python-debugpy

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Debug Python: pdb REPL + debugpy remote (DAP).

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npx skill4agent add nousresearch/hermes-agent python-debugpy

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Python Debugger (pdb + debugpy)

Overview

Three tools, picked by situation:
ToolWhen
breakpoint()
+ pdb
Local, interactive, simplest. Add
breakpoint()
in the source, run normally, get a REPL at that line.
python -m pdb
Launch an existing script under pdb with no source edits. Useful for quick poking.
debugpy
Remote / headless / "attach to already-running process." Talks DAP, scriptable from terminal, works for long-lived processes (gateway, daemon, PTY children).
Start with
breakpoint()
.
It's the cheapest thing that works.

When to Use

  • A test fails and the traceback doesn't reveal why a value is wrong
  • You need to step through a function and watch a collection mutate
  • A long-running process (hermes gateway, tui_gateway) misbehaves and you can't restart it
  • Post-mortem: an exception fired in prod-ish code and you want to inspect locals at the crash site
  • A subprocess / child (Python
    _SlashWorker
    , PTY bridge worker) is the actual bug site
Don't use for: things
print()
/
logging.debug
solve in under a minute, or things
pytest -vv --tb=long --showlocals
already reveals.

pdb Quick Reference

Inside any pdb prompt (
(Pdb)
):
CommandAction
h
/
h cmd
help
n
next line (step over)
s
step into
r
return from current function
c
continue
unt N
continue until line N
j N
jump to line N (same function only)
l
/
ll
list source around current line / full function
w
where (stack trace)
u
/
d
move up / down in the stack
a
print args of the current function
p expr
/
pp expr
print / pretty-print expression
display expr
auto-print expr on every stop
b file:line
set breakpoint
b func
break on function entry
b file:line, cond
conditional breakpoint
cl N
clear breakpoint N
tbreak file:line
one-shot breakpoint
!stmt
execute arbitrary Python (assignments included)
interact
drop into full Python REPL in current scope (Ctrl+D to exit)
q
quit
The
interact
command is the most powerful — you can import anything, inspect complex objects, even call methods that mutate state. Locals are read-only by default; use
!x = 42
from the
(Pdb)
prompt to mutate.

Recipe 1: Local breakpoint

Easiest. Edit the file:
python
def compute(x, y):
    result = some_helper(x)
    breakpoint()           # <-- drops into pdb here
    return result + y
Run the code normally. You land at the
breakpoint()
line with full access to locals.
Don't forget to remove
breakpoint()
before committing.
Use
git diff
or a pre-commit grep:
bash
rg -n 'breakpoint\(\)' --type py

Recipe 2: Launch a script under pdb (no source edits)

bash
python -m pdb path/to/script.py arg1 arg2
# Lands at first line of script
(Pdb) b path/to/script.py:42
(Pdb) c

Recipe 3: Debug a pytest test

The hermes test runner and pytest both support this:
bash
# Drop to pdb on failure (or on any raised exception):
scripts/run_tests.sh tests/path/to/test_file.py::test_name --pdb

# Drop to pdb at the START of the test:
scripts/run_tests.sh tests/path/to/test_file.py::test_name --trace

# Show locals in tracebacks without pdb:
scripts/run_tests.sh tests/path/to/test_file.py --showlocals --tb=long
Note:
scripts/run_tests.sh
uses xdist (
-n 4
) by default, and pdb does NOT work under xdist. Add
-p no:xdist
or run a single test with
-n 0
:
bash
scripts/run_tests.sh tests/foo_test.py::test_bar --pdb -p no:xdist
# or
source .venv/bin/activate
python -m pytest tests/foo_test.py::test_bar --pdb
This bypasses the hermetic-env guarantees — fine for debugging, but re-run under the wrapper to confirm before pushing.

Recipe 4: Post-mortem on any exception

python
import pdb, sys
try:
    run_the_thing()
except Exception:
    pdb.post_mortem(sys.exc_info()[2])
Or wrap a whole script:
bash
python -m pdb -c continue script.py
# When it crashes, pdb catches it and you're in the frame of the exception
Or set a global hook in a repl/jupyter:
python
import sys
def excepthook(etype, value, tb):
    import pdb; pdb.post_mortem(tb)
sys.excepthook = excepthook

Recipe 5: Remote debug with debugpy (attach to running process)

For long-lived processes: Hermes gateway, tui_gateway, a daemon, a process that's already misbehaving and can't be restarted clean.

Setup

bash
source /home/bb/hermes-agent/.venv/bin/activate
pip install debugpy

Pattern A: Source-edit — process waits for debugger at launch

Add near the top of the entry point (or inside the function you want to debug):
python
import debugpy
debugpy.listen(("127.0.0.1", 5678))
print("debugpy listening on 5678, waiting for client...", flush=True)
debugpy.wait_for_client()
debugpy.breakpoint()       # optional: pause immediately once attached
Start the process; it blocks on
wait_for_client()
.

Pattern B: No source edit — launch with
-m debugpy

bash
python -m debugpy --listen 127.0.0.1:5678 --wait-for-client your_script.py arg1
Equivalent for module entry:
bash
python -m debugpy --listen 127.0.0.1:5678 --wait-for-client -m your.module

Pattern C: Attach to an already-running process

Needs the PID and debugpy preinstalled in the target's environment:
bash
python -m debugpy --listen 127.0.0.1:5678 --pid <pid>
# debugpy injects itself into the process. Then attach a client as below.
Some kernels/security configs block the ptrace-based injection (
/proc/sys/kernel/yama/ptrace_scope
). Fix with:
bash
echo 0 | sudo tee /proc/sys/kernel/yama/ptrace_scope

Connecting a client from the terminal

The easiest terminal-side DAP client is VS Code CLI or a small script. From inside Hermes you have two practical options:
Option 1:
debugpy
's own CLI REPL
— not an official feature, but a tiny DAP client script:
python
# /tmp/dap_client.py
import socket, json, itertools, time, sys

HOST, PORT = "127.0.0.1", 5678
s = socket.create_connection((HOST, PORT))
seq = itertools.count(1)

def send(msg):
    msg["seq"] = next(seq)
    body = json.dumps(msg).encode()
    s.sendall(f"Content-Length: {len(body)}\r\n\r\n".encode() + body)

def recv():
    header = b""
    while b"\r\n\r\n" not in header:
        header += s.recv(1)
    length = int(header.decode().split("Content-Length:")[1].split("\r\n")[0].strip())
    body = b""
    while len(body) < length:
        body += s.recv(length - len(body))
    return json.loads(body)

send({"type": "request", "command": "initialize", "arguments": {"adapterID": "python"}})
print(recv())
send({"type": "request", "command": "attach", "arguments": {}})
print(recv())
send({"type": "request", "command": "setBreakpoints",
      "arguments": {"source": {"path": sys.argv[1]},
                    "breakpoints": [{"line": int(sys.argv[2])}]}})
print(recv())
send({"type": "request", "command": "configurationDone"})
# ... loop reading events and sending continue/stepIn/etc.
This is fine for one-off automation but painful as an interactive UX.
Option 2: Attach from VS Code / Cursor / Zed — if the user has one open, they can add a
launch.json
:
json
{
  "name": "Attach to Hermes",
  "type": "debugpy",
  "request": "attach",
  "connect": { "host": "127.0.0.1", "port": 5678 },
  "justMyCode": false,
  "pathMappings": [
    { "localRoot": "${workspaceFolder}", "remoteRoot": "/home/bb/hermes-agent" }
  ]
}
Option 3: Ditch DAP, use
remote-pdb
— usually what you actually want from a terminal agent:
bash
pip install remote-pdb
In your code:
python
from remote_pdb import set_trace
set_trace(host="127.0.0.1", port=4444)   # blocks until connection
Then from the terminal:
bash
nc 127.0.0.1 4444
# You get a (Pdb) prompt exactly as if debugging locally.
remote-pdb
is the cleanest agent-friendly choice when
debugpy
's DAP protocol is overkill. Use
debugpy
only when you actually need IDE integration.

Debugging Hermes-specific Processes

Tests

See Recipe 3. Always add
-p no:xdist
or run single tests without xdist.

run_agent.py
/ CLI — one-shot

Easiest: add
breakpoint()
near the suspect line, then run
hermes
normally. Control returns to your terminal at the pause point.

tui_gateway
subprocess (spawned by
hermes --tui
)

The gateway runs as a child of the Node TUI. Options:
A. Source-edit the gateway:
python
# tui_gateway/server.py near the top of serve()
import debugpy
debugpy.listen(("127.0.0.1", 5678))
debugpy.wait_for_client()
Start
hermes --tui
. The TUI will appear frozen (its backend is waiting). Attach a client; execution resumes when you
continue
.
B. Use
remote-pdb
at a specific handler:
python
from remote_pdb import set_trace
set_trace(host="127.0.0.1", port=4444)   # in the RPC handler you want to trap
Trigger the matching slash command from the TUI, then
nc 127.0.0.1 4444
in another terminal.

_SlashWorker
subprocess

Same pattern —
remote-pdb
with
set_trace()
inside the worker's
exec
path. The worker is persistent across slash commands, so the first trigger blocks until you connect; subsequent slash commands pass through normally unless you re-arm.

Gateway (
gateway/run.py
)

Long-lived. Use
remote-pdb
at a handler, or
debugpy
with
--wait-for-client
if you're restarting the gateway anyway.

Common Pitfalls

  1. pdb under pytest-xdist silently does nothing. You won't see the prompt, the test just hangs. Always use
    -p no:xdist
    or
    -n 0
    .
  2. breakpoint()
    in CI / non-TTY contexts hangs the process.
    Safe locally; never commit it. Add a pre-commit grep as a safety net.
  3. PYTHONBREAKPOINT=0
    disables all
    breakpoint()
    calls. Check the env if your breakpoint isn't hitting:
    bash
    echo $PYTHONBREAKPOINT
  4. debugpy.listen
    blocks only if you also call
    wait_for_client()
    .
    Without it, execution continues and your first breakpoint may fire before the client is attached.
  5. Attach to PID fails on hardened kernels.
    ptrace_scope=1
    (Ubuntu default) allows only same-user ptrace of child processes. Workaround:
    echo 0 > /proc/sys/kernel/yama/ptrace_scope
    (needs root) or launch under
    debugpy
    from the start.
  6. Threads.
    pdb
    only debugs the current thread. For multithreaded code, use
    debugpy
    (thread-aware DAP) or set
    threading.settrace()
    per thread.
  7. asyncio.
    pdb
    works in coroutines but
    await
    inside pdb requires Python 3.13+ or
    await
    from
    interact
    mode on older versions. For 3.11/3.12, use
    asyncio.run_coroutine_threadsafe
    tricks or
    !stmt
    -based awaits via
    asyncio.ensure_future
    .
  8. scripts/run_tests.sh
    strips credentials and sets
    HOME=<tmpdir>
    .
    If your bug depends on user config or real API keys, it won't reproduce under the wrapper. Debug with raw
    pytest
    first to repro, then re-confirm under the wrapper.
  9. Forking / multiprocessing. pdb does not follow forks. Each child needs its own
    breakpoint()
    or
    set_trace()
    . For Hermes subagents, debug one process at a time.

Verification Checklist

  • After
    pip install debugpy
    , confirm:
    python -c "import debugpy; print(debugpy.__version__)"
  • For remote debug, confirm the port is actually listening:
    ss -tlnp | grep 5678
  • First breakpoint actually hits (if it doesn't, you likely have
    PYTHONBREAKPOINT=0
    , you're under xdist, or execution finished before attach)
  • where
    /
    w
    shows the expected call stack
  • Post-debug cleanup: no stray
    breakpoint()
    /
    set_trace()
    in committed code
    bash
    rg -n 'breakpoint\(\)|set_trace\(|debugpy\.listen' --type py

One-Shot Recipes

"Why is this dict missing a key?"
python
# add above the KeyError site
breakpoint()
# then in pdb:
(Pdb) pp d
(Pdb) pp list(d.keys())
(Pdb) w                # how did we get here
"This test passes in isolation but fails in the suite."
bash
scripts/run_tests.sh tests/the_test.py --pdb -p no:xdist
# But if it only fails WITH other tests:
source .venv/bin/activate
python -m pytest tests/ -x --pdb -p no:xdist
# Now it pdb-traps at the exact failing test after state accumulated.
"My async handler deadlocks."
python
# Add at handler entry
import remote_pdb; remote_pdb.set_trace(host="127.0.0.1", port=4444)
Trigger the handler.
nc 127.0.0.1 4444
, then
w
to see the suspended frame,
!import asyncio; asyncio.all_tasks()
to see what else is pending.
"Post-mortem on a crash in an Ink child process / subprocess."
bash
PYTHONFAULTHANDLER=1 python -m pdb -c continue path/to/entrypoint.py
# On crash, pdb lands at the frame of the exception with full locals