diff --git a/README.md b/README.md
index 5b6d0d0b..ca2856dd 100644
--- a/README.md
+++ b/README.md
@@ -79,3 +79,38 @@ pytest python/tests/test_graph.py::test_basic_node_selection -v
 
 The Python README (`python/README.md`) contains additional details if you are
 working solely on the bindings.
+
+## Benchmarks
+
+- Requirements:
+  - protoc: install `protobuf-compiler` (Debian/Ubuntu: `sudo apt-get install -y protobuf-compiler`).
+  - Optional: gnuplot for Criterion's gnuplot backend; otherwise the plotters backend is used.
+
+- Run (from `rust/lance-graph`):
+
+```bash
+cargo bench --bench graph_execution
+
+# Quicker local run (shorter warm-up/measurement):
+cargo bench --bench graph_execution -- --warm-up-time 1 --measurement-time 2 --sample-size 10
+```
+
+- Reports:
+  - Global index: `rust/lance-graph/target/criterion/report/index.html`
+  - Group index: `rust/lance-graph/target/criterion/cypher_execution/report/index.html`
+
+- Typical results (x86_64, quick run: warm-up 1s, measurement 2s, sample size 10):
+
+| Benchmark                | Size      | Median time | Approx. throughput |
+|--------------------------|-----------|-------------|--------------------|
+| basic_node_filter        | 100       | ~680 µs     | ~147 Kelem/s       |
+| basic_node_filter        | 10,000    | ~715 µs     | ~13.98 Melem/s     |
+| basic_node_filter        | 1,000,000 | ~743 µs     | ~1.35 Gelem/s      |
+| single_hop_expand        | 100       | ~2.79 ms    | ~35.9 Kelem/s      |
+| single_hop_expand        | 10,000    | ~3.77 ms    | ~2.65 Melem/s      |
+| single_hop_expand        | 1,000,000 | ~3.70 ms    | ~270 Melem/s       |
+| two_hop_expand           | 100       | ~4.52 ms    | ~22.1 Kelem/s      |
+| two_hop_expand           | 10,000    | ~6.41 ms    | ~1.56 Melem/s      |
+| two_hop_expand           | 1,000,000 | ~6.16 ms    | ~162 Melem/s       |
+
+Numbers are illustrative; your hardware, compiler, and runtime load will affect results.
diff --git a/rust/lance-graph/README.md b/rust/lance-graph/README.md
index 757e59d1..83b462da 100644
--- a/rust/lance-graph/README.md
+++ b/rust/lance-graph/README.md
@@ -127,69 +127,14 @@ cargo test -p lance-graph
 
 ## Benchmarks
 
-- **Requirements**:
-  - **protoc**: install `protobuf-compiler` (Debian/Ubuntu: `sudo apt-get install -y protobuf-compiler`).
-  - Optional: **gnuplot** for Criterion's gnuplot backend; otherwise the plotters backend is used.
-
-- **Run** (from `rust/lance-graph`):
-
-```bash
-cargo bench --bench graph_execution
-
-# Quicker local run (shorter warm-up/measurement):
-cargo bench --bench graph_execution -- --warm-up-time 1 --measurement-time 2 --sample-size 10
-```
-
-- **Reports**:
-  - Global index: `rust/lance-graph/target/criterion/report/index.html`
-  - Group index: `rust/lance-graph/target/criterion/cypher_execution/report/index.html`
-
-- **Typical results** (x86_64, quick run: warm-up 1s, measurement 2s, sample size 10):
-
-| Benchmark                           | Size      | Median time | Approx. throughput |
-|-------------------------------------|-----------|-------------|--------------------|
-| `basic_node_filter`                 | 100       | ~680 µs     | ~147 Kelem/s       |
-| `basic_node_filter`                 | 10,000    | ~715 µs     | ~13.98 Melem/s     |
-| `basic_node_filter`                 | 1,000,000 | ~743 µs     | ~1.35 Gelem/s      |
-| `single_hop_expand`                 | 100       | ~2.79 ms    | ~35.9 Kelem/s      |
-| `single_hop_expand`                 | 10,000    | ~3.77 ms    | ~2.65 Melem/s      |
-| `single_hop_expand`                 | 1,000,000 | ~3.70 ms    | ~270 Melem/s       |
-| `two_hop_expand`                    | 100       | ~4.52 ms    | ~22.1 Kelem/s      |
-| `two_hop_expand`                    | 10,000    | ~6.41 ms    | ~1.56 Melem/s      |
-| `two_hop_expand`                    | 1,000,000 | ~6.16 ms    | ~162 Melem/s       |
-
-Numbers are illustrative; your hardware, compiler, and runtime load will affect results.
+See the repository root `README.md` for benchmark setup, run commands, and report locations.
 
 ## Python Bindings
 
-Python bindings for this crate live under `python/src/graph.rs` and expose the same configuration and query APIs via PyO3.
-
-### Python Examples
-
-See top-level `examples/` for runnable Python examples:
+See the Python package docs for setup and development:
 
-- `basic_cypher.py`: simple node filter and projection against in-memory Arrow batches.
-- `kg_traversal.py`: two-hop traversal on a small synthetic knowledge graph.
-
-Setup and run (from repo root):
-
-```bash
-Option A - Local build (editable):
-
-```bash
-maturin develop -m python/Cargo.toml
-python examples/basic_cypher.py
-python examples/kg_traversal.py
-```
-
-Option B - Using uv:
-
-```bash
-uvx --from maturin maturin develop -m python/Cargo.toml
-uv run --with pyarrow python examples/basic_cypher.py
-uv run --with pyarrow python examples/kg_traversal.py
-```
-```
+- Python package README: `python/README.md`
+- Runnable examples (from repo root): `examples/README.md`
 
 ## License