refactor(session-history): move extraction scripts behind skills (#619)
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This commit is contained in:
Trevin Chow
2026-04-21 00:12:11 -07:00
committed by GitHub
parent e0f2a4f9d7
commit cd4af86e5e
9 changed files with 153 additions and 32 deletions

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#!/usr/bin/env python3
"""Extract error signals from a Claude Code, Codex, or Cursor JSONL session file.
Usage: cat <session.jsonl> | python3 extract-errors.py
Auto-detects platform from the JSONL structure.
Note: Cursor agent transcripts do not log tool results, so no errors can be extracted.
Finds failed tool calls / commands and outputs them with timestamps.
Outputs a _meta line at the end with processing stats.
"""
import sys
import json
stats = {"lines": 0, "parse_errors": 0, "errors_found": 0}
def summarize_error(raw):
"""Extract a short error summary instead of dumping the full payload."""
text = str(raw).strip()
# Take the first non-empty line as the error message
for line in text.split("\n"):
line = line.strip()
if line:
return line[:200]
return text[:200]
def handle_claude(obj):
if obj.get("type") == "user":
content = obj.get("message", {}).get("content", [])
if isinstance(content, list):
for block in content:
if block.get("type") == "tool_result" and block.get("is_error"):
ts = obj.get("timestamp", "")[:19]
summary = summarize_error(block.get("content", ""))
print(f"[{ts}] [error] {summary}")
print("---")
stats["errors_found"] += 1
def handle_codex(obj):
if obj.get("type") == "event_msg":
p = obj.get("payload", {})
if p.get("type") == "exec_command_end":
output = p.get("aggregated_output", "")
stderr = p.get("stderr", "")
command = p.get("command", [])
cmd_str = command[-1] if command else ""
exit_match = None
if "Process exited with code " in output:
try:
code_str = output.split("Process exited with code ")[1].split("\n")[0]
exit_code = int(code_str)
if exit_code != 0:
exit_match = exit_code
except (IndexError, ValueError):
pass
if exit_match is not None or stderr:
ts = obj.get("timestamp", "")[:19]
error_summary = summarize_error(stderr if stderr else output)
print(f"[{ts}] [error] exit={exit_match} cmd={cmd_str[:120]}: {error_summary}")
print("---")
stats["errors_found"] += 1
# 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
if not detected and len(buffer) <= 10:
try:
obj = json.loads(line)
if 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
# Cursor transcripts don't log tool results — no errors to extract
def handle_noop(obj):
pass
handlers = {"claude": handle_claude, "codex": handle_codex, "cursor": handle_noop}
handler = handlers.get(detected, handle_noop)
for line in buffer:
try:
handler(json.loads(line))
except (json.JSONDecodeError, KeyError):
stats["parse_errors"] += 1
print(json.dumps({"_meta": True, **stats}))

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#!/usr/bin/env python3
"""Extract the conversation skeleton from a Claude Code, Codex, or Cursor JSONL session file.
Usage: cat <session.jsonl> | python3 extract-skeleton.py
Auto-detects platform (Claude Code, Codex, or Cursor) from the JSONL structure.
Extracts:
- User messages (text only, no tool results)
- Assistant text (no thinking/reasoning blocks)
- Collapsed tool call summaries (consecutive same-tool calls grouped)
Consecutive tool calls of the same type are collapsed:
3+ Read calls -> "[tools] 3x Read (file1, file2, +1 more) -> all ok"
Codex call/result pairs are deduplicated (only the result with status is kept).
Outputs a _meta line at the end with processing stats.
"""
import sys
import json
import re
stats = {"lines": 0, "parse_errors": 0, "user": 0, "assistant": 0, "tool": 0}
# Claude Code wrapper tags to strip from user message content.
# Strip entirely (tag + content): framework noise and raw command output.
# Strip tags only (keep content): command-message, command-name, command-args, user_query.
_STRIP_BLOCK = re.compile(
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)>",
re.DOTALL,
)
_STRIP_TAG = re.compile(
r"</?(?:command-message|command-name|command-args|user_query)[^>]*>"
)
def clean_text(text):
"""Strip framework wrapper tags from message text (Claude and Cursor)."""
text = _STRIP_BLOCK.sub("", text)
text = _STRIP_TAG.sub("", text)
text = re.sub(r"\n{3,}", "\n\n", text).strip()
return text
# Buffer for pending tool entries: [{"ts", "name", "target", "status"}]
pending_tools = []
def flush_tools():
"""Print buffered tool entries, collapsing consecutive same-name groups."""
if not pending_tools:
return
# Group consecutive entries by tool name
groups = []
for entry in pending_tools:
if groups and groups[-1][0]["name"] == entry["name"]:
groups[-1].append(entry)
else:
groups.append([entry])
for group in groups:
name = group[0]["name"]
if len(group) <= 2:
# Print individually
for e in group:
status = f" -> {e['status']}" if e.get("status") else ""
ts_prefix = f"[{e['ts']}] " if e.get("ts") else ""
print(f"{ts_prefix}[tool] {name} {e['target']}{status}")
stats["tool"] += 1
else:
# Collapse
ts = group[0].get("ts", "")
targets = [e["target"] for e in group if e.get("target")]
ok = sum(1 for e in group if e.get("status") == "ok")
err = sum(1 for e in group if e.get("status") and e["status"] != "ok")
no_status = len(group) - ok - err
# Show first 2 targets, then "+N more"
if len(targets) > 2:
target_str = ", ".join(targets[:2]) + f", +{len(targets) - 2} more"
elif targets:
target_str = ", ".join(targets)
else:
target_str = ""
if no_status == len(group):
status_str = ""
elif err == 0:
status_str = " -> all ok"
else:
status_str = f" -> {ok} ok, {err} error"
ts_prefix = f"[{ts}] " if ts else ""
print(f"{ts_prefix}[tools] {len(group)}x {name} ({target_str}){status_str}")
stats["tool"] += len(group)
pending_tools.clear()
def summarize_claude_tool(block):
"""Extract name and target from a Claude Code tool_use block."""
name = block.get("name", "unknown")
inp = block.get("input", {})
target = (
inp.get("file_path")
or inp.get("path")
or inp.get("command", "")[:120]
or inp.get("pattern", "")
or inp.get("query", "")[:80]
or inp.get("prompt", "")[:80]
or ""
)
if isinstance(target, str) and len(target) > 120:
target = target[:120]
return name, target
def handle_claude(obj):
msg_type = obj.get("type")
ts = obj.get("timestamp", "")[:19]
if msg_type == "user":
msg = obj.get("message", {})
content = msg.get("content", "")
if isinstance(content, list):
for block in content:
if block.get("type") == "tool_result":
is_error = block.get("is_error", False)
status = "error" if is_error else "ok"
tool_use_id = block.get("tool_use_id")
matched = False
if tool_use_id:
for entry in pending_tools:
if entry.get("id") == tool_use_id:
entry["status"] = status
matched = True
break
if not matched:
# Fallback: assign to earliest pending entry without a status
for entry in pending_tools:
if not entry.get("status"):
entry["status"] = status
break
texts = [
c.get("text", "")
for c in content
if c.get("type") == "text" and len(c.get("text", "")) > 10
]
content = " ".join(texts)
if isinstance(content, str):
content = clean_text(content)
if len(content) > 15:
flush_tools()
print(f"[{ts}] [user] {content[:800]}")
print("---")
stats["user"] += 1
elif msg_type == "assistant":
msg = obj.get("message", {})
content = msg.get("content", [])
if isinstance(content, list):
has_text = False
for block in content:
if block.get("type") == "text":
text = clean_text(block.get("text", ""))
if len(text) > 20:
if not has_text:
flush_tools()
has_text = True
print(f"[{ts}] [assistant] {text[:800]}")
print("---")
stats["assistant"] += 1
elif block.get("type") == "tool_use":
name, target = summarize_claude_tool(block)
entry = {"ts": ts, "name": name, "target": target}
tool_id = block.get("id")
if tool_id:
entry["id"] = tool_id
pending_tools.append(entry)
def handle_codex(obj):
msg_type = obj.get("type")
ts = obj.get("timestamp", "")[:19]
if msg_type == "event_msg":
p = obj.get("payload", {})
if p.get("type") == "user_message":
text = p.get("message", "")
if isinstance(text, str) and len(text) > 15:
parts = text.split("</system_instruction>")
user_text = parts[-1].strip() if parts else text
if len(user_text) > 15:
flush_tools()
print(f"[{ts}] [user] {user_text[:800]}")
print("---")
stats["user"] += 1
elif p.get("type") == "exec_command_end":
# This is the deduplicated result — has status info
command = p.get("command", [])
cmd_str = command[-1] if command else ""
output = p.get("aggregated_output", "")
status = "ok"
if "Process exited with code " in output:
try:
code = int(output.split("Process exited with code ")[1].split("\n")[0])
if code != 0:
status = f"error(exit {code})"
except (IndexError, ValueError):
pass
if cmd_str:
# Shorten common patterns for readability
short_cmd = cmd_str[:120]
pending_tools.append({"ts": ts, "name": "exec", "target": short_cmd, "status": status})
elif msg_type == "response_item":
p = obj.get("payload", {})
if p.get("type") == "message" and p.get("role") == "assistant":
for block in p.get("content", []):
if block.get("type") == "output_text" and len(block.get("text", "")) > 20:
flush_tools()
print(f"[{ts}] [assistant] {block['text'][:800]}")
print("---")
stats["assistant"] += 1
# Skip function_call — exec_command_end is the deduplicated version with status
def handle_cursor(obj):
"""Cursor agent transcripts: role-based, no timestamps, same content structure as Claude."""
role = obj.get("role")
content = obj.get("message", {}).get("content", [])
if role == "user":
texts = []
for block in (content if isinstance(content, list) else []):
if block.get("type") == "text":
texts.append(block.get("text", ""))
text = clean_text(" ".join(texts))
if len(text) > 15:
flush_tools()
# No timestamps available in Cursor transcripts
print(f"[user] {text[:800]}")
print("---")
stats["user"] += 1
elif role == "assistant":
has_text = False
for block in (content if isinstance(content, list) else []):
if block.get("type") == "text":
text = block.get("text", "")
# Skip [REDACTED] placeholder blocks
if len(text) > 20 and text.strip() != "[REDACTED]":
if not has_text:
flush_tools()
has_text = True
print(f"[assistant] {text[:800]}")
print("---")
stats["assistant"] += 1
elif block.get("type") == "tool_use":
name = block.get("name", "unknown")
inp = block.get("input", {})
target = (
inp.get("path")
or inp.get("file_path")
or inp.get("command", "")[:120]
or inp.get("pattern", "")
or inp.get("glob_pattern", "")
or inp.get("target_directory", "")
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
if not detected and len(buffer) <= 10:
try:
obj = json.loads(line)
if 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}
handler = handlers.get(detected, handle_codex)
for line in buffer:
try:
handler(json.loads(line))
except (json.JSONDecodeError, KeyError):
stats["parse_errors"] += 1
# Flush any remaining buffered tools
flush_tools()
print(json.dumps({"_meta": True, **stats}))