7b75304c9f
Add dbquery.py for MariaDB and sqlitequery.py for SQLite databases in MCP service containers. Both scripts wrap docker compose exec to simplify database inspection during development. - dbquery.py: Query Nextcloud MariaDB with vertical/JSON output - sqlitequery.py: Query MCP service SQLite DBs with service aliases (mcp, oauth, keycloak, basic) and column/JSON output modes - Document both scripts in CLAUDE.md Database Inspection section Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
594 lines
23 KiB
Markdown
594 lines
23 KiB
Markdown
# CLAUDE.md
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This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
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## Coding Conventions
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### async/await Patterns
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- **Use anyio for all async operations** - Provides structured concurrency
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- pytest runs in `anyio` mode (`anyio_mode = "auto"` in pyproject.toml)
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- Use `anyio.create_task_group()` for concurrent execution (NOT `asyncio.gather()`)
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- Use `anyio.Lock()` for synchronization primitives (NOT `asyncio.Lock()`)
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- Use `anyio.run()` for entry points (NOT `asyncio.run()`)
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- Prefer standard async/await syntax without explicit library imports when possible
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- Examples: app.py, search/hybrid.py, search/verification.py, auth/token_broker.py
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### Type Hints
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- **Use Python 3.10+ union syntax**: `str | None` instead of `Optional[str]`
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- **Use lowercase generics**: `dict[str, Any]` instead of `Dict[str, Any]`
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- **Type all function signatures** - Parameters and return types
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- **Type checker**: `ty` is configured for static type checking
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```bash
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uv run ty check -- nextcloud_mcp_server
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```
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### Code Quality
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- **Run ruff and ty before committing**:
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```bash
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uv run ruff check
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uv run ruff format
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uv run ty check -- nextcloud_mcp_server
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```
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- **Ruff configuration** in pyproject.toml (extends select: ["I"] for import sorting)
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### Error Handling
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- **Use custom decorators**: `@retry_on_429` for rate limiting (see base_client.py)
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- **Standard exceptions**: `HTTPStatusError` from httpx, `McpError` for MCP-specific errors
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- **Logging patterns**:
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- `logger.debug()` for expected 404s and normal operations
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- `logger.warning()` for retries and non-critical issues
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- `logger.error()` for actual errors
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### Testing Patterns
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- **Use existing fixtures** from `tests/conftest.py` (2888 lines of test infrastructure)
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- **Session-scoped fixtures** handle anyio/pytest-asyncio incompatibility
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- **Mocked unit tests** use `mocker.AsyncMock(spec=httpx.AsyncClient)`
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- **pytest-timeout**: 180s default per test
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- **Mark tests appropriately**: `@pytest.mark.unit`, `@pytest.mark.integration`, `@pytest.mark.oauth`, `@pytest.mark.smoke`
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### Architectural Patterns
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- **Base classes**: `BaseNextcloudClient` for all API clients
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- **Pydantic responses**: All MCP tools return Pydantic models inheriting from `BaseResponse`
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- **Decorators**: `@require_scopes`, `@require_provisioning` for access control
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- **Context pattern**: `await get_client(ctx)` to access authenticated NextcloudClient (async!)
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- **FastMCP decorators**: `@mcp.tool()`, `@mcp.resource()`
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- **Token acquisition**: `get_client()` handles both pass-through and token exchange modes
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- Pass-through (default): Simple, stateless (ENABLE_TOKEN_EXCHANGE=false)
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- Token exchange (opt-in): RFC 8693 delegation (ENABLE_TOKEN_EXCHANGE=true)
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### MCP Tool Annotations (ADR-017)
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**All tools MUST include annotations** following these patterns:
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```python
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from mcp.types import ToolAnnotations
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# Read-only tools (list, search, get)
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@mcp.tool(
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title="Human Readable Name",
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annotations=ToolAnnotations(
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readOnlyHint=True,
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openWorldHint=True, # Nextcloud is external to MCP server
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),
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)
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# Create operations
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@mcp.tool(
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title="Create Resource",
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annotations=ToolAnnotations(
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idempotentHint=False, # Creates new resources each time
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openWorldHint=True,
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),
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)
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# Update operations (with etag/version control)
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@mcp.tool(
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title="Update Resource",
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annotations=ToolAnnotations(
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idempotentHint=False, # ETag changes = different inputs
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openWorldHint=True,
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),
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)
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# Delete operations
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@mcp.tool(
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title="Delete Resource",
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annotations=ToolAnnotations(
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destructiveHint=True, # Permanently deletes data
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idempotentHint=True, # Same end state if called repeatedly
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openWorldHint=True,
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),
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)
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# HTTP PUT without version control (special case)
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@mcp.tool(
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title="Write File",
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annotations=ToolAnnotations(
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idempotentHint=True, # Same content = same end state
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openWorldHint=True,
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),
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)
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```
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**Key Principles**:
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- **Idempotency**: Same inputs → same result. ETags change after updates, making them non-idempotent
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- **Destructive**: Operations that permanently delete/overwrite data
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- **Open World**: All Nextcloud tools access external service (openWorldHint=True)
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- **Titles**: Use human-readable names, not snake_case function names
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**See**: `docs/ADR-017-mcp-tool-annotations.md` for detailed rationale and examples
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### Project Structure
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- `nextcloud_mcp_server/client/` - HTTP clients for Nextcloud APIs
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- `nextcloud_mcp_server/server/` - MCP tool/resource definitions
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- `nextcloud_mcp_server/auth/` - OAuth/OIDC authentication
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- `nextcloud_mcp_server/models/` - Pydantic response models
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- `nextcloud_mcp_server/providers/` - Unified LLM provider infrastructure (embeddings + generation)
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- `tests/` - Layered test suite (unit, smoke, integration, load)
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### Provider Architecture (ADR-015)
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**Unified Provider System** for embeddings and text generation:
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**Location:** `nextcloud_mcp_server/providers/`
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- `base.py` - `Provider` ABC with optional capabilities
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- `registry.py` - Auto-detection and factory pattern
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- `ollama.py` - Ollama provider (embeddings + generation)
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- `anthropic.py` - Anthropic provider (generation only)
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- `bedrock.py` - Amazon Bedrock provider (embeddings + generation)
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- `simple.py` - Simple in-memory provider (embeddings only, fallback)
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**Usage:**
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```python
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from nextcloud_mcp_server.providers import get_provider
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provider = get_provider() # Auto-detects from environment
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# Check capabilities
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if provider.supports_embeddings:
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embeddings = await provider.embed_batch(texts)
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if provider.supports_generation:
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text = await provider.generate("prompt", max_tokens=500)
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```
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**Environment Variables:**
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Bedrock:
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- `AWS_REGION` - AWS region (e.g., "us-east-1")
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- `BEDROCK_EMBEDDING_MODEL` - Embedding model ID (e.g., "amazon.titan-embed-text-v2:0")
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- `BEDROCK_GENERATION_MODEL` - Generation model ID (e.g., "anthropic.claude-3-sonnet-20240229-v1:0")
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- `AWS_ACCESS_KEY_ID`, `AWS_SECRET_ACCESS_KEY` - Optional, uses AWS credential chain
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Ollama:
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- `OLLAMA_BASE_URL` - API URL (e.g., "http://localhost:11434")
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- `OLLAMA_EMBEDDING_MODEL` - Embedding model (default: "nomic-embed-text")
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- `OLLAMA_GENERATION_MODEL` - Generation model (e.g., "llama3.2:1b")
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- `OLLAMA_VERIFY_SSL` - SSL verification (default: "true")
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Simple (fallback, no config needed):
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- `SIMPLE_EMBEDDING_DIMENSION` - Dimension (default: 384)
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**Auto-Detection Priority:** Bedrock → Ollama → Simple
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**Backward Compatibility:**
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- Old code using `nextcloud_mcp_server.embedding.get_embedding_service()` still works
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- `EmbeddingService` now wraps `get_provider()` internally
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**For Details:** See `docs/ADR-015-unified-provider-architecture.md`
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## Development Commands (Quick Reference)
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### Testing
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```bash
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# Fast feedback (recommended)
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uv run pytest tests/unit/ -v # Unit tests (~5s)
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uv run pytest -m smoke -v # Smoke tests (~30-60s)
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# Integration tests
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uv run pytest -m "integration and not oauth" -v # Without OAuth (~2-3min)
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uv run pytest -m oauth -v # OAuth only (~3min)
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uv run pytest # Full suite (~4-5min)
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# Coverage
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uv run pytest --cov
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# Specific tests after changes
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uv run pytest tests/server/test_mcp.py -k "notes" -v
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uv run pytest tests/client/notes/test_notes_api.py -v
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```
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**Important**: After code changes, rebuild the correct container:
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- Single-user tests: `docker-compose up --build -d mcp`
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- OAuth tests: `docker-compose up --build -d mcp-oauth`
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- Keycloak tests: `docker-compose up --build -d mcp-keycloak`
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### Running the Server
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```bash
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# Local development
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export $(grep -v '^#' .env | xargs)
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mcp run --transport sse nextcloud_mcp_server.app:mcp
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# Docker development (rebuilds after code changes)
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docker-compose up --build -d mcp # Single-user (port 8000)
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docker-compose up --build -d mcp-oauth # Nextcloud OAuth (port 8001)
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docker-compose up --build -d mcp-keycloak # Keycloak OAuth (port 8002)
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```
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### Environment Setup
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```bash
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uv sync # Install dependencies
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uv sync --group dev # Install with dev dependencies
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```
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### Load Testing
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```bash
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# Quick test (default: 10 workers, 30 seconds)
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uv run python -m tests.load.benchmark
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# Custom concurrency and duration
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uv run python -m tests.load.benchmark -c 20 -d 60
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# Export results for analysis
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uv run python -m tests.load.benchmark --output results.json --verbose
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```
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**Expected Performance**: 50-200 RPS for mixed workload, p50 <100ms, p95 <500ms, p99 <1000ms.
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## Database Inspection
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**Credentials**: root/password, nextcloud/password, database: `nextcloud`
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### Quick Query Script (Recommended for Agents)
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Use `scripts/dbquery.py` for single SQL statements without requiring approval for each `docker compose exec`:
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```bash
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# Basic query
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./scripts/dbquery.py "SELECT COUNT(*) FROM oc_users"
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# Vertical output (one column per line) - useful for wide tables
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./scripts/dbquery.py -E "SELECT * FROM oc_oidc_clients LIMIT 1"
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# With different credentials
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./scripts/dbquery.py -u nextcloud -p nextcloud "SHOW TABLES"
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```
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### Direct Docker Access
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For interactive sessions or complex operations:
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```bash
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# Connect to database
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docker compose exec db mariadb -u root -ppassword nextcloud
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# Check OAuth clients
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docker compose exec db mariadb -u root -ppassword nextcloud -e \
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"SELECT id, name, token_type FROM oc_oidc_clients ORDER BY id DESC LIMIT 10;"
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# Check OAuth client scopes
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docker compose exec db mariadb -u root -ppassword nextcloud -e \
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"SELECT c.id, c.name, s.scope FROM oc_oidc_clients c LEFT JOIN oc_oidc_client_scopes s ON c.id = s.client_id WHERE c.name LIKE '%MCP%';"
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# Check OAuth access tokens
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docker compose exec db mariadb -u root -ppassword nextcloud -e \
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"SELECT id, client_id, user_id, created_at FROM oc_oidc_access_tokens ORDER BY created_at DESC LIMIT 10;"
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```
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**Important Tables**:
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- `oc_oidc_clients` - OAuth client registrations (DCR)
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- `oc_oidc_client_scopes` - Client allowed scopes
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- `oc_oidc_access_tokens` - Issued access tokens
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- `oc_oidc_authorization_codes` - Authorization codes
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- `oc_oidc_registration_tokens` - RFC 7592 registration tokens
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- `oc_oidc_redirect_uris` - Redirect URIs
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### SQLite Databases (MCP Services)
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Use `scripts/sqlitequery.py` to query SQLite databases in MCP service containers:
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```bash
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# List tables
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./scripts/sqlitequery.py ".tables"
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# Query specific service
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./scripts/sqlitequery.py -s oauth "SELECT * FROM refresh_tokens"
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./scripts/sqlitequery.py -s keycloak "SELECT * FROM oauth_clients"
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./scripts/sqlitequery.py -s basic "SELECT * FROM app_passwords"
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# With column headers
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./scripts/sqlitequery.py --column "SELECT * FROM audit_logs LIMIT 5"
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# JSON output
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./scripts/sqlitequery.py --json "SELECT * FROM oauth_sessions"
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# View schema
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./scripts/sqlitequery.py -s oauth ".schema refresh_tokens"
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```
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**Services**: `mcp` (default), `oauth`, `keycloak`, `basic`
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**SQLite Tables**:
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- `refresh_tokens` - OAuth refresh tokens with user profiles
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- `audit_logs` - Security audit trail
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- `oauth_clients` - DCR OAuth client credentials
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- `oauth_sessions` - OAuth flow session state
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- `registered_webhooks` - Webhook registrations
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- `app_passwords` - Multi-user BasicAuth passwords
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- `alembic_version` - Migration tracking
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## Architecture Quick Reference
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**For detailed architecture, see:**
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- `docs/comparison-context-agent.md` - Overall architecture
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- `docs/oauth-architecture.md` - OAuth integration patterns
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- `docs/ADR-004-progressive-consent.md` - Progressive consent implementation
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**Core Components**:
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- `nextcloud_mcp_server/app.py` - FastMCP server entry point
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- `nextcloud_mcp_server/client/` - HTTP clients (Notes, Calendar, Contacts, Tables, WebDAV)
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- `nextcloud_mcp_server/server/` - MCP tool/resource definitions
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- `nextcloud_mcp_server/auth/` - OAuth/OIDC authentication
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**Supported Apps**: Notes, Calendar (CalDAV + VTODO tasks), Contacts (CardDAV), Tables, WebDAV, Deck, Cookbook
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**Key Patterns**:
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1. `NextcloudClient` orchestrates all app-specific clients
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2. `BaseNextcloudClient` provides common HTTP functionality + retry logic
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3. MCP tools use context pattern: `get_client(ctx)` → `NextcloudClient`
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4. All operations are async using httpx
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### Progressive Consent Architecture (ADR-004)
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**Important**: Progressive consent is a *mechanism* for granting access, not a feature flag. The architecture is always present in OAuth mode. Whether provisioning tools are available is controlled by `ENABLE_OFFLINE_ACCESS`.
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**What is Progressive Consent?**
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- Dual OAuth flow architecture that separates client authentication (Flow 1) from resource provisioning (Flow 2)
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- Flow 1: MCP client authenticates directly to IdP with resource scopes (notes:*, calendar:*, etc.)
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- Token audience: "mcp-server"
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- Client receives resource-scoped token for MCP session
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- Flow 2: Server explicitly provisions Nextcloud access via separate login (only when `ENABLE_OFFLINE_ACCESS=true`)
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- Server requests: openid, profile, email, offline_access
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- Token audience: "nextcloud"
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- Server receives refresh token for offline access
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- Client never sees this token
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- Provides clear separation between session tokens and offline access tokens
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**Modes:**
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- **Pass-through mode** (`ENABLE_OFFLINE_ACCESS=false`, default):
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- No Flow 2 provisioning
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- Server uses client's token to access Nextcloud (pass-through)
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- No provisioning tools available
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- Suitable for stateless, client-driven operations
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- **Offline access mode** (`ENABLE_OFFLINE_ACCESS=true`):
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- Flow 2 provisioning available
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- Server stores refresh tokens for background operations
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- Provisioning tools available: `provision_nextcloud_access`, `check_logged_in`
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- Suitable for background jobs and server-initiated operations
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**When to use OAuth mode:**
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- Multi-user deployments
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- Background jobs requiring offline access (with `ENABLE_OFFLINE_ACCESS=true`)
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- Enhanced security with separate authorization contexts
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- Explicit user control over resource access
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**When to use BasicAuth instead:**
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- Simple single-user deployments
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- Local development and testing
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**Key features:**
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- No scope escalation - client gets exactly what it requests
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- User explicitly authorizes via `provision_nextcloud_access` tool
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- Clear security boundaries between MCP session and Nextcloud access
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## MCP Response Patterns (CRITICAL)
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**Never return raw `List[Dict]` from MCP tools** - FastMCP mangles them into dicts with numeric string keys.
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**Correct Pattern**:
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1. Client methods return `List[Dict]` (raw data)
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2. MCP tools convert to Pydantic models and wrap in response object
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3. Response models inherit from `BaseResponse`, include `results` field + metadata
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**Reference implementations**:
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- `nextcloud_mcp_server/models/notes.py:80` - `SearchNotesResponse`
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- `nextcloud_mcp_server/models/webdav.py:113` - `SearchFilesResponse`
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- `nextcloud_mcp_server/server/{notes,webdav}.py` - Tool examples
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**Testing**: Extract `data["results"]` from MCP responses, not `data` directly.
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## MCP Sampling for RAG (ADR-008)
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**What is MCP Sampling?**
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MCP sampling allows servers to request LLM completions from their clients. This enables Retrieval-Augmented Generation (RAG) patterns where the server retrieves context and the client's LLM generates answers.
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**When to use sampling:**
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- Generating natural language answers from retrieved documents
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- Synthesizing information from multiple sources
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- Creating summaries with citations
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**Implementation Pattern** (see ADR-008 for details):
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```python
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from mcp.types import ModelHint, ModelPreferences, SamplingMessage, TextContent
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@mcp.tool()
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@require_scopes("notes:read")
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async def nc_notes_semantic_search_answer(
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query: str, ctx: Context, limit: int = 5, max_answer_tokens: int = 500
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) -> SamplingSearchResponse:
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# 1. Retrieve documents
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search_response = await nc_notes_semantic_search(query, ctx, limit)
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# 2. Check for no results (don't waste sampling call)
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if not search_response.results:
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return SamplingSearchResponse(
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query=query,
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generated_answer="No relevant documents found.",
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sources=[], total_found=0, success=True
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)
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# 3. Construct prompt with retrieved context
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prompt = f"{query}\n\nDocuments:\n{format_sources(search_response.results)}\n\nProvide answer with citations."
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# 4. Request LLM completion via sampling
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try:
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result = await ctx.session.create_message(
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messages=[SamplingMessage(role="user", content=TextContent(type="text", text=prompt))],
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max_tokens=max_answer_tokens,
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temperature=0.7,
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model_preferences=ModelPreferences(
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hints=[ModelHint(name="claude-3-5-sonnet")],
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intelligencePriority=0.8,
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speedPriority=0.5,
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),
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include_context="thisServer",
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)
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return SamplingSearchResponse(
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query=query,
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generated_answer=result.content.text,
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sources=search_response.results,
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model_used=result.model,
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stop_reason=result.stopReason,
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success=True
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)
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except Exception as e:
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# Fallback: Return documents without generated answer
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return SamplingSearchResponse(
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query=query,
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generated_answer=f"[Sampling unavailable: {e}]\n\nFound {len(search_response.results)} documents.",
|
|
sources=search_response.results,
|
|
search_method="semantic_sampling_fallback",
|
|
success=True
|
|
)
|
|
```
|
|
|
|
**Key Points**:
|
|
- **No server-side LLM**: Server has no API keys, client controls which model is used
|
|
- **Graceful degradation**: Tool always returns useful results even if sampling fails
|
|
- **User control**: MCP clients SHOULD prompt users to approve sampling requests
|
|
- **No results optimization**: Skip sampling call when no documents found
|
|
- **Fixed prompts**: Prompts are not user-configurable to avoid injection risks
|
|
|
|
**Reference**: See `nc_notes_semantic_search_answer` in `nextcloud_mcp_server/server/notes.py:517` and ADR-008 for complete implementation.
|
|
|
|
## Testing Best Practices (MANDATORY)
|
|
|
|
### Always Run Tests
|
|
- **Run tests to completion** before considering any task complete
|
|
- **Rebuild the correct container** after code changes (see Development Commands above)
|
|
- **If tests require modifications**, ask for permission before proceeding
|
|
|
|
### Use Existing Fixtures
|
|
See `tests/conftest.py` for 2888 lines of test infrastructure:
|
|
- `nc_mcp_client` - MCP client for tool/resource testing (uses `mcp` container)
|
|
- `nc_mcp_oauth_client` - MCP client for OAuth testing (uses `mcp-oauth` container)
|
|
- `nc_client` - Direct NextcloudClient for setup/cleanup
|
|
- `temporary_note`, `temporary_addressbook`, `temporary_contact` - Auto-cleanup
|
|
|
|
### Writing Mocked Unit Tests
|
|
For client-layer response parsing tests, use mocked HTTP responses:
|
|
|
|
```python
|
|
async def test_notes_api_get_note(mocker):
|
|
"""Test that get_note correctly parses the API response."""
|
|
mock_response = create_mock_note_response(
|
|
note_id=123, title="Test Note", content="Test content",
|
|
category="Test", etag="abc123"
|
|
)
|
|
|
|
mock_make_request = mocker.patch.object(
|
|
NotesClient, "_make_request", return_value=mock_response
|
|
)
|
|
|
|
client = NotesClient(mocker.AsyncMock(spec=httpx.AsyncClient), "testuser")
|
|
note = await client.get_note(note_id=123)
|
|
|
|
assert note["id"] == 123
|
|
mock_make_request.assert_called_once_with("GET", "/apps/notes/api/v1/notes/123")
|
|
```
|
|
|
|
**Mock helpers in `tests/conftest.py`**: `create_mock_response()`, `create_mock_note_response()`, `create_mock_error_response()`
|
|
|
|
**When to use**: Response parsing, error handling, request parameter building
|
|
**When NOT to use**: CalDAV/CardDAV/WebDAV protocols, OAuth flows, end-to-end MCP testing
|
|
|
|
### OAuth Testing
|
|
OAuth tests use **Playwright browser automation** to complete flows programmatically.
|
|
|
|
**Test Environment**:
|
|
- Three MCP containers: `mcp` (single-user), `mcp-oauth` (Nextcloud OIDC), `mcp-keycloak` (external IdP)
|
|
- OAuth tests require `NEXTCLOUD_HOST`, `NEXTCLOUD_USERNAME`, `NEXTCLOUD_PASSWORD` environment variables
|
|
- Playwright configuration: `--browser firefox --headed` for debugging
|
|
- Install browsers: `uv run playwright install firefox`
|
|
|
|
**OAuth fixtures**: `nc_oauth_client`, `nc_mcp_oauth_client`, `alice_oauth_token`, `bob_oauth_token`, etc.
|
|
|
|
**Shared OAuth Client**: All test users authenticate using a single OAuth client (created via DCR, deleted at session end via RFC 7592). Matches production behavior.
|
|
|
|
**Run OAuth tests**:
|
|
```bash
|
|
uv run pytest -m oauth -v # All OAuth tests
|
|
uv run pytest tests/server/oauth/ --browser firefox -v
|
|
uv run pytest tests/server/oauth/test_oauth_core.py --browser firefox --headed -v
|
|
```
|
|
|
|
### Keycloak OAuth Testing
|
|
**Validates ADR-002 architecture** for external identity providers and offline access patterns.
|
|
|
|
**Architecture**: `MCP Client → Keycloak (OAuth) → MCP Server → Nextcloud user_oidc (validates token) → APIs`
|
|
|
|
**Setup**:
|
|
```bash
|
|
docker-compose up -d keycloak app mcp-keycloak
|
|
curl http://localhost:8888/realms/nextcloud-mcp/.well-known/openid-configuration
|
|
docker compose exec app php occ user_oidc:provider keycloak
|
|
```
|
|
|
|
**Credentials**: admin/admin (Keycloak realm: `nextcloud-mcp`)
|
|
|
|
**For detailed Keycloak setup, see**:
|
|
- `docs/oauth-setup.md` - OAuth configuration
|
|
- `docs/ADR-002-vector-sync-authentication.md` - Offline access architecture
|
|
- `docs/audience-validation-setup.md` - Token audience validation
|
|
- `docs/keycloak-multi-client-validation.md` - Realm-level validation
|
|
|
|
## Integration Testing with Docker
|
|
|
|
**Nextcloud**: `docker compose exec app php occ ...` for occ commands
|
|
**MariaDB**: `docker compose exec db mariadb -u [user] -p [password] [database]` for queries
|
|
|
|
### Querying Nextcloud Application Logs
|
|
|
|
**Use this pattern** to inspect Nextcloud application logs during debugging:
|
|
|
|
```bash
|
|
# View recent log entries
|
|
docker compose exec app cat /var/www/html/data/nextcloud.log | jq | tail
|
|
|
|
# Filter by app
|
|
docker compose exec app cat /var/www/html/data/nextcloud.log | jq 'select(.app == "astrolabe")' | tail
|
|
|
|
# Filter by log level (0=DEBUG, 1=INFO, 2=WARN, 3=ERROR, 4=FATAL)
|
|
docker compose exec app cat /var/www/html/data/nextcloud.log | jq 'select(.level >= 3)' | tail
|
|
|
|
# Search for specific messages
|
|
docker compose exec app cat /var/www/html/data/nextcloud.log | jq 'select(.message | contains("OAuth"))' | tail -20
|
|
|
|
# View full exception traces
|
|
docker compose exec app cat /var/www/html/data/nextcloud.log | jq 'select(.exception != null)' | tail -5
|
|
```
|
|
|
|
**Log Structure**: Each entry is a JSON object with fields: `reqId`, `level`, `time`, `remoteAddr`, `user`, `app`, `method`, `url`, `message`, `userAgent`, `version`, `exception`
|
|
|
|
**For detailed setup, see**:
|
|
- `docs/installation.md` - Installation guide
|
|
- `docs/configuration.md` - Configuration options
|
|
- `docs/authentication.md` - Authentication modes
|
|
- `docs/running.md` - Running the server
|
|
|
|
**For additional information regarding MCP during development, see**:
|
|
- `../../Software/modelcontextprotocol/` - MCP spec
|
|
- `../../Software/python-sdk/` - Python MCP SDK
|