diff --git a/README.md b/README.md index 1656246..33fadca 100644 --- a/README.md +++ b/README.md @@ -163,16 +163,6 @@ This is useful for: - Monitoring API usage and performance - Learning how the multi-agent system orchestrates tasks -### Live Observability Monitor - -For real-time visual monitoring of agent execution with interactive profiling: - -```bash -./observability/live_monitor.sh -``` - -This launches a web-based profiler that automatically tracks your current session, displaying tool calls, timing metrics, and agent interactions in real-time. The visualization updates live as your agents work, providing an interactive dashboard for monitoring pipeline execution and performance analysis. - The pipeline will: 1. Scan for services (Cargo.toml, go.mod, package.json, pyproject.toml files) 2. Build dependency graph diff --git a/agent/callbacks_langgraph_legacy.py b/agent/callbacks_langgraph_legacy.py deleted file mode 100644 index ed079db..0000000 --- a/agent/callbacks_langgraph_legacy.py +++ /dev/null @@ -1,869 +0,0 @@ -"""LangGraph callback handlers for agent lifecycle tracking. - -Provides LangChain-compatible callback handlers that track: -- Tool calls (start, end, error) -- LLM/chat model invocations -- Subagent lifecycle (spawn, complete) -- Graph node transitions (for LangGraph visualization) -- Token usage metrics - -These callbacks write structured JSONL logs for real-time visualization -in the session_profiler.html dashboard. -""" - -import json -import logging -from datetime import datetime -from pathlib import Path -from typing import Any, Dict, List, Optional, Union -from uuid import UUID - -from langchain_core.callbacks import BaseCallbackHandler -from langchain_core.agents import AgentAction, AgentFinish -from langchain_core.messages import BaseMessage -from langchain_core.outputs import LLMResult - -from agent.utils.transcript import TranscriptWriter - -logger = logging.getLogger(__name__) - - -class FlashlightCallbackHandler(BaseCallbackHandler): - """Callback handler that tracks tool usage, subagent lifecycle, and LLM calls. - - Provides comprehensive observability for LangGraph-based agent systems: - - Tool call tracking with timing and context weight estimation - - Subagent spawn/complete lifecycle events - - LLM invocation tracking with token usage - - Graph node transition events for visualization - - Writes structured JSONL logs compatible with the session_profiler.html dashboard. - """ - - def __init__( - self, - transcript_writer: Optional[TranscriptWriter] = None, - session_dir: Optional[Path] = None, - verbose: bool = False, - ): - self.transcript_writer = transcript_writer - self.verbose = verbose - - # Active subagent context - self._current_subagent_type: Optional[str] = None - self._current_subagent_id: Optional[str] = None - self._current_description: Optional[str] = None - - # Current graph node context - self._current_graph_node: Optional[str] = None - self._graph_run_id: Optional[str] = None - - # Counters - self.subagent_counters: Dict[str, int] = {} - self.active_code_analyzers: int = 0 - self.api_call_count: int = 0 - self.tool_call_count: int = 0 - - # Token usage tracking - self.total_input_tokens: int = 0 - self.total_output_tokens: int = 0 - self.total_cache_read_tokens: int = 0 - self.total_cache_creation_tokens: int = 0 - - # Subagent tracking - self._subagent_sessions: Dict[str, Dict[str, Any]] = {} - - # Active tool calls (for timing) - self._active_tool_calls: Dict[str, datetime] = {} - - # Active LLM calls (for correlating start->complete with reasoning patterns) - self._active_llm_calls: Dict[str, Dict[str, Any]] = {} - - # Tool call detail log (JSONL format) - self.tool_log_file = None - if session_dir: - tool_log_path = session_dir / "tool_calls.jsonl" - self.tool_log_file = open(tool_log_path, "w", encoding="utf-8") - - # ------------------------------------------------------------------ - # Subagent context management - # ------------------------------------------------------------------ - - def set_subagent_context( - self, - subagent_type: str, - description: str, - ) -> str: - """Set the current subagent context and return a generated ID. - - Called by the graph when spawning a subagent node. - - Returns: - Generated subagent ID (e.g., "CODE-LIBRARY-ANALYZER-3"). - """ - self.subagent_counters.setdefault(subagent_type, 0) - self.subagent_counters[subagent_type] += 1 - subagent_id = f"{subagent_type.upper()}-{self.subagent_counters[subagent_type]}" - - self._current_subagent_type = subagent_type - self._current_subagent_id = subagent_id - self._current_description = description - - if subagent_type == "application-analyzer": - self.active_code_analyzers += 1 - - session = { - "subagent_type": subagent_type, - "subagent_id": subagent_id, - "description": description, - "spawned_at": datetime.now().isoformat(), - "tool_calls": 0, - "api_calls": 0, - } - self._subagent_sessions[subagent_id] = session - - print(f"{'=' * 60}") - print(f"SUBAGENT SPAWNED: {subagent_id}") - print(f"{'=' * 60}") - print(f"Task: {description}") - print(f"Type: {subagent_type}") - print(f"{'=' * 60}") - - self._log_to_jsonl( - { - "event": "subagent_spawn", - "timestamp": session["spawned_at"], - "subagent_id": subagent_id, - "subagent_type": subagent_type, - "description": description, - } - ) - - return subagent_id - - def clear_subagent_context(self) -> None: - """Clear subagent context after subagent completes.""" - if self._current_subagent_id: - session = self._subagent_sessions.get(self._current_subagent_id, {}) - completed_at = datetime.now().isoformat() - session["completed_at"] = completed_at - - # Calculate duration - spawned_at = session.get("spawned_at", "") - if spawned_at: - start = datetime.fromisoformat(spawned_at) - end = datetime.fromisoformat(completed_at) - secs = int((end - start).total_seconds()) - duration_str = f"{secs // 60:02d}:{secs % 60:02d}" - else: - duration_str = "??:??" - - print(f"{'=' * 60}") - print(f"SUBAGENT COMPLETED: {self._current_subagent_id}") - print(f"{'=' * 60}") - print(f"Task: {self._current_description}") - print(f"Duration: {duration_str}") - print(f"Tool calls: {session.get('tool_calls', 0)}") - print(f"{'=' * 60}") - - self._log_to_jsonl( - { - "event": "subagent_complete", - "timestamp": completed_at, - "subagent_id": self._current_subagent_id, - "subagent_type": self._current_subagent_type, - "description": self._current_description, - "duration": duration_str, - "tool_calls": session.get("tool_calls", 0), - } - ) - - # Handle application-analyzer completion signals - if self._current_subagent_type == "application-analyzer": - self.active_code_analyzers -= 1 - if self.transcript_writer: - self.transcript_writer.write_to_file( - f"[APPLICATION_ANALYSIS_COMPLETE] {self._current_description}\n" - ) - if self.active_code_analyzers == 0: - self.transcript_writer.write_to_file( - "[ALL_APPLICATION_ANALYSIS_COMPLETE]\n" - ) - - self._current_subagent_type = None - self._current_subagent_id = None - self._current_description = None - - # ------------------------------------------------------------------ - # LangChain callback methods - # ------------------------------------------------------------------ - - def on_llm_start( - self, - serialized: Optional[Dict[str, Any]], - prompts: List[str], - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - **kwargs: Any, - ) -> None: - """Called when LLM starts generating (non-chat/completion models).""" - if serialized is None: - serialized = {} - - self.api_call_count += 1 - agent_label = self._current_subagent_id or "LEAD AGENT" - print(f"\n[LLM CALL #{self.api_call_count}] {agent_label}", flush=True) - - if self._current_subagent_id: - session = self._subagent_sessions.get(self._current_subagent_id, {}) - session["api_calls"] = session.get("api_calls", 0) + 1 - - # Analyze prompts for reasoning pattern (non-chat format) - reasoning_pattern = self._analyze_prompt_reasoning_pattern(prompts, kwargs) - - # Store for correlation with llm_end - self._active_llm_calls[str(run_id)] = { - "reasoning_pattern": reasoning_pattern, - "start_time": datetime.now(), - } - - # Log LLM start event - self._log_to_jsonl( - { - "event": "llm_start", - "timestamp": datetime.now().isoformat(), - "run_id": str(run_id), - "parent_run_id": str(parent_run_id) if parent_run_id else None, - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "agent_type": self._current_subagent_type or "lead", - "graph_node": self._current_graph_node, - "reasoning_pattern": reasoning_pattern, - "model": serialized.get("kwargs", {}).get("model_name", "unknown"), - "llm_type": "completion", # Non-chat model - } - ) - - def on_chat_model_start( - self, - serialized: Optional[Dict[str, Any]], - messages: List[List[BaseMessage]], - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - **kwargs: Any, - ) -> None: - """Called when chat model starts generating.""" - if serialized is None: - serialized = {} - - self.api_call_count += 1 - agent_label = self._current_subagent_id or "LEAD AGENT" - print(f"\n[LLM CALL #{self.api_call_count}] {agent_label}", flush=True) - - if self._current_subagent_id: - session = self._subagent_sessions.get(self._current_subagent_id, {}) - session["api_calls"] = session.get("api_calls", 0) + 1 - - # Analyze message structure for reasoning pattern detection - reasoning_pattern = self._analyze_reasoning_pattern(messages, kwargs) - - # Store reasoning pattern for correlation with llm_complete - self._active_llm_calls[str(run_id)] = { - "reasoning_pattern": reasoning_pattern, - "start_time": datetime.now(), - } - - # Log LLM call start with reasoning context - self._log_to_jsonl( - { - "event": "llm_start", - "timestamp": datetime.now().isoformat(), - "run_id": str(run_id), - "parent_run_id": str(parent_run_id) if parent_run_id else None, - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "agent_type": self._current_subagent_type or "lead", - "graph_node": self._current_graph_node, - "reasoning_pattern": reasoning_pattern, - "model": serialized.get("kwargs", {}).get("model_name", "unknown"), - } - ) - - def _analyze_reasoning_pattern( - self, - messages: List[List[BaseMessage]], - kwargs: Dict[str, Any], - ) -> Dict[str, Any]: - """Analyze message structure to infer reasoning pattern. - - Patterns detected: - - one_shot: Single user message, no prior context - - multi_turn: Multiple back-and-forth exchanges - - chain_of_thought: System prompt contains CoT instructions or prior reasoning - - react: Tool use loop (agent -> tool -> agent pattern) - - tree_of_thought: Multiple parallel branches or backtracking - - self_reflection: Model critiquing/refining its own output - """ - pattern = { - "type": "one_shot", - "turn_count": 0, - "tool_results_in_context": 0, - "has_system_prompt": False, - "has_cot_instructions": False, - "has_prior_assistant_messages": False, - "context_window_estimate": 0, - } - - if not messages or not messages[0]: - return pattern - - msg_list = messages[0] # First batch of messages - pattern["turn_count"] = len(msg_list) - - # Count message types - system_count = 0 - user_count = 0 - assistant_count = 0 - tool_count = 0 - - total_content_length = 0 - cot_keywords = [ - "step by step", - "think through", - "reasoning", - "let's think", - "chain of thought", - "analyze", - ] - - for msg in msg_list: - msg_type = type(msg).__name__ - content = "" - - if hasattr(msg, "content"): - if isinstance(msg.content, str): - content = msg.content - elif isinstance(msg.content, list): - content = " ".join(str(block) for block in msg.content) - - total_content_length += len(content) - content_lower = content.lower() - - if msg_type == "SystemMessage": - system_count += 1 - pattern["has_system_prompt"] = True - # Check for CoT instructions in system prompt - if any(kw in content_lower for kw in cot_keywords): - pattern["has_cot_instructions"] = True - - elif msg_type == "HumanMessage": - user_count += 1 - - elif msg_type == "AIMessage": - assistant_count += 1 - pattern["has_prior_assistant_messages"] = True - # Check for tool calls in assistant messages - if hasattr(msg, "tool_calls") and msg.tool_calls: - tool_count += len(msg.tool_calls) - - elif msg_type == "ToolMessage": - tool_count += 1 - pattern["tool_results_in_context"] += 1 - - # Estimate context window usage (rough: 1 token ≈ 4 chars) - pattern["context_window_estimate"] = total_content_length // 4 - - # Determine reasoning pattern type - if tool_count > 0 and assistant_count > 0: - # ReAct pattern: interleaved reasoning and tool use - pattern["type"] = "react" - if tool_count >= 3: - pattern["type"] = "react_multi_step" - elif assistant_count >= 2: - # Multiple assistant messages could indicate self-reflection or tree-of-thought - if pattern["has_cot_instructions"]: - pattern["type"] = "chain_of_thought" - else: - pattern["type"] = "multi_turn" - elif pattern["has_cot_instructions"]: - pattern["type"] = "chain_of_thought" - elif user_count > 1: - pattern["type"] = "multi_turn" - else: - pattern["type"] = "one_shot" - - return pattern - - def _analyze_prompt_reasoning_pattern( - self, - prompts: List[str], - kwargs: Dict[str, Any], - ) -> Dict[str, Any]: - """Analyze raw prompt strings for reasoning pattern (non-chat LLM calls). - - This is used for completion-style models that receive prompts as strings - rather than structured message lists. - """ - pattern = { - "type": "one_shot", - "turn_count": len(prompts), - "tool_results_in_context": 0, - "has_system_prompt": False, - "has_cot_instructions": False, - "has_prior_assistant_messages": False, - "context_window_estimate": 0, - "llm_type": "completion", - } - - if not prompts: - return pattern - - total_content = " ".join(prompts) - total_length = len(total_content) - content_lower = total_content.lower() - - # Estimate context window - pattern["context_window_estimate"] = total_length // 4 - - # Check for CoT/reasoning indicators in the prompt - cot_keywords = [ - "step by step", - "think through", - "reasoning", - "let's think", - "chain of thought", - "analyze carefully", - "break down", - ] - if any(kw in content_lower for kw in cot_keywords): - pattern["has_cot_instructions"] = True - pattern["type"] = "chain_of_thought" - - # Check for tool/function patterns (may appear in raw prompts) - tool_indicators = [ - "tool_result", - "function_call", - "tool_call", - "", - "", - "observation:", - "action:", - ] - tool_matches = sum(1 for ind in tool_indicators if ind in content_lower) - if tool_matches >= 2: - pattern["tool_results_in_context"] = tool_matches - pattern["type"] = "react" - if tool_matches >= 4: - pattern["type"] = "react_multi_step" - - # Check for multi-turn indicators - turn_indicators = ["human:", "assistant:", "user:", "ai:"] - turn_matches = sum(1 for ind in turn_indicators if ind in content_lower) - if turn_matches >= 2 and pattern["type"] == "one_shot": - pattern["type"] = "multi_turn" - pattern["has_prior_assistant_messages"] = True - - return pattern - - def on_tool_start( - self, - serialized: Optional[Dict[str, Any]], - input_str: str, - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - tags: Optional[List[str]] = None, - metadata: Optional[Dict[str, Any]] = None, - inputs: Optional[Dict[str, Any]] = None, - **kwargs: Any, - ) -> None: - """Called when a tool starts executing.""" - if serialized is None: - serialized = {} - - self.tool_call_count += 1 - tool_name = serialized.get("name", "unknown") - agent_label = self._current_subagent_id or "LEAD AGENT" - start_time = datetime.now() - - # Track start time for duration calculation - self._active_tool_calls[str(run_id)] = start_time - - # Extract meaningful detail for console - detail = self._get_tool_detail(tool_name, inputs) - message = f"[{agent_label}] -> {tool_name}" - if detail: - message += f" {detail}" - - logger.info(message) - if self.transcript_writer: - self.transcript_writer.write(f"\n{message}") - - if self._current_subagent_id: - session = self._subagent_sessions.get(self._current_subagent_id, {}) - session["tool_calls"] = session.get("tool_calls", 0) + 1 - - # Parse tool input for structured logging - tool_input = {} - if inputs: - tool_input = inputs - elif input_str: - try: - import ast - - tool_input = ( - ast.literal_eval(input_str) - if input_str.startswith("{") - else {"input": input_str} - ) - except (ValueError, SyntaxError): - tool_input = {"input": input_str[:200]} - - self._log_to_jsonl( - { - "event": "tool_call_start", - "timestamp": start_time.isoformat(), - "tool_use_id": str(run_id), - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "agent_type": self._current_subagent_type or "lead", - "graph_node": self._current_graph_node, - "tool_name": tool_name, - "tool_input": tool_input, - "input_preview": str(input_str)[:200] if input_str else "", - } - ) - - def on_tool_end( - self, - output: Any, - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - **kwargs: Any, - ) -> None: - """Called when a tool finishes executing.""" - end_time = datetime.now() - - # Calculate duration - start_time = self._active_tool_calls.pop(str(run_id), None) - duration_ms = None - if start_time: - duration_ms = (end_time - start_time).total_seconds() * 1000 - - # Handle different output types: str, ToolMessage, or other objects - if output is None: - output_size = 0 - elif isinstance(output, str): - output_size = len(output) - elif hasattr(output, "content"): - # Handle ToolMessage and similar message objects - output_size = len(output.content) if output.content else 0 - else: - # Fallback: convert to string and measure - output_size = len(str(output)) - - self._log_to_jsonl( - { - "event": "tool_call_complete", - "timestamp": end_time.isoformat(), - "tool_use_id": str(run_id), - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "agent_type": self._current_subagent_type or "lead", - "output_size": output_size, - "duration_ms": duration_ms, - "success": True, - } - ) - - def on_tool_error( - self, - error: BaseException, - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - **kwargs: Any, - ) -> None: - """Called when a tool errors.""" - end_time = datetime.now() - agent_label = self._current_subagent_id or "LEAD AGENT" - logger.warning(f"[{agent_label}] Tool error: {error}") - - # Calculate duration - start_time = self._active_tool_calls.pop(str(run_id), None) - duration_ms = None - if start_time: - duration_ms = (end_time - start_time).total_seconds() * 1000 - - self._log_to_jsonl( - { - "event": "tool_call_error", - "timestamp": end_time.isoformat(), - "tool_use_id": str(run_id), - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "agent_type": self._current_subagent_type or "lead", - "duration_ms": duration_ms, - "error": str(error), - } - ) - - def on_llm_end( - self, - response: LLMResult, - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - **kwargs: Any, - ) -> None: - """Called when LLM finishes generating.""" - end_time = datetime.now() - - # Retrieve reasoning pattern from correlated llm_start - llm_call_data = self._active_llm_calls.pop(str(run_id), {}) - reasoning_pattern = llm_call_data.get("reasoning_pattern", {}) - start_time = llm_call_data.get("start_time") - - # Calculate LLM call duration - duration_ms = None - if start_time: - duration_ms = (end_time - start_time).total_seconds() * 1000 - - # Extract token usage from LLM response - llm_output = response.llm_output or {} - token_usage = llm_output.get("token_usage", {}) - - # Handle different token usage formats (OpenAI, Anthropic via OpenRouter, etc.) - input_tokens = token_usage.get("prompt_tokens", 0) or token_usage.get( - "input_tokens", 0 - ) - output_tokens = token_usage.get("completion_tokens", 0) or token_usage.get( - "output_tokens", 0 - ) - cache_read = token_usage.get("cache_read_input_tokens", 0) - cache_creation = token_usage.get("cache_creation_input_tokens", 0) - - # Analyze response for reasoning indicators - response_analysis = self._analyze_llm_response(response) - - # Update totals - self.total_input_tokens += input_tokens - self.total_output_tokens += output_tokens - self.total_cache_read_tokens += cache_read - self.total_cache_creation_tokens += cache_creation - - # Log token usage event with reasoning analysis AND pattern (no correlation needed in dashboard) - self._log_to_jsonl( - { - "event": "llm_complete", - "timestamp": end_time.isoformat(), - "run_id": str(run_id), - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "agent_type": self._current_subagent_type or "lead", - "graph_node": self._current_graph_node, - "input_tokens": input_tokens, - "output_tokens": output_tokens, - "cache_read_tokens": cache_read, - "cache_creation_tokens": cache_creation, - "total_input_tokens": self.total_input_tokens, - "total_output_tokens": self.total_output_tokens, - "model": llm_output.get("model_name", "unknown"), - "response_analysis": response_analysis, - "reasoning_pattern": reasoning_pattern, - "duration_ms": duration_ms, - } - ) - - # Extract text content for transcript - if self.transcript_writer and response.generations: - for gen_list in response.generations: - for gen in gen_list: - text = gen.text - if text: - self.transcript_writer.write_to_file(text) - - def _analyze_llm_response(self, response: LLMResult) -> Dict[str, Any]: - """Analyze LLM response for reasoning pattern indicators. - - Returns metrics about the response structure that help identify - the reasoning pattern used. - """ - analysis = { - "has_tool_calls": False, - "tool_call_count": 0, - "has_thinking": False, - "thinking_length": 0, - "response_length": 0, - "output_type": "text", - } - - if not response.generations: - return analysis - - for gen_list in response.generations: - for gen in gen_list: - # Check for tool calls - if hasattr(gen, "message"): - msg = gen.message - if hasattr(msg, "tool_calls") and msg.tool_calls: - analysis["has_tool_calls"] = True - analysis["tool_call_count"] = len(msg.tool_calls) - analysis["output_type"] = "tool_calls" - - # Check for thinking/reasoning blocks (Claude extended thinking) - if hasattr(msg, "content") and isinstance(msg.content, list): - for block in msg.content: - if isinstance(block, dict): - if block.get("type") == "thinking": - analysis["has_thinking"] = True - analysis["thinking_length"] = len( - block.get("thinking", "") - ) - elif block.get("type") == "text": - analysis["response_length"] += len( - block.get("text", "") - ) - elif hasattr(msg, "content") and isinstance(msg.content, str): - analysis["response_length"] = len(msg.content) - - # Fallback to gen.text - if gen.text: - if analysis["response_length"] == 0: - analysis["response_length"] = len(gen.text) - - return analysis - - # ------------------------------------------------------------------ - # Graph node tracking (LangGraph integration) - # ------------------------------------------------------------------ - - def on_chain_start( - self, - serialized: Optional[Dict[str, Any]], - inputs: Dict[str, Any], - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - tags: Optional[List[str]] = None, - metadata: Optional[Dict[str, Any]] = None, - **kwargs: Any, - ) -> None: - """Called when a chain/graph node starts execution.""" - # Handle None serialized (can happen with some LangChain components) - if serialized is None: - serialized = {} - - node_name = serialized.get("name", "unknown") - graph_id = serialized.get("graph", {}).get("id", str(run_id)[:8]) - - # Track graph run - if not self._graph_run_id: - self._graph_run_id = graph_id - - self._current_graph_node = node_name - - self._log_to_jsonl( - { - "event": "graph_node_start", - "timestamp": datetime.now().isoformat(), - "node_name": node_name, - "graph_id": graph_id, - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "run_id": str(run_id), - "parent_run_id": str(parent_run_id) if parent_run_id else None, - } - ) - - if self.verbose: - logger.info(f"[GRAPH] Node started: {node_name}") - - def on_chain_end( - self, - outputs: Dict[str, Any], - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - **kwargs: Any, - ) -> None: - """Called when a chain/graph node completes execution.""" - node_name = self._current_graph_node or "unknown" - - self._log_to_jsonl( - { - "event": "graph_node_end", - "timestamp": datetime.now().isoformat(), - "node_name": node_name, - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "run_id": str(run_id), - } - ) - - if self.verbose: - logger.info(f"[GRAPH] Node completed: {node_name}") - - def on_chain_error( - self, - error: BaseException, - *, - run_id: UUID, - parent_run_id: Optional[UUID] = None, - **kwargs: Any, - ) -> None: - """Called when a chain/graph node errors.""" - node_name = self._current_graph_node or "unknown" - - self._log_to_jsonl( - { - "event": "graph_node_error", - "timestamp": datetime.now().isoformat(), - "node_name": node_name, - "agent_id": self._current_subagent_id or "MAIN_AGENT", - "run_id": str(run_id), - "error": str(error), - } - ) - - logger.error(f"[GRAPH] Node error in {node_name}: {error}") - - # ------------------------------------------------------------------ - # Helper methods - # ------------------------------------------------------------------ - - def _get_tool_detail( - self, tool_name: str, tool_input: Optional[Dict[str, Any]] - ) -> Optional[str]: - """Extract human-readable detail for specific tools.""" - if not tool_input: - return None - - if tool_name == "grep_files": - pattern = tool_input.get("pattern", "") - path = tool_input.get("path") - if path: - return f"`{pattern}` in {path}" - return f"`{pattern}`" - - if tool_name in ("read_file", "write_file"): - fp = tool_input.get("file_path", "") - return fp - - if tool_name == "glob_files": - return f"`{tool_input.get('pattern', '')}`" - - if tool_name == "bash": - command = tool_input.get("command", "") - if len(command) > 80: - return f"`{command[:80]}...`" - return f"`{command}`" - - return None - - def _log_to_jsonl(self, log_entry: Dict[str, Any]) -> None: - """Write structured log entry to JSONL file.""" - if self.tool_log_file: - self.tool_log_file.write(json.dumps(log_entry) + "\n") - self.tool_log_file.flush() - - def close(self) -> None: - """Close the tool log file.""" - if self.tool_log_file: - self.tool_log_file.close() - self.tool_log_file = None diff --git a/agent/graph_langgraph_legacy.py b/agent/graph_langgraph_legacy.py deleted file mode 100644 index 580f7b2..0000000 --- a/agent/graph_langgraph_legacy.py +++ /dev/null @@ -1,403 +0,0 @@ -"""LangGraph graph definitions for the flashlight multi-agent system. - -Architecture: - - Interactive Lead Agent via `build_lead_graph()` for CLI interaction - - Parallel Layer-Based Orchestration via `run_parallel_analysis()` - - Deterministic dispatch based on dependency graph topological layers - - All subagents within a layer execute in parallel - - Context accumulates between layers for dependency-aware analysis - -LLM calls are routed through OpenRouter (https://openrouter.ai/api/v1) -using the OpenAI-compatible ChatOpenAI client. Set OPENROUTER_API_KEY -in your environment. -""" - -import logging -import os -from typing import Any, Dict, List, Literal, Optional - -from langchain_core.messages import AIMessage, HumanMessage, SystemMessage -from langchain_openai import ChatOpenAI -from langgraph.graph import StateGraph -from langgraph.prebuilt import ToolNode - -from agent.callbacks import FlashlightCallbackHandler -from agent.state import LeadAgentState, SubagentState -from agent.tools import ANALYSIS_TOOLS, DOCUMENTER_TOOLS, LEAD_AGENT_TOOLS - -logger = logging.getLogger(__name__) - -# OpenRouter configuration -OPENROUTER_BASE_URL = "https://openrouter.ai/api/v1" -DEFAULT_MODEL = os.environ.get("OPENROUTER_MODEL", "anthropic/claude-sonnet-4") - - -# --------------------------------------------------------------------------- -# LLM factory -# --------------------------------------------------------------------------- - - -def _make_llm( - model_name: str | None = None, - max_tokens: int = 16384, -) -> ChatOpenAI: - """Create a ChatOpenAI instance configured for OpenRouter.""" - api_key = os.environ.get("OPENROUTER_API_KEY", "") - if not api_key: - raise RuntimeError( - "OPENROUTER_API_KEY not set. Get one at https://openrouter.ai/keys" - ) - - model = model_name or DEFAULT_MODEL - return ChatOpenAI( - model=model, - openai_api_key=api_key, - openai_api_base=OPENROUTER_BASE_URL, - max_tokens=max_tokens, - default_headers={ - "HTTP-Referer": "https://github.com/anthropics/flashlight", - "X-Title": "flashlight", - }, - ) - - -# --------------------------------------------------------------------------- -# Agent tool configurations -# --------------------------------------------------------------------------- - -AGENT_TOOL_MAP = { - "code-library-analyzer": ANALYSIS_TOOLS, - "application-analyzer": ANALYSIS_TOOLS, - "architecture-documenter": DOCUMENTER_TOOLS, - "external-service-analyzer": ANALYSIS_TOOLS, -} - - -# --------------------------------------------------------------------------- -# Subagent graph (ReAct loop for individual component analysis) -# --------------------------------------------------------------------------- - - -def build_subagent_graph( - system_prompt: str, - tools: list, - model_name: str | None = None, -) -> StateGraph: - """Build a tool-calling agent graph for a specialized subagent. - - Creates a ReAct-style loop: - agent_node -> should_continue -> tool_node -> agent_node -> ... - - Args: - system_prompt: System prompt for this subagent. - tools: List of LangChain tool objects available to this agent. - model_name: OpenRouter model identifier. - - Returns: - Compiled LangGraph StateGraph. - """ - llm = _make_llm(model_name=model_name).bind_tools(tools) - tool_node = ToolNode(tools) - - def agent_node(state: SubagentState) -> dict: - """Invoke the LLM with the current message history.""" - messages = state["messages"] - if not messages or not isinstance(messages[0], SystemMessage): - messages = [SystemMessage(content=system_prompt)] + list(messages) - - response = llm.invoke(messages) - return {"messages": [response]} - - def should_continue(state: SubagentState) -> Literal["tools", "__end__"]: - """Route based on whether the last message has tool calls.""" - last_message = state["messages"][-1] - if isinstance(last_message, AIMessage) and last_message.tool_calls: - return "tools" - return "__end__" - - graph = StateGraph(SubagentState) - graph.add_node("agent", agent_node) - graph.add_node("tools", tool_node) - graph.set_entry_point("agent") - graph.add_conditional_edges("agent", should_continue) - graph.add_edge("tools", "agent") - - return graph.compile() - - -# --------------------------------------------------------------------------- -# Parallel layer-based orchestration (primary entry point) -# --------------------------------------------------------------------------- - - -def run_parallel_analysis( - components: List[Any], - agent_prompts: Dict[str, str], - model_name: str | None = None, - callback_handler: Optional[FlashlightCallbackHandler] = None, - max_workers: int = 10, -) -> Dict[str, Any]: - """Run parallel layer-based analysis of all components. - - This is the primary entry point for analyzing a codebase: - - 1. Builds a dependency graph from component.internal_dependencies - 2. Computes topological layers (leaves first) - 3. Dispatches all subagents in a layer in parallel - 4. Waits for layer completion before proceeding - 5. Passes accumulated analysis context to subsequent layers - - Args: - components: List of discovered Component objects. - agent_prompts: Map of subagent type -> system prompt. - model_name: OpenRouter model identifier. - callback_handler: Optional callback handler for observability. - max_workers: Maximum parallel subagents per layer. - - Returns: - Dict mapping component name to SubagentResult with analysis output. - - Example: - from agent.discovery.engine import discover_components - from agent.graph import run_parallel_analysis - - components = discover_components(repo_path) - results = run_parallel_analysis( - components=components, - agent_prompts=AGENT_PROMPTS, - callback_handler=my_callback, - ) - - for name, result in results.items(): - if result.success: - print(f"{name}: {result.output[:200]}...") - """ - from agent.orchestrator import ParallelOrchestrator, make_subagent_runner - - runner = make_subagent_runner( - build_graph_fn=build_subagent_graph, - agent_prompts=agent_prompts, - model_name=model_name, - callback_handler=callback_handler, - ) - - orchestrator = ParallelOrchestrator( - components=components, - subagent_runner=runner, - callback_handler=callback_handler, - max_workers=max_workers, - agent_prompts=agent_prompts, - ) - - return orchestrator.run() - - -def build_analysis_pipeline( - components: List[Any], - agent_prompts: Dict[str, str], - synthesis_prompt: str, - model_name: str | None = None, - callback_handler: Optional[FlashlightCallbackHandler] = None, - max_workers: int = 10, -) -> StateGraph: - """Build a complete analysis pipeline with parallel dispatch + synthesis. - - Creates a LangGraph that: - 1. Runs parallel layer-based analysis of all components - 2. Synthesizes results into final documentation - - Args: - components: List of discovered Component objects. - agent_prompts: Map of subagent type -> system prompt. - synthesis_prompt: System prompt for the synthesis phase. - model_name: OpenRouter model identifier. - callback_handler: Optional callback handler. - max_workers: Maximum parallel subagents per layer. - - Returns: - Compiled LangGraph StateGraph. - """ - from typing import TypedDict - - from agent.orchestrator import ( - ParallelOrchestrator, - build_dependency_layers, - make_subagent_runner, - ) - - layers, _ = build_dependency_layers(components) - llm = _make_llm(model_name=model_name) - - runner = make_subagent_runner( - build_graph_fn=build_subagent_graph, - agent_prompts=agent_prompts, - model_name=model_name, - callback_handler=callback_handler, - ) - - class PipelineState(TypedDict): - """State for the analysis pipeline.""" - - messages: List[Any] - analysis_results: dict - layers_completed: int - synthesis_complete: bool - - def parallel_analysis_node(state: PipelineState) -> dict: - """Execute parallel layer-based analysis.""" - orchestrator = ParallelOrchestrator( - components=components, - subagent_runner=runner, - callback_handler=callback_handler, - max_workers=max_workers, - agent_prompts=agent_prompts, - ) - - results = orchestrator.run() - - analysis_results = { - name: { - "success": r.success, - "output": r.output, - "error": r.error, - "duration": r.duration_seconds, - } - for name, r in results.items() - } - - return { - "analysis_results": analysis_results, - "layers_completed": len(layers), - } - - def synthesis_node(state: PipelineState) -> dict: - """Synthesize all analysis results into final documentation.""" - results = state.get("analysis_results", {}) - - results_text = "\n\n".join( - f"## {name}\n{data.get('output', 'No output')}" - for name, data in results.items() - if data.get("success", False) - ) - - synthesis_message = HumanMessage( - content=f"""Based on the following component analyses, synthesize a comprehensive -architecture document for the codebase. - -{results_text} - -Please create: -1. Executive Summary -2. System Architecture Overview -3. Component Relationships -4. Key Design Patterns -5. External Dependencies Analysis -6. Recommendations -""" - ) - - messages = [ - SystemMessage(content=synthesis_prompt), - synthesis_message, - ] - - response = llm.invoke(messages) - - return { - "messages": [synthesis_message, response], - "synthesis_complete": True, - } - - def should_synthesize(state: PipelineState) -> Literal["synthesis", "__end__"]: - """Route to synthesis if analysis is complete.""" - if state.get("synthesis_complete"): - return "__end__" - if state.get("analysis_results"): - return "synthesis" - return "__end__" - - graph = StateGraph(PipelineState) - graph.add_node("parallel_analysis", parallel_analysis_node) - graph.add_node("synthesis", synthesis_node) - - graph.set_entry_point("parallel_analysis") - graph.add_conditional_edges("parallel_analysis", should_synthesize) - graph.add_edge("synthesis", "__end__") - - return graph.compile() - - -# --------------------------------------------------------------------------- -# Lead agent graph (interactive CLI) -# --------------------------------------------------------------------------- - - -def build_lead_graph( - system_prompt: str, - agent_prompts: Dict[str, str], - model_name: str | None = None, - callback_handler: Optional[FlashlightCallbackHandler] = None, -) -> StateGraph: - """Build the interactive lead agent graph for CLI usage. - - Creates a ReAct-style agent loop that: - 1. Receives user input - 2. Invokes the LLM with tools - 3. Executes tool calls - 4. Continues until LLM produces a final response - - The lead agent can use file exploration tools to understand the codebase - and coordinate analysis work. - - Args: - system_prompt: System prompt for the lead agent. - agent_prompts: Map of subagent type -> system prompt (for future use). - model_name: OpenRouter model identifier. - callback_handler: Optional callback handler for observability. - - Returns: - Compiled LangGraph StateGraph. - - Example: - graph = build_lead_graph( - system_prompt=load_prompt("lead_agent.txt"), - agent_prompts={"code-library-analyzer": "..."}, - ) - - state = {"messages": [], "subagent_results": {}, ...} - result = graph.invoke(state, config={"callbacks": [handler]}) - """ - llm = _make_llm(model_name=model_name).bind_tools(LEAD_AGENT_TOOLS) - tool_node = ToolNode(LEAD_AGENT_TOOLS) - - def agent_node(state: LeadAgentState) -> dict: - """Invoke the lead agent LLM with conversation history.""" - messages = list(state.get("messages", [])) - - # Ensure system prompt is first - if not messages or not isinstance(messages[0], SystemMessage): - messages = [SystemMessage(content=system_prompt)] + messages - - response = llm.invoke(messages) - return {"messages": [response]} - - def should_continue(state: LeadAgentState) -> Literal["tools", "__end__"]: - """Route based on whether the last message has tool calls.""" - messages = state.get("messages", []) - if not messages: - return "__end__" - - last_message = messages[-1] - if isinstance(last_message, AIMessage) and last_message.tool_calls: - return "tools" - return "__end__" - - graph = StateGraph(LeadAgentState) - graph.add_node("agent", agent_node) - graph.add_node("tools", tool_node) - - graph.set_entry_point("agent") - graph.add_conditional_edges("agent", should_continue) - graph.add_edge("tools", "agent") - - return graph.compile() diff --git a/agent/orchestrator_langgraph_legacy.py b/agent/orchestrator_langgraph_legacy.py deleted file mode 100644 index 7d6aeff..0000000 --- a/agent/orchestrator_langgraph_legacy.py +++ /dev/null @@ -1,628 +0,0 @@ -"""Layer-aware parallel orchestration for multi-agent analysis. - -This module implements deterministic, layer-based parallel dispatch of subagents -based on the component dependency graph. Instead of relying on LLM ReAct reasoning -to decide when to spawn subagents, we: - -1. Build a dependency graph from discovered components -2. Compute topological layers (leaves first, then dependents) -3. Dispatch all subagents within a layer in parallel -4. Wait for layer completion before proceeding to the next layer -5. Pass accumulated context from prior layers to subsequent ones - -Architecture: - ┌─────────────────────────────────────┐ - │ Component Discovery │ - │ (discover_components from engine) │ - └─────────────────┬───────────────────┘ - │ - ▼ - ┌─────────────────────────────────────┐ - │ Dependency Graph Builder │ - │ (build_dependency_layers) │ - └─────────────────┬───────────────────┘ - │ - ┌─────────────────▼───────────────────┐ - │ LAYER 0 (Leaves) │ - │ [parallel: crypto, utils, ...] │ - └─────────────────┬───────────────────┘ - │ await all - ┌─────────────────▼───────────────────┐ - │ LAYER 1 │ - │ [parallel: auth, storage, ...] │ - └─────────────────┬───────────────────┘ - │ await all - ┌─────────────────▼───────────────────┐ - │ LAYER N (Root) │ - │ [parallel: main-app, ...] │ - └─────────────────┬───────────────────┘ - │ - ▼ - ┌─────────────────────────────────────┐ - │ Synthesis (Lead Agent) │ - │ Combine all results into docs │ - └─────────────────────────────────────┘ -""" - -import logging -from collections import defaultdict -from concurrent.futures import ThreadPoolExecutor, as_completed -from dataclasses import dataclass, field -from datetime import datetime -from typing import Any, Callable, Dict, List, Optional, Set, Tuple - -from langchain_core.messages import AIMessage, HumanMessage, SystemMessage - -from agent.callbacks import FlashlightCallbackHandler -from agent.schemas.core import Component, ComponentKind - -logger = logging.getLogger(__name__) - - -# --------------------------------------------------------------------------- -# Dependency graph and layer computation -# --------------------------------------------------------------------------- - - -def build_dependency_graph( - components: List[Component], -) -> Dict[str, Set[str]]: - """Build adjacency list representation of component dependencies. - - Args: - components: List of discovered components with internal_dependencies. - - Returns: - Dict mapping component name -> set of component names it depends on. - """ - # Create name -> component mapping - by_name = {c.name: c for c in components} - - # Build adjacency list (component -> its dependencies) - graph: Dict[str, Set[str]] = {} - for comp in components: - deps = set() - for dep_name in comp.internal_dependencies: - if dep_name in by_name: - deps.add(dep_name) - graph[comp.name] = deps - - return graph - - -def compute_topological_layers( - graph: Dict[str, Set[str]], -) -> List[List[str]]: - """Compute topological layers using Kahn's algorithm variant. - - Layer 0 contains nodes with no dependencies (leaves). - Layer N contains nodes whose dependencies are all in layers < N. - - Args: - graph: Adjacency list (node -> set of dependencies). - - Returns: - List of layers, where each layer is a list of component names - that can be processed in parallel. - - Raises: - ValueError: If the graph contains cycles. - """ - # Compute in-degree (number of dependents) for each node - # We want reverse topological order: leaves first - # So we track how many deps each node has remaining - remaining_deps: Dict[str, int] = {node: len(deps) for node, deps in graph.items()} - - # Reverse graph: for each node, who depends on it? - dependents: Dict[str, Set[str]] = defaultdict(set) - for node, deps in graph.items(): - for dep in deps: - dependents[dep].add(node) - - layers: List[List[str]] = [] - processed: Set[str] = set() - - while len(processed) < len(graph): - # Find all nodes with no remaining dependencies - current_layer = [ - node - for node, deps_left in remaining_deps.items() - if deps_left == 0 and node not in processed - ] - - if not current_layer: - # No progress = cycle detected - unprocessed = set(graph.keys()) - processed - raise ValueError(f"Dependency cycle detected involving: {unprocessed}") - - layers.append(current_layer) - - # Mark as processed and update remaining deps for dependents - for node in current_layer: - processed.add(node) - for dependent in dependents[node]: - remaining_deps[dependent] -= 1 - - return layers - - -def build_dependency_layers( - components: List[Component], -) -> Tuple[List[List[Component]], Dict[str, Set[str]]]: - """Build dependency layers from components. - - Args: - components: List of discovered components. - - Returns: - Tuple of (layers, dependency_graph) where layers is a list of - component lists that can be processed in parallel. - """ - graph = build_dependency_graph(components) - layer_names = compute_topological_layers(graph) - - by_name = {c.name: c for c in components} - layers = [ - [by_name[name] for name in layer if name in by_name] for layer in layer_names - ] - - return layers, graph - - -# --------------------------------------------------------------------------- -# Subagent task and result types -# --------------------------------------------------------------------------- - - -@dataclass -class SubagentTask: - """A task to be executed by a subagent.""" - - component: Component - subagent_type: str - prompt: str - layer_index: int - prior_context: str = "" # Accumulated results from prior layers - - @property - def task_id(self) -> str: - return f"L{self.layer_index}:{self.component.name}" - - -@dataclass -class SubagentResult: - """Result from a subagent execution.""" - - task: SubagentTask - success: bool - output: str - error: Optional[str] = None - start_time: Optional[datetime] = None - end_time: Optional[datetime] = None - token_usage: Dict[str, int] = field(default_factory=dict) - - @property - def duration_seconds(self) -> float: - if self.start_time and self.end_time: - return (self.end_time - self.start_time).total_seconds() - return 0.0 - - -# --------------------------------------------------------------------------- -# Parallel orchestrator -# --------------------------------------------------------------------------- - - -class ParallelOrchestrator: - """Orchestrates parallel execution of subagents by dependency layer. - - Usage: - orchestrator = ParallelOrchestrator( - components=discovered_components, - subagent_runner=my_subagent_runner_fn, - callback_handler=my_callback_handler, - ) - - results = orchestrator.run() - """ - - def __init__( - self, - components: List[Component], - subagent_runner: Callable[[SubagentTask], SubagentResult], - callback_handler: Optional[FlashlightCallbackHandler] = None, - max_workers: int = 10, - agent_prompts: Optional[Dict[str, str]] = None, - ): - """Initialize the orchestrator. - - Args: - components: Discovered components to analyze. - subagent_runner: Function that executes a single subagent task. - callback_handler: Optional callback handler for observability. - max_workers: Maximum parallel subagents per layer. - agent_prompts: Map of subagent type -> system prompt. - """ - self.components = components - self.subagent_runner = subagent_runner - self.callback_handler = callback_handler - self.max_workers = max_workers - self.agent_prompts = agent_prompts or {} - - # Build dependency layers - self.layers, self.dep_graph = build_dependency_layers(components) - - # Track results by component name - self.results: Dict[str, SubagentResult] = {} - - def _determine_subagent_type(self, component: Component) -> str: - """Determine which subagent type should analyze this component.""" - if component.kind == ComponentKind.LIBRARY: - return "code-library-analyzer" - elif component.kind in ( - ComponentKind.SERVICE, - ComponentKind.CLI, - ComponentKind.FRONTEND, - ): - return "application-analyzer" - elif component.kind == ComponentKind.CONTRACT: - return "code-library-analyzer" # Contracts are analyzed like libraries - elif component.kind == ComponentKind.INFRA: - return "external-service-analyzer" - else: - return "code-library-analyzer" # Default - - def _build_prompt( - self, - component: Component, - prior_context: str, - ) -> str: - """Build the prompt for analyzing a component.""" - deps_info = "" - if component.internal_dependencies: - deps_info = f"\n\nThis component depends on: {', '.join(component.internal_dependencies)}" - # Include analysis results of dependencies - dep_analyses = [] - for dep_name in component.internal_dependencies: - if dep_name in self.results: - dep_result = self.results[dep_name] - if dep_result.success: - dep_analyses.append( - f"### {dep_name}\n{dep_result.output[:2000]}..." - if len(dep_result.output) > 2000 - else f"### {dep_name}\n{dep_result.output}" - ) - if dep_analyses: - deps_info += "\n\n## Prior Analysis of Dependencies:\n" + "\n\n".join( - dep_analyses - ) - - return f"""Analyze the following component: - -**Name:** {component.name} -**Type:** {component.type} -**Kind:** {component.kind.value} -**Root Path:** {component.root_path} -**Description:** {component.description or "No description available"} -{deps_info} - -Please provide a comprehensive analysis including: -1. Main purpose and responsibilities -2. Key interfaces and APIs -3. Internal architecture patterns -4. Dependencies and how they're used -5. Notable implementation details - -{prior_context} -""" - - def _create_tasks_for_layer( - self, - layer_index: int, - layer_components: List[Component], - ) -> List[SubagentTask]: - """Create subagent tasks for a layer of components.""" - # Build accumulated context from all prior layers - prior_context = "" - if layer_index > 0: - completed_summaries = [] - for name, result in self.results.items(): - if result.success: - # Include brief summary - summary = ( - result.output[:500] + "..." - if len(result.output) > 500 - else result.output - ) - completed_summaries.append(f"- **{name}**: {summary}") - if completed_summaries: - prior_context = "## Previously Analyzed Components:\n" + "\n".join( - completed_summaries - ) - - tasks = [] - for comp in layer_components: - subagent_type = self._determine_subagent_type(comp) - prompt = self._build_prompt(comp, prior_context) - - task = SubagentTask( - component=comp, - subagent_type=subagent_type, - prompt=prompt, - layer_index=layer_index, - prior_context=prior_context, - ) - tasks.append(task) - - return tasks - - def _log_layer_start(self, layer_index: int, tasks: List[SubagentTask]) -> None: - """Log the start of a layer execution.""" - if self.callback_handler: - self.callback_handler._log_to_jsonl( - { - "event": "layer_start", - "timestamp": datetime.now().isoformat(), - "layer_index": layer_index, - "total_layers": len(self.layers), - "component_count": len(tasks), - "components": [t.component.name for t in tasks], - } - ) - - logger.info( - "=" * 60 + "\n" - f"LAYER {layer_index}/{len(self.layers) - 1}: " - f"Dispatching {len(tasks)} subagents in parallel\n" - f"Components: {[t.component.name for t in tasks]}\n" + "=" * 60 - ) - - def _log_layer_complete( - self, - layer_index: int, - results: List[SubagentResult], - duration: float, - ) -> None: - """Log the completion of a layer.""" - successful = sum(1 for r in results if r.success) - failed = len(results) - successful - - if self.callback_handler: - self.callback_handler._log_to_jsonl( - { - "event": "layer_complete", - "timestamp": datetime.now().isoformat(), - "layer_index": layer_index, - "successful": successful, - "failed": failed, - "duration_seconds": duration, - "results": [ - { - "component": r.task.component.name, - "success": r.success, - "duration": r.duration_seconds, - "error": r.error, - } - for r in results - ], - } - ) - - logger.info( - f"LAYER {layer_index} COMPLETE: " - f"{successful} succeeded, {failed} failed " - f"({duration:.1f}s total)" - ) - - def run(self) -> Dict[str, SubagentResult]: - """Execute all subagents layer by layer with parallel dispatch. - - Returns: - Dict mapping component name to its SubagentResult. - """ - total_start = datetime.now() - - logger.info( - f"Starting parallel orchestration: " - f"{len(self.components)} components in {len(self.layers)} layers" - ) - - if self.callback_handler: - self.callback_handler._log_to_jsonl( - { - "event": "orchestration_start", - "timestamp": total_start.isoformat(), - "total_components": len(self.components), - "total_layers": len(self.layers), - "layer_sizes": [len(layer) for layer in self.layers], - } - ) - - for layer_index, layer_components in enumerate(self.layers): - if not layer_components: - continue - - # Create tasks for this layer - tasks = self._create_tasks_for_layer(layer_index, layer_components) - self._log_layer_start(layer_index, tasks) - - layer_start = datetime.now() - layer_results: List[SubagentResult] = [] - - # Execute all tasks in parallel - with ThreadPoolExecutor( - max_workers=min(self.max_workers, len(tasks)) - ) as executor: - # Submit all tasks - future_to_task = { - executor.submit(self._run_single_task, task): task for task in tasks - } - - # Collect results as they complete - for future in as_completed(future_to_task): - task = future_to_task[future] - try: - result = future.result() - except Exception as exc: - logger.error(f"Task {task.task_id} raised exception: {exc}") - result = SubagentResult( - task=task, - success=False, - output="", - error=str(exc), - start_time=datetime.now(), - end_time=datetime.now(), - ) - - layer_results.append(result) - self.results[task.component.name] = result - - layer_duration = (datetime.now() - layer_start).total_seconds() - self._log_layer_complete(layer_index, layer_results, layer_duration) - - total_duration = (datetime.now() - total_start).total_seconds() - - if self.callback_handler: - successful = sum(1 for r in self.results.values() if r.success) - self.callback_handler._log_to_jsonl( - { - "event": "orchestration_complete", - "timestamp": datetime.now().isoformat(), - "total_duration_seconds": total_duration, - "successful": successful, - "failed": len(self.results) - successful, - } - ) - - logger.info( - f"Orchestration complete: {len(self.results)} components analyzed " - f"in {total_duration:.1f}s" - ) - - return self.results - - def _run_single_task(self, task: SubagentTask) -> SubagentResult: - """Execute a single subagent task with callback tracking.""" - start_time = datetime.now() - - # Set subagent context for callbacks - if self.callback_handler: - self.callback_handler.set_subagent_context( - task.subagent_type, - f"L{task.layer_index}:{task.component.name}", - ) - - try: - result = self.subagent_runner(task) - result.start_time = start_time - result.end_time = datetime.now() - return result - except Exception as exc: - return SubagentResult( - task=task, - success=False, - output="", - error=str(exc), - start_time=start_time, - end_time=datetime.now(), - ) - finally: - if self.callback_handler: - self.callback_handler.clear_subagent_context() - - -# --------------------------------------------------------------------------- -# Helper to create a subagent runner from a LangGraph -# --------------------------------------------------------------------------- - - -def make_subagent_runner( - build_graph_fn: Callable, - agent_prompts: Dict[str, str], - model_name: Optional[str] = None, - callback_handler: Optional[FlashlightCallbackHandler] = None, -) -> Callable[[SubagentTask], SubagentResult]: - """Create a subagent runner function from a graph builder. - - Args: - build_graph_fn: Function that builds a subagent graph. - agent_prompts: Map of subagent type -> system prompt. - model_name: Model to use for subagents. - callback_handler: Optional callback handler. - - Returns: - A function that takes a SubagentTask and returns a SubagentResult. - """ - - def runner(task: SubagentTask) -> SubagentResult: - from agent.tools import ANALYSIS_TOOLS, DOCUMENTER_TOOLS - - # Get system prompt and tools for this subagent type - system_prompt = agent_prompts.get(task.subagent_type, "") - if not system_prompt: - return SubagentResult( - task=task, - success=False, - output="", - error=f"Unknown subagent type: {task.subagent_type}", - ) - - tools = ANALYSIS_TOOLS - if task.subagent_type == "architecture-documenter": - tools = DOCUMENTER_TOOLS - - # Build and run the graph - graph = build_graph_fn( - system_prompt=system_prompt, - tools=tools, - model_name=model_name, - ) - - config = {} - if callback_handler: - config["callbacks"] = [callback_handler] - - try: - result = graph.invoke( - { - "messages": [HumanMessage(content=task.prompt)], - "subagent_type": task.subagent_type, - "description": task.component.name, - "service_name": "", - "repo_path": task.component.root_path, - }, - config=config, - ) - - # Extract final output - final_messages = result.get("messages", []) - output = "" - for msg in reversed(final_messages): - if isinstance(msg, AIMessage) and msg.content: - if isinstance(msg.content, str): - output = msg.content - elif isinstance(msg.content, list): - text_parts = [ - block.get("text", "") - for block in msg.content - if isinstance(block, dict) and block.get("type") == "text" - ] - output = "\n".join(text_parts) - break - - return SubagentResult( - task=task, - success=True, - output=output or "Analysis completed (no text output)", - ) - - except Exception as exc: - logger.error(f"Subagent {task.task_id} failed: {exc}", exc_info=True) - return SubagentResult( - task=task, - success=False, - output="", - error=str(exc), - ) - - return runner diff --git a/agent/state.py b/agent/state.py deleted file mode 100644 index a5a0e2e..0000000 --- a/agent/state.py +++ /dev/null @@ -1,103 +0,0 @@ -"""LangGraph state definitions for the flashlight multi-agent system. - -Defines the shared state schemas used by the lead agent graph and -subagent subgraphs. Uses TypedDict with LangGraph's Annotated reducers -for message accumulation. -""" - -import os -from dataclasses import dataclass, field -from typing import Annotated, Any, Dict, List, Optional, Sequence - -from langchain_core.messages import BaseMessage -from langgraph.graph.message import add_messages - -# Default model from environment variable -DEFAULT_MODEL = os.environ.get("OPENROUTER_MODEL", "anthropic/claude-sonnet-4") - - -# --------------------------------------------------------------------------- -# Lead agent state -# --------------------------------------------------------------------------- - - -class AgentState(dict): - """State for the lead orchestrator agent. - - Attributes: - messages: Accumulated conversation messages (LLM + tool results). - subagent_results: Map of subagent task descriptions to their outputs. - pending_subagents: List of subagent tasks queued for execution. - completed_subagents: Count of completed subagent tasks. - service_name: Name of the service being analyzed. - repo_path: Path to the cloned repository. - """ - - messages: Annotated[Sequence[BaseMessage], add_messages] - subagent_results: Dict[str, str] - pending_subagents: List[Dict[str, Any]] - completed_subagents: int - service_name: str - repo_path: str - - -# Using TypedDict for LangGraph compatibility -from typing import TypedDict - - -class LeadAgentState(TypedDict): - """State schema for the lead orchestrator graph.""" - - messages: Annotated[list[BaseMessage], add_messages] - subagent_results: dict[str, str] - service_name: str - repo_path: str - - -class SubagentState(TypedDict): - """State schema for individual subagent (code analyzer, etc.) graphs.""" - - messages: Annotated[list[BaseMessage], add_messages] - subagent_type: str - description: str - service_name: str - repo_path: str - - -# --------------------------------------------------------------------------- -# Subagent task descriptor -# --------------------------------------------------------------------------- - - -@dataclass -class SubagentTask: - """Describes a subagent to be spawned by the lead agent. - - Created when the lead agent decides to delegate analysis of a component - to a specialized subagent. - """ - - subagent_type: str # e.g., "code-library-analyzer", "application-analyzer" - description: str # e.g., "Analyze the crypto library" - prompt: str # Full prompt to send to the subagent - tools: List[str] = field(default_factory=list) # Tool names this agent needs - model: str = field(default_factory=lambda: DEFAULT_MODEL) - - def to_dict(self) -> dict: - return { - "subagent_type": self.subagent_type, - "description": self.description, - "prompt": self.prompt, - "tools": self.tools, - "model": self.model, - } - - @classmethod - def from_dict(cls, data: dict) -> "SubagentTask": - return cls( - subagent_type=data["subagent_type"], - description=data["description"], - prompt=data["prompt"], - tools=data.get("tools", []), - model=data.get("model", DEFAULT_MODEL), - ) diff --git a/agent/tools.py b/agent/tools.py deleted file mode 100644 index e609f2f..0000000 --- a/agent/tools.py +++ /dev/null @@ -1,275 +0,0 @@ -"""LangGraph-compatible tool implementations. - -Replaces the built-in tools previously provided by claude-agent-sdk -(Glob, Grep, Read, Bash, Write) with explicit Python implementations -decorated as LangChain tools. -""" - -import fnmatch -import os -import re -import subprocess -from pathlib import Path -from typing import Optional - -from langchain_core.tools import tool - - -# --------------------------------------------------------------------------- -# Read -# --------------------------------------------------------------------------- - - -@tool -def read_file(file_path: str, offset: int = 1, limit: int = 2000) -> str: - """Read a file from the local filesystem. - - Returns the file contents with each line prefixed by its line number. - Use offset and limit to read specific sections of large files. - - Args: - file_path: Absolute path to the file to read. - offset: Line number to start reading from (1-indexed, default 1). - limit: Maximum number of lines to return (default 2000). - """ - p = Path(file_path) - if not p.exists(): - return f"Error: path does not exist: {file_path}" - - if p.is_dir(): - entries = sorted(p.iterdir()) - lines = [] - for entry in entries: - name = entry.name + ("/" if entry.is_dir() else "") - lines.append(name) - return "\n".join(lines) if lines else "(empty directory)" - - try: - text = p.read_text(encoding="utf-8", errors="replace") - except Exception as exc: - return f"Error reading {file_path}: {exc}" - - all_lines = text.splitlines(keepends=True) - total = len(all_lines) - - # Apply offset (1-indexed) and limit - start = max(0, offset - 1) - end = start + limit - selected = all_lines[start:end] - - result_lines = [] - for i, line in enumerate(selected, start=start + 1): - # Truncate very long lines - content = line.rstrip("\n\r") - if len(content) > 2000: - content = content[:2000] + "... (truncated)" - result_lines.append(f"{i}: {content}") - - result = "\n".join(result_lines) - if end < total: - result += f"\n\n(Showing lines {offset}-{end} of {total} total lines)" - return result - - -# --------------------------------------------------------------------------- -# Write -# --------------------------------------------------------------------------- - - -@tool -def write_file(file_path: str, content: str) -> str: - """Write content to a file, creating parent directories as needed. - - This will overwrite the file if it already exists. - - Args: - file_path: Absolute path to the file to write. - content: The content to write to the file. - """ - p = Path(file_path) - try: - p.parent.mkdir(parents=True, exist_ok=True) - p.write_text(content, encoding="utf-8") - return f"Successfully wrote {len(content)} characters to {file_path}" - except Exception as exc: - return f"Error writing {file_path}: {exc}" - - -# --------------------------------------------------------------------------- -# Glob -# --------------------------------------------------------------------------- - - -@tool -def glob_files(pattern: str, path: Optional[str] = None) -> str: - """Find files matching a glob pattern. - - Supports patterns like '**/*.py', 'src/**/*.ts', etc. - - Args: - pattern: The glob pattern to match files against. - path: The directory to search in. Defaults to current working directory. - """ - base = Path(path) if path else Path.cwd() - if not base.exists(): - return f"Error: directory does not exist: {base}" - - try: - matches = sorted(base.glob(pattern)) - # Filter out directories, only return files - files = [str(m) for m in matches if m.is_file()] - if not files: - return f"No files found matching pattern '{pattern}' in {base}" - # Cap output to avoid massive returns - if len(files) > 500: - result = "\n".join(files[:500]) - result += f"\n\n... and {len(files) - 500} more files (truncated)" - return result - return "\n".join(files) - except Exception as exc: - return f"Error searching for pattern '{pattern}': {exc}" - - -# --------------------------------------------------------------------------- -# Grep -# --------------------------------------------------------------------------- - - -@tool -def grep_files( - pattern: str, - path: Optional[str] = None, - include: Optional[str] = None, -) -> str: - """Search file contents using a regular expression. - - Returns matching file paths and line numbers. - - Args: - pattern: The regex pattern to search for in file contents. - path: The directory to search in. Defaults to current working directory. - include: Optional file pattern to filter by (e.g., '*.py', '*.{ts,tsx}'). - """ - base = Path(path) if path else Path.cwd() - if not base.exists(): - return f"Error: directory does not exist: {base}" - - # Build ripgrep command for efficiency; fall back to Python if rg not available - cmd = ["rg", "--line-number", "--no-heading", "--color=never"] - if include: - cmd.extend(["--glob", include]) - cmd.append(pattern) - cmd.append(str(base)) - - try: - result = subprocess.run( - cmd, - capture_output=True, - text=True, - timeout=30, - ) - output = result.stdout.strip() - if not output: - return f"No matches found for pattern '{pattern}' in {base}" - # Truncate if very large - lines = output.split("\n") - if len(lines) > 500: - output = "\n".join(lines[:500]) - output += f"\n\n... and {len(lines) - 500} more matches (truncated)" - return output - except FileNotFoundError: - # ripgrep not available, fall back to Python regex search - return _grep_python_fallback(pattern, base, include) - except subprocess.TimeoutExpired: - return f"Error: search timed out after 30 seconds" - except Exception as exc: - return f"Error searching: {exc}" - - -def _grep_python_fallback(pattern: str, base: Path, include: Optional[str]) -> str: - """Pure-Python fallback for grep when ripgrep is not available.""" - try: - regex = re.compile(pattern) - except re.error as exc: - return f"Invalid regex pattern '{pattern}': {exc}" - - matches = [] - for root, _dirs, files in os.walk(base): - for fname in files: - if include: - # Simple glob match on filename - if not fnmatch.fnmatch(fname, include): - continue - fpath = Path(root) / fname - try: - text = fpath.read_text(encoding="utf-8", errors="ignore") - for i, line in enumerate(text.splitlines(), 1): - if regex.search(line): - matches.append(f"{fpath}:{i}:{line}") - if len(matches) >= 500: - matches.append("\n... (truncated at 500 matches)") - return "\n".join(matches) - except (OSError, UnicodeDecodeError): - continue - - if not matches: - return f"No matches found for pattern '{pattern}' in {base}" - return "\n".join(matches) - - -# --------------------------------------------------------------------------- -# Bash -# --------------------------------------------------------------------------- - - -@tool -def bash(command: str, workdir: Optional[str] = None, timeout: int = 120) -> str: - """Execute a bash command and return its output. - - Args: - command: The command to execute. - workdir: Optional working directory. Defaults to current directory. - timeout: Timeout in seconds (default 120). - """ - cwd = workdir if workdir else None - try: - result = subprocess.run( - command, - shell=True, - capture_output=True, - text=True, - timeout=timeout, - cwd=cwd, - ) - output = "" - if result.stdout: - output += result.stdout - if result.stderr: - if output: - output += "\n" - output += f"STDERR:\n{result.stderr}" - if result.returncode != 0: - output += f"\n(exit code: {result.returncode})" - - # Truncate very large outputs - if len(output) > 100_000: - output = output[:100_000] + "\n... (output truncated at 100KB)" - return output if output else "(no output)" - except subprocess.TimeoutExpired: - return f"Error: command timed out after {timeout} seconds" - except Exception as exc: - return f"Error executing command: {exc}" - - -# --------------------------------------------------------------------------- -# Tool collections -# --------------------------------------------------------------------------- - -# All tools available for code analysis subagents -ANALYSIS_TOOLS = [read_file, write_file, glob_files, grep_files, bash] - -# Restricted set for architecture documenter (no bash/grep needed) -DOCUMENTER_TOOLS = [read_file, write_file, glob_files] - -# Full set for lead agent (same as analysis tools) -LEAD_AGENT_TOOLS = [read_file, write_file, glob_files, grep_files, bash] diff --git a/observability/live_monitor.sh b/observability/live_monitor.sh deleted file mode 100755 index 81cf27f..0000000 --- a/observability/live_monitor.sh +++ /dev/null @@ -1,56 +0,0 @@ -#!/bin/bash -# LangGraph Session Profiler - Live Monitor -# -# Starts the log server and opens the profiler dashboard. -# The dashboard will auto-connect to the running agent session. - -set -e - -PORT=${1:-8888} -SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)" -PROJECT_DIR="$(dirname "$SCRIPT_DIR")" - -echo "" -echo "Starting LangGraph Session Profiler..." -echo "" - -# Kill any existing server on this port -lsof -ti:$PORT 2>/dev/null | xargs kill 2>/dev/null || true -sleep 1 - -# Start the server -cd "$PROJECT_DIR" -python3 "$SCRIPT_DIR/serve_logs.py" "$PORT" & -SERVER_PID=$! - -# Wait for server to start -sleep 2 - -# Check if server is running -if ! kill -0 $SERVER_PID 2>/dev/null; then - echo "Error: Server failed to start" - exit 1 -fi - -# Open the profiler in browser -PROFILER_PATH="$SCRIPT_DIR/session_profiler.html" -if [[ "$OSTYPE" == "darwin"* ]]; then - open "$PROFILER_PATH" -elif [[ "$OSTYPE" == "linux-gnu"* ]]; then - xdg-open "$PROFILER_PATH" 2>/dev/null || sensible-browser "$PROFILER_PATH" 2>/dev/null -else - echo "Please open: $PROFILER_PATH" -fi - -# Cleanup on exit -cleanup() { - echo "" - echo "Stopping server..." - kill $SERVER_PID 2>/dev/null - exit 0 -} - -trap cleanup INT TERM - -# Wait for server -wait $SERVER_PID diff --git a/observability/serve_logs.py b/observability/serve_logs.py deleted file mode 100755 index 0735847..0000000 --- a/observability/serve_logs.py +++ /dev/null @@ -1,173 +0,0 @@ -#!/usr/bin/env python3 -""" -Simple HTTP server for LangGraph session profiler. - -Serves the tool_calls.jsonl log file for real-time visualization. -Auto-discovers the latest log file from the project's logs directory. - -Usage: - python serve_logs.py [port] - -Examples: - python serve_logs.py # Serve on port 8000 - python serve_logs.py 8080 # Serve on port 8080 -""" - -import http.server -import socketserver -import sys -import os -import json -from pathlib import Path - - -def find_latest_tool_calls_file(): - """Find the latest tool_calls.jsonl file in the project logs.""" - # Check common locations - search_paths = [ - Path(__file__).parent.parent / "logs" / "latest" / "tool_calls.jsonl", - Path.cwd() / "logs" / "latest" / "tool_calls.jsonl", - Path.cwd().parent / "logs" / "latest" / "tool_calls.jsonl", - ] - - for path in search_paths: - if path.exists(): - return path - - # Search recursively in logs directory - logs_dir = Path(__file__).parent.parent / "logs" - if logs_dir.exists(): - tool_call_files = list(logs_dir.rglob("tool_calls.jsonl")) - if tool_call_files: - # Return the most recently modified - return max(tool_call_files, key=lambda p: p.stat().st_mtime) - - return None - - -class CORSRequestHandler(http.server.SimpleHTTPRequestHandler): - """HTTP request handler with CORS enabled and auto-discovery.""" - - # Store paths as class variables - tool_calls_file = None - base_dir = None - - def do_GET(self): - """Handle GET requests with custom endpoints.""" - # API endpoint: get tool calls file path - if self.path == '/get/tool_calls_file': - self.send_response(200) - self.send_header('Content-Type', 'application/json') - self.end_headers() - - # Auto-discover if not set - if not self.tool_calls_file: - found = find_latest_tool_calls_file() - if found: - # Make path relative to base_dir for serving - try: - self.tool_calls_file = str(found.relative_to(self.base_dir)) - except ValueError: - self.tool_calls_file = str(found) - - response = {'tool_calls_file': self.tool_calls_file} - self.wfile.write(json.dumps(response).encode('utf-8')) - return - - # Legacy endpoint for backward compatibility - if self.path == '/get/session_id': - self.send_response(200) - self.send_header('Content-Type', 'application/json') - self.end_headers() - response = {'session_file': None} # Deprecated - self.wfile.write(json.dumps(response).encode('utf-8')) - return - - # Serve files normally - return super().do_GET() - - def end_headers(self): - # Enable CORS for all origins - self.send_header('Access-Control-Allow-Origin', '*') - self.send_header('Access-Control-Allow-Methods', 'GET, OPTIONS') - self.send_header('Access-Control-Allow-Headers', '*') - # Disable caching so browser always gets latest file - self.send_header('Cache-Control', 'no-store, no-cache, must-revalidate') - self.send_header('Expires', '0') - super().end_headers() - - def do_OPTIONS(self): - """Handle preflight CORS requests.""" - self.send_response(200) - self.end_headers() - - def log_message(self, format, *args): - """Log requests with timestamp.""" - timestamp = self.log_date_time_string() - message = format % args - # Only log actual requests, not noise - if 'GET' in message and '/get/' not in message: - sys.stderr.write(f" {timestamp} - {message}\n") - - -def main(): - # Parse command line arguments - port = 8000 - if len(sys.argv) > 1: - try: - port = int(sys.argv[1]) - except ValueError: - print(f"Invalid port: {sys.argv[1]}") - sys.exit(1) - - # Determine base directory (project root) - script_dir = Path(__file__).parent - project_dir = script_dir.parent - - # Change to project directory for serving - os.chdir(project_dir) - CORSRequestHandler.base_dir = project_dir - - # Check for tool calls file from environment or auto-discover - tool_calls_file = os.environ.get('FLASHLIGHT_TOOL_CALLS_FILE') - if not tool_calls_file: - found = find_latest_tool_calls_file() - if found: - try: - tool_calls_file = str(found.relative_to(project_dir)) - except ValueError: - tool_calls_file = str(found) - - CORSRequestHandler.tool_calls_file = tool_calls_file - - # Create server - socketserver.TCPServer.allow_reuse_address = True - with socketserver.TCPServer(("", port), CORSRequestHandler) as httpd: - print() - print("╔════════════════════════════════════════════════════════════╗") - print("║ LangGraph Session Profiler - Log Server ║") - print("╠════════════════════════════════════════════════════════════╣") - print(f"║ Server: http://localhost:{port:<32}║") - - if tool_calls_file: - # Truncate long paths - display_path = tool_calls_file if len(tool_calls_file) < 45 else "..." + tool_calls_file[-42:] - print(f"║ Logs: {display_path:<49}║") - else: - print("║ Logs: (auto-discover on request) ║") - 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Interactive analysis of LangGraph agent tool usage, node transitions, and resource weights

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