576 lines
20 KiB
Python
576 lines
20 KiB
Python
#!/usr/bin/env python3
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"""Extract the conversation skeleton from a Claude Code, Codex, Cursor, or Pi JSONL session file.
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Usage:
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cat <session.jsonl> | python3 extract-skeleton.py
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cat <session.jsonl> | python3 extract-skeleton.py --output PATH
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Auto-detects platform (Claude Code, Codex, Cursor, or Pi) from the JSONL structure.
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Extracts:
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- User messages (text only, no tool results)
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- Assistant text (no thinking/reasoning blocks)
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- Collapsed tool call summaries (consecutive same-tool calls grouped)
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Consecutive tool calls of the same type are collapsed:
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3+ Read calls -> "[tools] 3x Read (file1, file2, +1 more) -> all ok"
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Codex call/result pairs are deduplicated (only the result with status is kept).
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When --output PATH is given, the extracted skeleton is written to PATH and
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stdout receives only a one-line JSON status (_meta with wrote/bytes/stats).
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This lets callers route bulk content to a scratch file without round-tripping
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extraction bytes through orchestrator tool results.
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Without --output, extracted content goes to stdout and ends with a _meta line.
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"""
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import argparse
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import io
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import os
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import sys
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import json
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import re
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parser = argparse.ArgumentParser(add_help=True)
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parser.add_argument(
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"--output",
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metavar="PATH",
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help="Write extracted skeleton to PATH instead of stdout. Stdout receives a one-line _meta status.",
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)
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args = parser.parse_args()
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# Capture-and-redirect when --output is set: prints in the rest of the script
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# go to the buffer; at the end the buffer is written to PATH and a status
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# line is emitted to the real stdout.
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_original_stdout = sys.stdout
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if args.output:
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sys.stdout = io.StringIO()
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stats = {"lines": 0, "parse_errors": 0, "user": 0, "assistant": 0, "tool": 0, "summary": 0}
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# Claude Code wrapper tags to strip from user message content.
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# Strip entirely (tag + content): framework noise and raw command output.
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# Strip tags only (keep content): command-message, command-name, command-args, user_query.
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_STRIP_BLOCK = re.compile(
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r"<(?:task-notification|local-command-caveat|local-command-stdout|local-command-stderr|system-reminder)[^>]*>.*?</(?:task-notification|local-command-caveat|local-command-stdout|local-command-stderr|system-reminder)>",
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re.DOTALL,
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)
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_STRIP_TAG = re.compile(
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r"</?(?:command-message|command-name|command-args|user_query)[^>]*>"
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)
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def clean_text(text):
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"""Strip framework wrapper tags from message text (Claude and Cursor)."""
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text = _STRIP_BLOCK.sub("", text)
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text = _STRIP_TAG.sub("", text)
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text = re.sub(r"\n{3,}", "\n\n", text).strip()
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return text
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# Buffer for pending tool entries: [{"ts", "name", "target", "status"}]
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pending_tools = []
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def flush_tools():
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"""Print buffered tool entries, collapsing consecutive same-name groups."""
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if not pending_tools:
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return
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# Group consecutive entries by tool name
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groups = []
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for entry in pending_tools:
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if groups and groups[-1][0]["name"] == entry["name"]:
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groups[-1].append(entry)
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else:
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groups.append([entry])
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for group in groups:
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name = group[0]["name"]
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if len(group) <= 2:
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# Print individually
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for e in group:
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status = f" -> {e['status']}" if e.get("status") else ""
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ts_prefix = f"[{e['ts']}] " if e.get("ts") else ""
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print(f"{ts_prefix}[tool] {name} {e['target']}{status}")
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stats["tool"] += 1
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else:
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# Collapse
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ts = group[0].get("ts", "")
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targets = [e["target"] for e in group if e.get("target")]
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ok = sum(1 for e in group if e.get("status") == "ok")
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err = sum(1 for e in group if e.get("status") and e["status"] != "ok")
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no_status = len(group) - ok - err
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# Show first 2 targets, then "+N more"
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if len(targets) > 2:
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target_str = ", ".join(targets[:2]) + f", +{len(targets) - 2} more"
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elif targets:
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target_str = ", ".join(targets)
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else:
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target_str = ""
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if no_status == len(group):
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status_str = ""
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elif err == 0:
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status_str = " -> all ok"
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else:
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status_str = f" -> {ok} ok, {err} error"
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ts_prefix = f"[{ts}] " if ts else ""
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print(f"{ts_prefix}[tools] {len(group)}x {name} ({target_str}){status_str}")
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stats["tool"] += len(group)
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pending_tools.clear()
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def _safe_slice(value, n):
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"""Slice value if it is a string; otherwise return ''.
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Some Claude Code / MCP tool inputs put structured data (dicts, lists) in
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fields like `query` or `prompt`. `dict[:N]` raises TypeError, so guard
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every slice with an isinstance check.
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"""
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return value[:n] if isinstance(value, str) else ""
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def summarize_claude_tool(block):
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"""Extract name and target from a Claude Code tool_use block."""
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name = block.get("name", "unknown")
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inp = block.get("input", {})
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fp = inp.get("file_path")
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p = inp.get("path")
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target = (
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(fp if isinstance(fp, str) else None)
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or (p if isinstance(p, str) else None)
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or _safe_slice(inp.get("command"), 120)
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or _safe_slice(inp.get("pattern"), 200)
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or _safe_slice(inp.get("query"), 80)
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or _safe_slice(inp.get("prompt"), 80)
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or ""
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)
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if isinstance(target, str) and len(target) > 120:
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target = target[:120]
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return name, target
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def handle_claude(obj):
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msg_type = obj.get("type")
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ts = obj.get("timestamp", "")[:19]
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if msg_type == "user":
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msg = obj.get("message", {})
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content = msg.get("content", "")
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if isinstance(content, list):
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for block in content:
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if block.get("type") == "tool_result":
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is_error = block.get("is_error", False)
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status = "error" if is_error else "ok"
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tool_use_id = block.get("tool_use_id")
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matched = False
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if tool_use_id:
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for entry in pending_tools:
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if entry.get("id") == tool_use_id:
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entry["status"] = status
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matched = True
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break
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if not matched:
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# Fallback: assign to earliest pending entry without a status
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for entry in pending_tools:
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if not entry.get("status"):
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entry["status"] = status
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break
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texts = [
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c.get("text", "")
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for c in content
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if c.get("type") == "text" and len(c.get("text", "")) > 10
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]
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content = " ".join(texts)
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if isinstance(content, str):
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content = clean_text(content)
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if len(content) > 15:
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flush_tools()
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print(f"[{ts}] [user] {content[:800]}")
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print("---")
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stats["user"] += 1
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elif msg_type == "assistant":
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msg = obj.get("message", {})
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content = msg.get("content", [])
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if isinstance(content, list):
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has_text = False
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for block in content:
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if block.get("type") == "text":
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text = clean_text(block.get("text", ""))
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if len(text) > 20:
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if not has_text:
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flush_tools()
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has_text = True
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print(f"[{ts}] [assistant] {text[:800]}")
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print("---")
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stats["assistant"] += 1
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elif block.get("type") == "tool_use":
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name, target = summarize_claude_tool(block)
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entry = {"ts": ts, "name": name, "target": target}
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tool_id = block.get("id")
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if tool_id:
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entry["id"] = tool_id
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pending_tools.append(entry)
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def handle_codex(obj):
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msg_type = obj.get("type")
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ts = obj.get("timestamp", "")[:19]
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if msg_type == "event_msg":
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p = obj.get("payload", {})
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if p.get("type") == "user_message":
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text = p.get("message", "")
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if isinstance(text, str) and len(text) > 15:
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parts = text.split("</system_instruction>")
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user_text = parts[-1].strip() if parts else text
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if len(user_text) > 15:
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flush_tools()
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print(f"[{ts}] [user] {user_text[:800]}")
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print("---")
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stats["user"] += 1
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elif p.get("type") == "exec_command_end":
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# This is the deduplicated result — has status info
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command = p.get("command", [])
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cmd_str = command[-1] if command else ""
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output = p.get("aggregated_output", "")
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status = "ok"
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if "Process exited with code " in output:
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try:
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code = int(output.split("Process exited with code ")[1].split("\n")[0])
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if code != 0:
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status = f"error(exit {code})"
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except (IndexError, ValueError):
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pass
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if cmd_str:
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# Shorten common patterns for readability
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short_cmd = cmd_str[:120]
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pending_tools.append({"ts": ts, "name": "exec", "target": short_cmd, "status": status})
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elif msg_type == "response_item":
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p = obj.get("payload", {})
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if p.get("type") == "message" and p.get("role") == "assistant":
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for block in p.get("content", []):
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if block.get("type") == "output_text" and len(block.get("text", "")) > 20:
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flush_tools()
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print(f"[{ts}] [assistant] {block['text'][:800]}")
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print("---")
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stats["assistant"] += 1
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# Skip function_call — exec_command_end is the deduplicated version with status
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def _pi_text_content(content):
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if isinstance(content, str):
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return [content]
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if not isinstance(content, list):
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return []
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return [
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block.get("text", "")
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for block in content
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if isinstance(block, dict) and block.get("type") == "text"
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]
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def _pi_active_path_objects(objects):
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"""Return only entries on Pi's active leaf-to-root path."""
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by_id = {
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obj.get("id"): obj
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for obj in objects
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if isinstance(obj.get("id"), str) and obj.get("type") != "session"
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}
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leaf_id = None
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for obj in objects:
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if obj.get("type") != "session" and isinstance(obj.get("id"), str):
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leaf_id = obj["id"]
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if not leaf_id:
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return objects
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active_ids = set()
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current = leaf_id
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while isinstance(current, str) and current and current not in active_ids:
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active_ids.add(current)
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parent = by_id.get(current, {}).get("parentId")
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current = parent if isinstance(parent, str) else None
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return [
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obj
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for obj in objects
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if obj.get("type") == "session" or obj.get("id") in active_ids
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]
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def _pi_context_objects(objects):
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"""Return Pi entries that participate in active LLM context."""
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active = _pi_active_path_objects(objects)
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compactions = [obj for obj in active if obj.get("type") == "compaction"]
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if not compactions:
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return active
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first_kept = compactions[-1].get("firstKeptEntryId")
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if not isinstance(first_kept, str):
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return active
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latest_compaction_id = compactions[-1].get("id")
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started = False
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found_first_kept = False
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context = [obj for obj in active if obj.get("type") == "session"]
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context.append(compactions[-1])
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for obj in active:
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if obj.get("type") == "session":
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continue
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if obj.get("id") == first_kept:
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started = True
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found_first_kept = True
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if obj.get("id") == latest_compaction_id:
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continue
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if started:
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context.append(obj)
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return context if found_first_kept and len(context) > 1 else active
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def handle_pi(obj):
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"""Pi sessions: type='message' with message.role and content blocks."""
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entry_type = obj.get("type")
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ts = obj.get("timestamp", "")[:19]
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if entry_type in ("compaction", "branch_summary"):
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text = clean_text(obj.get("summary", ""))
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if len(text) > 15:
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flush_tools()
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print(f"[{ts}] [summary] {text[:800]}")
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print("---")
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stats["summary"] += 1
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return
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if entry_type == "custom_message":
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text = clean_text(" ".join(_pi_text_content(obj.get("content", []))))
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if len(text) > 15:
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flush_tools()
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print(f"[{ts}] [summary] {text[:800]}")
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print("---")
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stats["summary"] += 1
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return
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if entry_type != "message":
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return
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msg = obj.get("message", {})
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role = msg.get("role", "")
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content = msg.get("content", [])
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if role == "bashExecution":
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exit_code = msg.get("exitCode")
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if msg.get("cancelled"):
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status = "cancelled"
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elif exit_code in (None, 0):
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status = "ok"
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else:
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status = f"error(exit {exit_code})"
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command = _safe_slice(msg.get("command"), 120)
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pending_tools.append({"ts": ts, "name": "bash", "target": command, "status": status})
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return
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if role == "custom":
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text = clean_text(" ".join(_pi_text_content(content)))
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if len(text) > 15:
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flush_tools()
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print(f"[{ts}] [summary] {text[:800]}")
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print("---")
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stats["summary"] += 1
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return
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if role == "user":
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text = clean_text(" ".join(_pi_text_content(content)))
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if len(text) > 15:
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flush_tools()
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print(f"[{ts}] [user] {text[:800]}")
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print("---")
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stats["user"] += 1
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elif role == "assistant":
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if isinstance(content, str):
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text = clean_text(content)
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if len(text) > 20:
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flush_tools()
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print(f"[{ts}] [assistant] {text[:800]}")
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print("---")
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stats["assistant"] += 1
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return
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has_text = False
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for block in (content if isinstance(content, list) else []):
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if not isinstance(block, dict):
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continue
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if block.get("type") == "text":
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text = clean_text(block.get("text", ""))
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if len(text) > 20:
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if not has_text:
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flush_tools()
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has_text = True
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print(f"[{ts}] [assistant] {text[:800]}")
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print("---")
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stats["assistant"] += 1
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elif block.get("type") == "toolCall":
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name = block.get("name", "unknown")
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args = block.get("arguments", {})
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if not isinstance(args, dict):
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args = {}
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target = (
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_safe_slice(args.get("path"), 200)
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or _safe_slice(args.get("file_path"), 200)
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or _safe_slice(args.get("command"), 120)
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or _safe_slice(args.get("pattern"), 200)
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or _safe_slice(args.get("query"), 80)
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or _safe_slice(args.get("prompt"), 80)
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or ""
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)
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if isinstance(target, str) and len(target) > 120:
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target = target[:120]
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entry = {"ts": ts, "name": name, "target": target}
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tool_id = block.get("id")
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if tool_id:
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entry["id"] = tool_id
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pending_tools.append(entry)
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elif role == "toolResult":
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tool_call_id = msg.get("toolCallId")
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is_error = bool(msg.get("isError"))
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if isinstance(content, list):
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is_error = is_error or any(
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isinstance(block, dict) and block.get("type") == "toolError"
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for block in content
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)
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status = "error" if is_error else "ok"
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if tool_call_id:
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for entry in pending_tools:
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if entry.get("id") == tool_call_id:
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entry["status"] = status
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break
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else:
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for entry in pending_tools:
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if not entry.get("status"):
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entry["status"] = status
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break
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def handle_cursor(obj):
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"""Cursor agent transcripts: role-based, no timestamps, same content structure as Claude."""
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role = obj.get("role")
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content = obj.get("message", {}).get("content", [])
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if role == "user":
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texts = []
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for block in (content if isinstance(content, list) else []):
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if block.get("type") == "text":
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texts.append(block.get("text", ""))
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text = clean_text(" ".join(texts))
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if len(text) > 15:
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flush_tools()
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# No timestamps available in Cursor transcripts
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print(f"[user] {text[:800]}")
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print("---")
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stats["user"] += 1
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elif role == "assistant":
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has_text = False
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for block in (content if isinstance(content, list) else []):
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if block.get("type") == "text":
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text = block.get("text", "")
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# Skip [REDACTED] placeholder blocks
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if len(text) > 20 and text.strip() != "[REDACTED]":
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if not has_text:
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flush_tools()
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has_text = True
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print(f"[assistant] {text[:800]}")
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print("---")
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stats["assistant"] += 1
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elif block.get("type") == "tool_use":
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name = block.get("name", "unknown")
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inp = block.get("input", {})
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p = inp.get("path")
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fp = inp.get("file_path")
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target = (
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(p if isinstance(p, str) else None)
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or (fp if isinstance(fp, str) else None)
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or _safe_slice(inp.get("command"), 120)
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or _safe_slice(inp.get("pattern"), 200)
|
|
or _safe_slice(inp.get("glob_pattern"), 200)
|
|
or _safe_slice(inp.get("target_directory"), 200)
|
|
or ""
|
|
)
|
|
if isinstance(target, str) and len(target) > 120:
|
|
target = target[:120]
|
|
# No status info available — Cursor doesn't log tool results
|
|
pending_tools.append({"ts": "", "name": name, "target": target})
|
|
|
|
|
|
# Auto-detect platform from first few lines, then process all
|
|
detected = None
|
|
buffer = []
|
|
|
|
for line in sys.stdin:
|
|
line = line.strip()
|
|
if not line:
|
|
continue
|
|
buffer.append(line)
|
|
stats["lines"] += 1
|
|
|
|
# Scan until a decisive record appears (short-circuits once detected).
|
|
# Claude Code sessions front-load 10+ non-message metadata records
|
|
# (last-prompt, custom-title, attachments, ...), so capping detection to
|
|
# the first N lines silently misroutes them to the codex handler and
|
|
# produces an empty skeleton with parse_errors: 0 (issue #923).
|
|
if not detected:
|
|
try:
|
|
obj = json.loads(line)
|
|
if obj.get("type") == "session" and "cwd" in obj:
|
|
detected = "pi"
|
|
elif obj.get("type") in ("user", "assistant"):
|
|
detected = "claude"
|
|
elif obj.get("type") in ("session_meta", "turn_context", "response_item", "event_msg"):
|
|
detected = "codex"
|
|
elif obj.get("role") in ("user", "assistant") and "type" not in obj:
|
|
detected = "cursor"
|
|
except (json.JSONDecodeError, KeyError):
|
|
pass
|
|
|
|
handlers = {"claude": handle_claude, "codex": handle_codex, "cursor": handle_cursor, "pi": handle_pi}
|
|
handler = handlers.get(detected, handle_codex)
|
|
|
|
objects = []
|
|
for line in buffer:
|
|
try:
|
|
objects.append(json.loads(line))
|
|
except (json.JSONDecodeError, KeyError):
|
|
stats["parse_errors"] += 1
|
|
|
|
if detected == "pi":
|
|
objects = _pi_context_objects(objects)
|
|
|
|
for obj in objects:
|
|
try:
|
|
handler(obj)
|
|
except KeyError:
|
|
stats["parse_errors"] += 1
|
|
|
|
# Flush any remaining buffered tools
|
|
flush_tools()
|
|
|
|
print(json.dumps({"_meta": True, **stats}))
|
|
|
|
if args.output:
|
|
body = sys.stdout.getvalue()
|
|
sys.stdout = _original_stdout
|
|
with open(args.output, "w") as f:
|
|
f.write(body)
|
|
bytes_written = os.path.getsize(args.output)
|
|
print(json.dumps({"_meta": True, "wrote": args.output, "bytes": bytes_written, **stats}))
|