dict_ref.set_item("matched_channels", matched_channels)?;
+    Ok(dict)
+}
+
+fn dto_compact_response_to_py(py: Python<'_>, resp: CompactResponse) -> PyResult<PyObject> {
+    let dict = PyDict::new(py);
+    dict.set_item("fragments_removed", resp.fragments_removed)?;
+    dict.set_item("fragments_added", resp.fragments_added)?;
+    dict.set_item("files_removed", resp.files_removed)?;
+    dict.set_item("files_added", resp.files_added)?;
+    Ok(dict.into_pyobject(py)?.unbind().into())
+}
+
+fn dto_compact_stats_to_py(py: Python<'_>, stats: CompactStatsResponse) -> PyResult<PyObject> {
+    let dict = PyDict::new(py);
+    dict.set_item("total_fragments", stats.total_fragments)?;
+    dict.set_item("is_compacting", stats.is_compacting)?;
+    dict.set_item(
+        "last_compaction",
+        stats
+            .last_compaction
+            .map(|dt| dt.to_rfc3339_opts(SecondsFormat::Micros, true)),
+    )?;
+    dict.set_item("last_error", stats.last_error)?;
+    dict.set_item("total_compactions", stats.total_compactions)?;
+    Ok(dict.into_pyobject(py)?.unbind().into())
+}
+
 #[pymodule]
 fn _internal(m: &Bound<'_, PyModule>) -> PyResult<()> {
     m.add_function(wrap_pyfunction!(version, m)?)?;
     m.add_class::<Context>()?;
     m.add_class::<ContextNamespace>()?;
+    m.add_class::<RemoteContext>()?;
     Ok(())
 }
diff --git a/python/tests/test_embeddings.py b/python/tests/test_embeddings.py
index 2d35711..eba0fff 100644
--- a/python/tests/test_embeddings.py
+++ b/python/tests/test_embeddings.py
@@ -63,6 +63,7 @@ def add(  # noqa: PLR0913
         bot_id: Any,
         session_id: Any,
         external_id: Any,
+        state_metadata: Any,
         metadata_json: Any,
         expires_at: Any = None,
         retention_policy: Any = None,
diff --git a/python/uv.lock b/python/uv.lock
index 769c9a2..b44cd93 100644
--- a/python/uv.lock
+++ b/python/uv.lock
@@ -344,14 +344,14 @@ wheels = [
 
 [[package]]
 name = "click"
-version = "8.3.1"
+version = "8.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/3d/fa/656b739db8587d7b5dfa22e22ed02566950fbfbcdc20311993483657a5c0/click-8.3.1.tar.gz", hash = "sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a", size = 295065, upload-time = "2025-11-15T20:45:42.706Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/9b/98/518d8e5081007684232226f475082b30087d0f585e8457db087298259f49/click-8.4.1.tar.gz", hash = "sha256:918b5633eddf6b41c32d4f454bf0de810065c74e3f7dbf8ee5452f8be88d3e96", size = 353007, upload-time = "2026-05-22T04:08:37.769Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/98/78/01c019cdb5d6498122777c1a43056ebb3ebfeef2076d9d026bfe15583b2b/click-8.3.1-py3-none-any.whl", hash = "sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6", size = 108274, upload-time = "2025-11-15T20:45:41.139Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/0d/67e5b4109ea4a837e80daa87c2c696711955e40449a97e8926672534def2/click-8.4.1-py3-none-any.whl", hash = "sha256:482be17c6991b8c19c5429a1e995d9b0efdbb63172824c41f99965dc0ade8ec2", size = 116639, upload-time = "2026-05-22T04:08:35.26Z" },
 ]
 
 [[package]]
@@ -410,6 +410,70 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0d/c3/e90f4a4feae6410f914f8ebac129b9ae7a8c92eb60a638012dde42030a9d/cryptography-46.0.3-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:6b5063083824e5509fdba180721d55909ffacccc8adbec85268b48439423d78c", size = 3438528, upload-time = "2025-10-15T23:18:26.227Z" },
 ]
 
+[[package]]
+name = "cuda-bindings"
+version = "13.3.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cuda-pathfinder" },
+]
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/51/6b/457ca12dad3ee9bfcc9a545cfd6b64b359ba49de40f776f6e028e678f262/cuda_bindings-13.3.1-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c5879712accf6e14bb01aa5e67440eb84998b8d104b509cc7a6dc0b8f656a474", size = 6053539, upload-time = "2026-05-29T23:11:43.19Z" },
+    { url = "https://files.pythonhosted.org/packages/95/7a/c5e3c34a409b148f5c0f5a4ea374158f95d488862c1dffedf9aa5c639df9/cuda_bindings-13.3.1-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:04436a9364059c84b8f9636f359eccda1cf814341f5b670c71d80d2f79dbc708", size = 6674166, upload-time = "2026-05-29T23:11:45.478Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/67/5e7dba1ba576dd73da5dee894ca076ca5e959450dfff66d6d510a255d1f7/cuda_bindings-13.3.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c7855c4868aabc0cfae28abbe83d56734bdfbd08f08fc234ac1912a12858bf49", size = 6025351, upload-time = "2026-05-29T23:11:49.685Z" },
+    { url = "https://files.pythonhosted.org/packages/39/2a/6d2e9047d1fb243dbaa364b01e0297534b9ed7fd27dba1c9f361519cf69b/cuda_bindings-13.3.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e32d08f71ebcdf00f0f41eab2eb37e8da94c8ed411cc9f7f7a019ce6b34abe3a", size = 6657965, upload-time = "2026-05-29T23:11:52.227Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/6e/2394f8163360f8391f8f1b7e72d300a82724edb81a7b7084c799fbd4c91f/cuda_bindings-13.3.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9efb21c1ee64981e184b9e0ba5eb3179e5ba3d4b51665a6cb52b8ef3d01a7cbf", size = 5920504, upload-time = "2026-05-29T23:11:56.883Z" },
+    { url = "https://files.pythonhosted.org/packages/34/c2/ef9b6a63f7dc432712a462c816662e662e00d38caa9b861c8c2588195d03/cuda_bindings-13.3.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2732904099e0a4d4db774a5fc6d91ee95fae065b4d2ecabb4968c5fe2406c9d7", size = 6476660, upload-time = "2026-05-29T23:11:59.188Z" },
+]
+
+[[package]]
+name = "cuda-pathfinder"
+version = "1.5.5"
+source = { registry = "https://pypi.org/simple" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/11/c8/26f2e4aae92f11522a96043892ba39a90eac610d5242523aa863212bc1c7/cuda_pathfinder-1.5.5-py3-none-any.whl", hash = "sha256:0228c023f95d1480f143ef5c8922d27a2ab052087a942e81dc289c9eb8f91689", size = 51671, upload-time = "2026-05-27T01:21:25.413Z" },
+]
+
+[[package]]
+name = "cuda-toolkit"
+version = "13.0.2"
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