Dev

README.md

@@ -3,7 +3,7 @@
 <img src="https://vectorless.dev/img/with-title.png" alt="Vectorless" width="400">
 
 <h1>Reasoning-based Document Engine</h1>
-<h5>Reason, don't vector · Structure, not chunks · Agents, not embeddings · Exact, not synthesized</h5>
+<h5>Reason, don't vector · Structure, not chunks · Agents, not embeddings</h5>
 
 [![PyPI](https://img.shields.io/pypi/v/vectorless.svg)](https://pypi.org/project/vectorless/)
 [![PyPI Downloads](https://static.pepy.tech/badge/vectorless/month)](https://pepy.tech/projects/vectorless)

examples/session_walkthrough/README.md

@@ -0,0 +1,32 @@
+# Session API Walkthrough
+
+Demonstrates the full high-level Vectorless Python API using the `Session` and `SyncSession` classes.
+
+## What it covers
+
+| # | Topic | API |
+|---|-------|-----|
+| 1 | Session creation | `Session()`, `from_env()`, `from_config_file()` |
+| 2 | Indexing sources | `index(content=)`, `index(path=)`, `index(bytes_data=)`, `index(directory=)` |
+| 3 | Batch indexing | `index_batch(paths, jobs=N)` |
+| 4 | Querying | `ask(question, doc_ids=)`, `ask(question, workspace_scope=True)` |
+| 5 | Streaming query | `query_stream()` async iterator |
+| 6 | Document management | `list_documents()`, `document_exists()`, `remove_document()`, `clear_all()` |
+| 7 | Document graph | `get_graph()` nodes, edges, keywords |
+| 8 | Event callbacks | `EventEmitter` with `@on_index` / `@on_query` decorators |
+| 9 | Metrics | `metrics_report()` |
+| 10 | Sync API | `SyncSession` (no async/await) |
+
+## Setup
+
+```bash
+pip install vectorless
+export VECTORLESS_API_KEY="sk-..."
+export VECTORLESS_MODEL="gpt-4o"
+```
+
+## Run
+
+```bash
+python main.py
+```