doc: add documentation for extensions (#62)

* add doc for extensions

* add doc for extensions

hindsight-api/hindsight_api/api/http.py

@@ -1802,9 +1802,11 @@ def _register_routes(app: FastAPI):
             input_summary = []
             for i, item in enumerate(request.items):
                 content_preview = item.content[:100] + "..." if len(item.content) > 100 else item.content
-                input_summary.append(f"  [{i}] content={content_preview!r}, context={item.context}, timestamp={item.timestamp}")
+                input_summary.append(
+                    f"  [{i}] content={content_preview!r}, context={item.context}, timestamp={item.timestamp}"
+                )
             input_debug = "\n".join(input_summary)
-            
+
             error_detail = (
                 f"{str(e)}\n\n"
                 f"Input ({len(request.items)} items):\n{input_debug}\n\n"

hindsight-api/hindsight_api/engine/llm_wrapper.py

@@ -227,7 +227,7 @@ class LLMProvider:
                         response = await self._client.chat.completions.create(**call_params)
 
                         content = response.choices[0].message.content
-                        
+
                         # Log raw LLM response for debugging JSON parse issues
                         try:
                             json_data = json.loads(content)

hindsight-docs/docs/developer/extensions.md

@@ -0,0 +1,226 @@
+# Extensions
+
+Extensions allow you to customize and extend Hindsight behavior without modifying core code. They enable multi-tenancy, custom authentication, additional HTTP endpoints, and operation hooks.
+
+---
+
+## Available Extensions
+
+### TenantExtension
+
+Handles multi-tenancy and API key authentication. Validates incoming requests and determines which PostgreSQL schema to use for database operations, enabling tenant isolation at the database level.
+
+**Built-in: ApiKeyTenantExtension**
+
+A simple implementation that validates API keys against an environment variable and uses the `public` schema for all authenticated requests.
+
+```bash
+HINDSIGHT_API_TENANT_EXTENSION=hindsight_api.extensions.builtin.tenant:ApiKeyTenantExtension
+HINDSIGHT_API_TENANT_API_KEY=your-secret-key
+```
+
+For multi-tenant setups with separate schemas per tenant (e.g., JWT-based auth with per-tenant schemas), implement a custom `TenantExtension`.
+
+---
+
+### HttpExtension
+
+Adds custom HTTP endpoints under the `/ext/` path prefix. Useful for adding domain-specific APIs that integrate with Hindsight's memory engine.
+
+**No built-in implementation** - implement your own to add custom endpoints.
+
+```bash
+HINDSIGHT_API_HTTP_EXTENSION=mypackage.ext:MyHttpExtension
+```
+
+---
+
+### OperationValidatorExtension
+
+Hooks into retain/recall/reflect operations for validation and monitoring. Use cases include:
+- Rate limiting and quota enforcement
+- Permission checks and content filtering
+- Audit logging and usage tracking
+- Custom metrics collection
+
+**No built-in implementation** - implement your own based on your requirements.
+
+```bash
+HINDSIGHT_API_OPERATION_VALIDATOR_EXTENSION=mypackage.validators:MyValidator
+```
+
+---
+
+## Writing Custom Extensions
+
+### Extension Basics
+
+Extensions are Python classes loaded via environment variables:
+
+```bash
+HINDSIGHT_API_<TYPE>_EXTENSION=mypackage.module:MyExtensionClass
+```
+
+Configuration is passed via prefixed environment variables:
+
+```bash
+HINDSIGHT_API_<TYPE>_SOME_CONFIG=value
+# Extension receives: {"some_config": "value"}
+```
+
+All extensions support lifecycle hooks:
+- `on_startup()` - Called when the application starts
+- `on_shutdown()` - Called when the application shuts down
+
+Extensions have access to an `ExtensionContext` that provides:
+- `run_migration(schema)` - Run database migrations for a schema
+- `get_memory_engine()` - Get the MemoryEngine interface
+
+### Example: Custom TenantExtension with JWT
+
+```python
+import jwt
+from hindsight_api.extensions import TenantExtension, TenantContext, AuthenticationError
+
+class JwtTenantExtension(TenantExtension):
+    def __init__(self, config: dict[str, str]):
+        super().__init__(config)
+        self.jwt_secret = config.get("jwt_secret")
+        if not self.jwt_secret:
+            raise ValueError("HINDSIGHT_API_TENANT_JWT_SECRET is required")
+
+    async def authenticate(self, context: RequestContext) -> TenantContext:
+        token = context.api_key
+        if not token:
+            raise AuthenticationError("Bearer token required")
+
+        try:
+            payload = jwt.decode(token, self.jwt_secret, algorithms=["HS256"])
+            tenant_id = payload.get("tenant_id")
+            if not tenant_id:
+                raise AuthenticationError("Missing tenant_id in token")
+            return TenantContext(schema_name=f"tenant_{tenant_id}")
+        except jwt.InvalidTokenError as e:
+            raise AuthenticationError(str(e))
+```
+
+### Example: Custom HttpExtension
+
+```python
+from fastapi import APIRouter
+from hindsight_api.extensions import HttpExtension
+
+class MyHttpExtension(HttpExtension):
+    def get_router(self, memory: MemoryEngine) -> APIRouter:
+        router = APIRouter()
+
+        @router.get("/hello")
+        async def hello():
+            return {"message": "Hello from extension!"}
+
+        @router.post("/custom/{bank_id}/action")
+        async def custom_action(bank_id: str):
+            # Access memory engine for database operations
+            pool = await memory._get_pool()
+            # ... custom logic
+            return {"status": "ok"}
+
+        return router
+```
+
+Routes are available at `/ext/hello`, `/ext/custom/{bank_id}/action`, etc.
+
+### Example: Custom OperationValidatorExtension
+
+```python
+from hindsight_api.extensions import (
+    OperationValidatorExtension,
+    ValidationResult,
+    RetainContext,
+    RecallContext,
+    ReflectContext,
+    RetainResult,
+)
+
+class MyValidator(OperationValidatorExtension):
+    # Pre-operation validation (required)
+    async def validate_retain(self, ctx: RetainContext) -> ValidationResult:
+        # Implement your validation logic
+        return ValidationResult.accept()
+        # Or reject: return ValidationResult.reject("Reason")
+
+    async def validate_recall(self, ctx: RecallContext) -> ValidationResult:
+        return ValidationResult.accept()
+
+    async def validate_reflect(self, ctx: ReflectContext) -> ValidationResult:
+        return ValidationResult.accept()
+
+    # Post-operation hooks (optional)
+    async def on_retain_complete(self, result: RetainResult) -> None:
+        # Log usage, update metrics, send notifications, etc.
+        pass
+```
+
+---
+
+## Deploying Custom Extensions
+
+### With Docker
+
+Mount your extension package as a volume and set the environment variable:
+
+```yaml
+# docker-compose.yml
+services:
+  hindsight-api:
+    image: vectorize/hindsight-api:latest
+    volumes:
+      - ./my_extensions:/app/my_extensions
+    environment:
+      - HINDSIGHT_API_TENANT_EXTENSION=my_extensions.auth:JwtTenantExtension
+      - HINDSIGHT_API_TENANT_JWT_SECRET=${JWT_SECRET}
+      - PYTHONPATH=/app
+```
+
+Or build a custom image with your extensions:
+
+```dockerfile
+FROM vectorize/hindsight-api:latest
+COPY my_extensions /app/my_extensions
+ENV PYTHONPATH=/app
+```
+
+### Bare Metal
+
+Install your extension package in the same Python environment as Hindsight:
+
+```bash
+# Install Hindsight
+pip install hindsight-api
+
+# Install your extension package
+pip install ./my-extensions
+# or
+pip install my-extensions-package
+
+# Configure
+export HINDSIGHT_API_TENANT_EXTENSION=my_extensions.auth:JwtTenantExtension
+export HINDSIGHT_API_TENANT_JWT_SECRET=your-secret
+
+# Run
+hindsight-api
+```
+
+---
+
+## Contributing Extensions
+
+Custom extensions that solve common use cases are welcome contributions to the Hindsight project. If you've built an extension for:
+
+- Authentication providers (OAuth, SAML, API gateways)
+- Rate limiting or quota management
+- Audit logging integrations
+- Metrics exporters (Datadog, New Relic, etc.)
+- Custom HTTP endpoints for specific platforms
+
+Consider contributing it to the `hindsight_api.extensions.builtin` package. Open an issue or pull request on [GitHub](https://github.com/vectorize-io/hindsight) to discuss your extension.

hindsight-docs/sidebars.ts

@@ -111,6 +111,11 @@ const sidebars: SidebarsConfig = {
           id: 'developer/configuration',
           label: 'Configuration',
         },
+        {
+          type: 'doc',
+          id: 'developer/extensions',
+          label: 'Extensions',
+        },
         {
           type: 'doc',
           id: 'developer/models',