diff --git a/README.md b/README.md
index d74ea257..6da319d7 100644
--- a/README.md
+++ b/README.md
@@ -28,7 +28,7 @@ pip install vectorless
 
 ```python
 import asyncio
-from vectorless import Engine, IndexContext
+from vectorless import Engine, IndexContext, QueryContext
 
 async def main():
     # Create engine — api_key and model are required
@@ -38,11 +38,13 @@ async def main():
     )
 
     # Index a document (PDF or Markdown)
-    result = await engine.index(IndexContext.from_file("./report.pdf"))
+    result = await engine.index(IndexContext.from_path("./report.pdf"))
     doc_id = result.doc_id
 
     # Query
-    result = await engine.query(doc_id, "What is the total revenue?")
+    result = await engine.query(
+        QueryContext("What is the total revenue?").with_doc_ids([doc_id])
+    )
     print(result.single().content)
 
 asyncio.run(main())
diff --git a/docs/blog/2026-04-12-welcome/index.mdx b/docs/blog/2026-04-12-welcome/index.mdx
index 686655cd..aa6e8a95 100644
--- a/docs/blog/2026-04-12-welcome/index.mdx
+++ b/docs/blog/2026-04-12-welcome/index.mdx
@@ -34,7 +34,7 @@ async def main():
     )
 
     # Index a document
-    result = await engine.index(IndexContext.from_file("./report.pdf"))
+    result = await engine.index(IndexContext.from_path("./report.pdf"))
     doc_id = result.doc_id
 
     # Query
diff --git a/docs/docs/intro.mdx b/docs/docs/intro.mdx
index 88fa23fb..fcaed058 100644
--- a/docs/docs/intro.mdx
+++ b/docs/docs/intro.mdx
@@ -32,7 +32,7 @@ async def main():
         model="gpt-4o",
     )
 
-    result = await engine.index(IndexContext.from_file("./report.pdf"))
+    result = await engine.index(IndexContext.from_path("./report.pdf"))
     doc_id = result.doc_id
 
     answer = await engine.query(doc_id, "What is the total revenue?")
diff --git a/docs/src/pages/index.tsx b/docs/src/pages/index.tsx
index 3ecc47c7..83e3d697 100644
--- a/docs/src/pages/index.tsx
+++ b/docs/src/pages/index.tsx
@@ -55,7 +55,7 @@ async def main():
 
     # Index a document
     result = await engine.index(
-        IndexContext.from_file("./report.pdf")
+        IndexContext.from_path("./report.pdf")
     )
     doc_id = result.doc_id