From c88cec2681cd0be8554434800d654e74eb802943 Mon Sep 17 00:00:00 2001 From: Svetlana Perekrestova Date: Fri, 16 Jan 2026 21:22:56 +0100 Subject: [PATCH] Fixing communication issue --- backend/{ => .claude}/CLAUDE.md | 159 ++++++- backend/.env.example | 10 +- backend/.gitignore | 3 + backend/app/config.py | 5 +- backend/app/llm.py | 67 ++- backend/app/mcp.py | 142 ++++-- backend/pyproject.toml | 1 + backend/uv.lock | 782 +++++++++++++++++++++++++++++++- 8 files changed, 1077 insertions(+), 92 deletions(-) rename backend/{ => .claude}/CLAUDE.md (56%) diff --git a/backend/CLAUDE.md b/backend/.claude/CLAUDE.md similarity index 56% rename from backend/CLAUDE.md rename to backend/.claude/CLAUDE.md index 8d6a78d..7d21cdb 100644 --- a/backend/CLAUDE.md +++ b/backend/.claude/CLAUDE.md @@ -6,13 +6,14 @@ This file provides guidance to Claude Code (claude.ai/code) when working with co This is the FastAPI backend for the GitHub Knowledge Vault project. It provides: - **REST API** for repository browsing and documentation retrieval -- **WebSocket Chat** for real-time AI conversations with Claude +- **WebSocket Chat** for real-time AI conversations with LLM - **MCP Integration** for external documentation server communication -- **Streaming LLM** responses with automatic tool execution +- **Streaming LLM** responses with automatic tool execution via litellm +- **Multi-provider support** (OpenRouter, Anthropic, OpenAI, 100+ models) The backend uses a 3-layer architecture: 1. **FastAPI Layer** (`app/main.py`) - HTTP/WebSocket endpoints -2. **LLM Layer** (`app/llm.py`) - Claude streaming + tool orchestration +2. **LLM Layer** (`app/llm.py`) - litellm streaming + tool orchestration 3. **MCP Layer** (`app/mcp.py`) - External MCP server communication ## Development Setup @@ -42,8 +43,13 @@ uv add --dev package-name ### Environment Configuration 1. Copy `.env.example` to `.env` -2. Add your `ANTHROPIC_API_KEY` (required) -3. Configure optional settings (Claude model, MCP server URL, CORS origins) +2. Add your `OPENROUTER_API_KEY` (required - get at https://openrouter.ai/keys) +3. Configure optional settings (model name, MCP server URL, CORS origins) + +**Free Models Available:** +- `openrouter/meta-llama/llama-3.3-70b-instruct` - Best overall (recommended) +- `openrouter/qwen/qwen-coder-turbo` - Best for code +- `openrouter/deepseek/deepseek-r1` - Best for reasoning ### Running the Application @@ -65,11 +71,26 @@ Run tests: uv run pytest ``` +Run tests with verbose output: +```bash +uv run pytest -v +``` + Run tests with coverage: ```bash uv run pytest --cov=app ``` +Run specific test file: +```bash +uv run pytest tests/test_rest_api.py -v +``` + +**Test Configuration:** +- Tests use a mock MCP server on port 3002 +- pytest.ini is configured for asyncio auto mode +- All 24 tests must pass before committing + ### Docker Build the image: @@ -92,11 +113,14 @@ docker run -p 3001:3001 --env-file .env github-knowledge-vault-backend - Conversation management (in-memory storage) - Application lifespan management (startup/shutdown) - CORS middleware configuration +- Health check with service status **2. LLM Layer** (`app/llm.py`) -- Claude API integration with streaming support -- Tool definitions for documentation operations +- **litellm** integration for multi-provider support +- Streaming chat with OpenAI-compatible API +- Tool definitions in OpenAI format (required by litellm) - Automatic tool execution loop +- Event translation layer (maintains WebSocket compatibility) - System prompt builder with repository context - Singleton `llm_client` instance @@ -110,7 +134,7 @@ docker run -p 3001:3001 --env-file .env github-knowledge-vault-backend **REST Endpoints** - `GET /` - Root endpoint -- `GET /health` - Health check with service status +- `GET /health` - Health check with service status (provider, model, MCP) - `GET /config` - Current configuration (excluding secrets) - `GET /api/repos` - List all repositories - `GET /api/repos/{name}/tree` - Get repository file tree @@ -119,7 +143,7 @@ docker run -p 3001:3001 --env-file .env github-knowledge-vault-backend - `GET /api/conversations/{id}/messages` - Get conversation history **WebSocket Endpoint** -- `WS /ws/chat/{conversation_id}` - Real-time chat with Claude +- `WS /ws/chat/{conversation_id}` - Real-time chat with streaming LLM ### Configuration Pattern The application uses Pydantic Settings (`app/config.py`) for environment-based configuration: @@ -131,10 +155,11 @@ The application uses Pydantic Settings (`app/config.py`) for environment-based c ### Key Dependencies - **FastAPI**: Web framework - **Uvicorn**: ASGI server -- **Anthropic SDK**: Claude API integration with streaming +- **litellm**: Multi-provider LLM library (OpenRouter, Anthropic, OpenAI, 100+ models) - **httpx**: Async HTTP client for MCP server communication - **Pydantic Settings**: Configuration management - **WebSockets**: Real-time communication support +- **pytest**: Testing framework with asyncio support ## Common Patterns @@ -143,18 +168,21 @@ The application uses Pydantic Settings (`app/config.py`) for environment-based c from app.config import settings # Access configuration -api_key = settings.ANTHROPIC_API_KEY -model = settings.CLAUDE_MODEL +api_key = settings.OPENROUTER_API_KEY +model = settings.MODEL_NAME +api_base = settings.API_BASE +max_tokens = settings.MAX_TOKENS ``` ### Environment Variables All configuration is environment-driven. See `.env.example` for available options: -- `ANTHROPIC_API_KEY` (required) -- `CLAUDE_MODEL` (optional, defaults to claude-sonnet-4-20250514) -- `CLAUDE_MAX_TOKENS` (optional, defaults to 4096) -- `MCP_SERVER_URL` (optional, defaults to http://mcp-server:3000) -- `MCP_TIMEOUT` (optional, defaults to 30 seconds) -- `CORS_ORIGINS` (optional, defaults to localhost development ports) +- `OPENROUTER_API_KEY` (required) - Get at https://openrouter.ai/keys +- `MODEL_NAME` (optional) - defaults to `openrouter/meta-llama/llama-3.3-70b-instruct` +- `API_BASE` (optional) - defaults to `https://openrouter.ai/api/v1` +- `MAX_TOKENS` (optional) - defaults to 4096 +- `MCP_SERVER_URL` (optional) - defaults to `http://mcp-server:3000` +- `MCP_TIMEOUT` (optional) - defaults to 30 seconds +- `CORS_ORIGINS` (optional) - defaults to localhost development ports ## Module Documentation @@ -164,11 +192,21 @@ Pydantic Settings for environment-based configuration: from app.config import settings # Access any setting -api_key = settings.ANTHROPIC_API_KEY -model = settings.CLAUDE_MODEL +api_key = settings.OPENROUTER_API_KEY +model = settings.MODEL_NAME +api_base = settings.API_BASE cors = settings.CORS_ORIGINS ``` +**Settings:** +- `OPENROUTER_API_KEY`: API key for OpenRouter +- `MODEL_NAME`: Model identifier (e.g., `openrouter/meta-llama/llama-3.3-70b-instruct`) +- `API_BASE`: API base URL for litellm +- `MAX_TOKENS`: Maximum tokens for LLM responses +- `MCP_SERVER_URL`: URL for MCP server +- `MCP_TIMEOUT`: Timeout for MCP requests in seconds +- `CORS_ORIGINS`: List of allowed CORS origins + ### `app/mcp.py` - MCP Client HTTP client for MCP server communication: ```python @@ -195,7 +233,7 @@ await mcp_client.disconnect() - `list_repo_docs` - List all docs in a repository (requires: `repo`) ### `app/llm.py` - LLM Client -Claude API client with streaming and tool execution: +Multi-provider LLM client using litellm with streaming and tool execution: ```python from app.llm import llm_client @@ -213,7 +251,7 @@ async for event in llm_client.chat_stream(messages, context): ``` **Event Types:** -- `{"type": "text", "content": "..."}` - Text chunk from Claude +- `{"type": "text", "content": "..."}` - Text chunk from LLM - `{"type": "tool_use_start", "toolId": "...", "name": "...", "input": {...}}` - Tool execution begins - `{"type": "tool_result", "toolId": "...", "name": "...", "result": {...}, "duration": 123}` - Tool execution completes @@ -222,12 +260,39 @@ async for event in llm_client.chat_stream(messages, context): - When `context.scope == "repo"`, adds repository-specific instructions - Automatically built with `build_system_prompt(context)` +**Tool Format:** +- Tools are defined in OpenAI format (required by litellm) +- litellm handles conversion between provider formats automatically +- Tools are executed via MCP client + +**Streaming:** +- Uses litellm's `acompletion` with `stream=True` +- Handles tool execution loop with continuation +- Maintains backward-compatible event format for WebSocket clients + ### `app/main.py` - FastAPI Application Main application with REST and WebSocket endpoints: ```python # See API Endpoints section above for available routes ``` +**Health Check:** +Returns provider, model, and service status: +```json +{ + "status": "healthy", + "version": "1.0.0", + "services": { + "mcp_server": {"status": "connected"}, + "llm_api": { + "status": "available", + "provider": "openrouter", + "model": "openrouter/meta-llama/llama-3.3-70b-instruct" + } + } +} +``` + ## WebSocket Protocol ### Connection @@ -265,7 +330,7 @@ const ws = new WebSocket(`ws://localhost:3001/ws/chat/${conversationId}`); ```json { "type": "tool_use_start", - "toolId": "toolu_123", + "toolId": "tool_123", "name": "list_repositories", "input": {} } @@ -275,7 +340,7 @@ const ws = new WebSocket(`ws://localhost:3001/ws/chat/${conversationId}`); ```json { "type": "tool_result", - "toolId": "toolu_123", + "toolId": "tool_123", "name": "list_repositories", "result": [...], "duration": 234 @@ -296,3 +361,49 @@ const ws = new WebSocket(`ws://localhost:3001/ws/chat/${conversationId}`); ```json {"type": "pong"} ``` + +## Testing + +### Test Structure +- `tests/test_rest_api.py` - REST endpoint tests (health, repos, conversations) +- `tests/test_websocket.py` - WebSocket chat tests with mocked LLM +- `tests/test_integration.py` - End-to-end workflow tests +- `tests/test_error_scenarios.py` - Error handling and edge cases +- `tests/conftest.py` - Pytest fixtures and configuration +- `tests/mock_mcp_server.py` - Mock MCP server for testing + +### Running Tests in IDE +1. Configure pytest as test runner in IDE settings +2. Mark `tests` directory as Test Sources Root +3. Set environment variables in run configuration: + - `MCP_SERVER_URL=http://localhost:3002` + - `OPENROUTER_API_KEY=test-key-12345` +4. Run/debug individual tests by clicking play button in gutter + +### Test Coverage +All 24 tests must pass: +- ✅ 4 error scenario tests +- ✅ 8 integration workflow tests +- ✅ 10 REST API tests +- ✅ 6 WebSocket tests + +## Migration Notes + +### From Anthropic SDK to litellm +The backend was migrated from direct Anthropic SDK to litellm for: +- **Multi-provider support**: OpenRouter, Anthropic, OpenAI, 100+ models +- **Cost reduction**: Access to free models via OpenRouter +- **Flexibility**: Easy model switching via environment variables + +**Key Changes:** +- `ANTHROPIC_API_KEY` → `OPENROUTER_API_KEY` +- `CLAUDE_MODEL` → `MODEL_NAME` +- Tool format: Anthropic format → OpenAI format (required by litellm) +- Streaming: `anthropic.messages.stream()` → `litellm.acompletion(stream=True)` +- Event format: Maintained backward compatibility via translation layer + +**Benefits:** +- Free tier models available (Llama 3.3 70B, Qwen Coder, DeepSeek) +- Can switch between providers without code changes +- Same WebSocket protocol for frontend compatibility +- All tests continue to pass diff --git a/backend/.env.example b/backend/.env.example index 616e33b..bfb3d9d 100644 --- a/backend/.env.example +++ b/backend/.env.example @@ -8,5 +8,13 @@ OPENROUTER_API_KEY=sk-or-v1-your_key_here MODEL_NAME=openrouter/meta-llama/llama-3.3-70b-instruct MAX_TOKENS=4096 -MCP_SERVER_URL=http://mcp-server:3000 + +# MCP Server Configuration +# For local development: http://localhost:8003/mcp +# For Docker: http://mcp-server:3000/mcp +# For Hugging Face: https://your-space.hf.space/mcp +MCP_SERVER_URL=http://localhost:8003/mcp MCP_TIMEOUT=30 + +# GitHub organization to query via MCP server +GITHUB_ORG=your-org-name diff --git a/backend/.gitignore b/backend/.gitignore index 11c48f6..b04cff5 100644 --- a/backend/.gitignore +++ b/backend/.gitignore @@ -42,3 +42,6 @@ Thumbs.db # Logs *.log + +# Claude Code local settings +.claude/settings.local.json diff --git a/backend/app/config.py b/backend/app/config.py index 8574529..042577b 100644 --- a/backend/app/config.py +++ b/backend/app/config.py @@ -15,9 +15,12 @@ class Settings(BaseSettings): API_BASE: str = "https://openrouter.ai/api/v1" MAX_TOKENS: int = 4096 - MCP_SERVER_URL: str = "http://mcp-server:3000" + MCP_SERVER_URL: str = "https://sperva-github-mcp-server.hf.space" MCP_TIMEOUT: int = 30 + # GitHub organization for MCP server + GITHUB_ORG: str = "lifter-ai" + CORS_ORIGINS: List[str] = ["http://localhost:5173", "http://localhost:3000"] diff --git a/backend/app/llm.py b/backend/app/llm.py index 684e8fc..6c1e5f3 100644 --- a/backend/app/llm.py +++ b/backend/app/llm.py @@ -12,13 +12,48 @@ logger = logging.getLogger(__name__) + +def map_tool_call(tool_name: str, tool_input: dict) -> tuple[str, dict]: + """ + Map LLM tool calls to MCP server tool names and parameters. + + The LLM uses simplified tool names, but the MCP server expects + specific tool names with the 'org' parameter included. + + Args: + tool_name: Tool name from LLM (e.g., 'list_repositories') + tool_input: Tool arguments from LLM + + Returns: + Tuple of (mcp_tool_name, mcp_arguments) + """ + org = settings.GITHUB_ORG + + # Map LLM tool names to MCP tool names + tool_mapping = { + "list_repositories": "get_org_repos_tool", + "search_documentation": "search_documentation_tool", + "get_documentation": "get_file_content_tool", + "list_repo_docs": "get_repo_docs_tool" + } + + mcp_tool_name = tool_mapping.get(tool_name, tool_name) + + # Add org parameter to all tool calls + mcp_arguments = {"org": org, **tool_input} + + logger.debug(f"Mapped {tool_name} -> {mcp_tool_name} with args: {mcp_arguments}") + + return mcp_tool_name, mcp_arguments + # Tool definitions in OpenAI format (required by litellm) +# These tool names and parameters match the MCP server's actual tools TOOLS = [ { "type": "function", "function": { "name": "list_repositories", - "description": "List all available repositories in the organization with their documentation counts.", + "description": "List all available repositories in the organization with their documentation counts. Searches for repositories that have a /doc folder.", "parameters": { "type": "object", "properties": {}, @@ -30,17 +65,13 @@ "type": "function", "function": { "name": "search_documentation", - "description": "Search across all documentation. Returns matching documents with snippets.", + "description": "Search across documentation in all repositories using GitHub Code Search API. Returns matching files in /doc folders.", "parameters": { "type": "object", "properties": { "query": { "type": "string", - "description": "Search query string" - }, - "repo": { - "type": "string", - "description": "Optional: Limit search to specific repository" + "description": "Search query string (e.g., 'authentication', 'API', 'streaming')" } }, "required": ["query"] @@ -51,17 +82,17 @@ "type": "function", "function": { "name": "get_documentation", - "description": "Retrieve the full content of a specific documentation file.", + "description": "Retrieve the full content of a specific documentation file from a repository.", "parameters": { "type": "object", "properties": { "repo": { "type": "string", - "description": "Repository name" + "description": "Repository name (not full path, just the repo name)" }, "path": { "type": "string", - "description": "File path within the repository" + "description": "File path within the repository (e.g., 'doc/README.md')" } }, "required": ["repo", "path"] @@ -72,13 +103,13 @@ "type": "function", "function": { "name": "list_repo_docs", - "description": "List all documentation files in a specific repository.", + "description": "List all documentation files in a specific repository's /doc folder. Filters for supported types: Markdown, Mermaid, SVG, OpenAPI, Postman.", "parameters": { "type": "object", "properties": { "repo": { "type": "string", - "description": "Repository name" + "description": "Repository name (not full path, just the repo name)" } }, "required": ["repo"] @@ -240,12 +271,18 @@ async def chat_stream( logger.error(f"Failed to parse tool arguments: {e}") tool_input = {} - # Execute tool + # Map LLM tool call to MCP tool call + mcp_tool_name, mcp_arguments = map_tool_call( + tool_call['name'], + tool_input + ) + + # Execute tool on MCP server start_time = time.time() try: result = await mcp_client.call_tool( - tool_call['name'], - tool_input + mcp_tool_name, + mcp_arguments ) except Exception as e: logger.error(f"Tool execution error: {e}") diff --git a/backend/app/mcp.py b/backend/app/mcp.py index 908fb19..4ee3644 100644 --- a/backend/app/mcp.py +++ b/backend/app/mcp.py @@ -1,90 +1,136 @@ -import httpx +""" +MCP Client for communicating with FastMCP GitHub server. + +Uses the official FastMCP client library to communicate with the +GitHub MCP Server via the Model Context Protocol over HTTP. +""" + +import logging from typing import Any, Optional +from contextlib import asynccontextmanager + +from fastmcp import Client from app.config import settings +logger = logging.getLogger(__name__) + class MCPClient: - """Minimal MCP client using HTTP.""" + """MCP client using FastMCP's Client for standard MCP protocol communication.""" def __init__(self): - self._client: Optional[httpx.AsyncClient] = None + self._client: Optional[Client] = None self._connected: bool = False + self._url: str = settings.MCP_SERVER_URL async def connect(self) -> None: - """Initialize HTTP client and test connection.""" - self._client = httpx.AsyncClient( - base_url=settings.MCP_SERVER_URL, - timeout=settings.MCP_TIMEOUT - ) - + """Initialize MCP client and test connection.""" try: - response = await self._client.get("/health") - self._connected = response.status_code == 200 - print(f"MCP Server: {'Connected' if self._connected else 'Failed'}") + # Create FastMCP client with the MCP endpoint URL + self._client = Client(self._url) + + # Test connection by listing available tools + async with self._client as client: + tools = await client.list_tools() + self._connected = True + logger.info(f"MCP Server: Connected ({len(tools)} tools available)") + + # Log available tools for debugging + tool_names = [tool.name for tool in tools] + logger.debug(f"Available tools: {tool_names}") + except Exception as e: - print(f"MCP Server connection failed: {e}") + logger.error(f"MCP Server connection failed: {e}") self._connected = False async def disconnect(self) -> None: - """Close HTTP client.""" - if self._client: - try: - await self._client.aclose() - except (RuntimeError, Exception): - # Ignore errors during shutdown (e.g., event loop already closed) - pass - self._client = None + """Close MCP client connection.""" + # FastMCP Client uses context manager, no explicit disconnect needed + self._client = None self._connected = False + logger.info("MCP client disconnected") @property def is_connected(self) -> bool: - return self._connected + return self._connected and self._client is not None + + @asynccontextmanager + async def _get_client(self): + """Context manager to get an active client session.""" + if not self._client: + raise RuntimeError("MCP client not initialized. Call connect() first.") + + async with self._client as client: + yield client async def call_tool(self, name: str, arguments: dict) -> Any: """ - Execute a tool on the MCP Server. + Execute a tool on the MCP Server using standard MCP protocol. Args: - name: Tool name (e.g., 'list_repositories') + name: Tool name (e.g., 'get_org_repos_tool', 'search_documentation_tool') arguments: Tool arguments dict Returns: Tool execution result Raises: - RuntimeError: If MCP call fails + RuntimeError: If MCP call fails or client not initialized """ - if not self._client: - raise RuntimeError("MCP client not initialized") - try: - response = await self._client.post( - "/tools/execute", - json={"name": name, "arguments": arguments} - ) - response.raise_for_status() - data = response.json() - return data.get("result", data) - - except httpx.TimeoutException: - raise RuntimeError(f"MCP tool '{name}' timed out") - except httpx.HTTPStatusError as e: - raise RuntimeError(f"MCP tool '{name}' failed: {e.response.text}") + async with self._get_client() as client: + logger.debug(f"Calling MCP tool: {name} with args: {arguments}") + + # Call the tool using FastMCP client + result = await client.call_tool(name, arguments) + + logger.debug(f"MCP tool '{name}' completed successfully") + + # FastMCP returns a CallToolResult object with content + # Extract the actual data from the response + if hasattr(result, 'content') and result.content: + # Get first content item (usually text) + first_content = result.content[0] + if hasattr(first_content, 'text'): + # Try to parse as JSON if it's text + import json + try: + return json.loads(first_content.text) + except json.JSONDecodeError: + return first_content.text + return first_content + + return result + + except AttributeError as e: + raise RuntimeError(f"MCP client not initialized: {str(e)}") except Exception as e: - raise RuntimeError(f"MCP tool '{name}' error: {str(e)}") + logger.error(f"MCP tool '{name}' error: {str(e)}") + raise RuntimeError(f"MCP tool '{name}' failed: {str(e)}") async def health_check(self) -> dict: - """Check MCP Server health status.""" + """ + Check MCP Server health status. + + Returns: + Status dictionary with connection state + """ if not self._client: - return {"status": "disconnected"} + return {"status": "disconnected", "error": "Client not initialized"} try: - response = await self._client.get("/health") - if response.status_code == 200: - return {"status": "connected"} - return {"status": "error", "code": response.status_code} + async with self._get_client() as client: + # Try to list tools as a health check + tools = await client.list_tools() + return { + "status": "connected", + "tools_count": len(tools) + } except Exception as e: - return {"status": "disconnected", "error": str(e)} + return { + "status": "error", + "error": str(e) + } # Singleton instance diff --git a/backend/pyproject.toml b/backend/pyproject.toml index 7958984..5f5448c 100644 --- a/backend/pyproject.toml +++ b/backend/pyproject.toml @@ -17,6 +17,7 @@ dependencies = [ "litellm>=1.50.0", "websockets>=12.0", "pytest>=9.0.2", + "fastmcp>=2.14.3", ] [project.optional-dependencies] diff --git a/backend/uv.lock b/backend/uv.lock index 2711e0e..28d7465 100644 --- 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