Files
hermes-agent/tests/tools/test_tool_result_storage.py
Austin Pickett b4410b4bad fix(tools): spill MCP result envelopes as pageable text
An MCP tool result reaches the model as the handler envelope
`{"result": <text>, ...}` (tools/mcp_tool_handlers.py::_render_call_tool_result) so
structured metadata survives inline delivery. When that string crossed the persistence
threshold it was written to $HERMES_HOME/cache/spillover verbatim, so a ~200 KB document
landed on ONE line with every newline escaped (`\n`), making the read_file offset/limit
pagination the <persisted-output> block recommends unusable.

maybe_persist_tool_result now unwraps that envelope before persisting: the spill file and
the preview carry the model-facing text with real newlines. The envelope is recognized by
SHAPE (a JSON object whose keys are a subset of {"result", "structuredContent", "_meta"}
with a non-empty string "result") rather than by tool name, so opaque JSON from any other
tool is still persisted verbatim -- and the aggregate path is covered too, since
enforce_turn_budget persists under __budget_enforcement__ where a `mcp__` prefix test would
miss exactly the results it has to fix. Sibling members (structuredContent/_meta) are
appended after the text in a delimited metadata block instead of being dropped: they are
the payloads _render_call_tool_result keeps for the model on purpose (#115430), and the
spill file is the only copy left once the envelope is replaced by the preview.

Fixes #90426
2026-09-27 01:29:25 -04:00

632 lines
27 KiB
Python

"""Tests for tools/tool_result_storage.py -- 3-layer tool result persistence."""
import json
import os
import subprocess
import sys
import pytest
from unittest.mock import MagicMock, patch
from tools.budget_config import (
DEFAULT_PREVIEW_SIZE_CHARS,
BudgetConfig,
)
from tools.tool_result_storage import (
PERSISTED_OUTPUT_TAG,
PERSISTED_OUTPUT_CLOSING_TAG,
STORAGE_DIR,
_build_persisted_message,
_pageable_text,
_resolve_storage_dir,
_safe_result_filename,
_write_to_sandbox,
cleanup_spillover_cache,
enforce_turn_budget,
generate_preview,
get_spillover_dir,
maybe_persist_tool_result,
)
# ── generate_preview ──────────────────────────────────────────────────
class TestGeneratePreview:
def test_short_content_unchanged(self):
text = "short result"
preview, has_more = generate_preview(text)
assert preview == text
assert has_more is False
def test_exact_boundary(self):
text = "x" * DEFAULT_PREVIEW_SIZE_CHARS
preview, has_more = generate_preview(text)
assert preview == text
assert has_more is False
# ── _write_to_sandbox ─────────────────────────────────────────────────
class TestWriteToSandbox:
def test_success(self, tmp_path):
env = MagicMock()
env.execute.return_value = {"output": "", "returncode": 0}
remote = str(tmp_path / "shared" / "hermes-results" / "abc.txt")
if sys.platform != "win32":
# Run the real commands so the owner-only modes are observed, not
# pattern-matched.
def _bash(cmd, timeout=None, stdin_data=None, **_kw):
r = subprocess.run(["bash", "-c", cmd], input=stdin_data or "",
capture_output=True, text=True, timeout=timeout)
return {"output": r.stdout + r.stderr, "returncode": r.returncode}
env.execute.side_effect = _bash
result = _write_to_sandbox("hello world", remote, env)
assert result is True
cmd = env.execute.call_args_list[0][0][0]
if sys.platform != "win32":
# The storage dir sits under shared temp and holds tool output that
# can contain secrets: dir and archive are owner-only.
assert os.stat(os.path.dirname(remote)).st_mode & 0o777 == 0o700
assert os.stat(remote).st_mode & 0o777 == 0o600
with open(remote, encoding="utf-8") as fh:
assert fh.read() == "hello world"
# Content travels through stdin, NOT inside the command string —
# otherwise large content would hit Linux's 128 KB MAX_ARG_STRLEN
# ceiling on `bash -c <cmd>` (#22906).
assert "hello world" not in cmd
assert env.execute.call_args_list[0][1]["stdin_data"] == "hello world"
def test_large_content_via_stdin(self):
"""Regression: 200 KB content exceeds Linux MAX_ARG_STRLEN (128 KB).
It must travel via stdin, never inside the command string."""
env = MagicMock()
env.execute.return_value = {"output": "", "returncode": 0}
big = "x" * 200_000
_write_to_sandbox(big, "/tmp/hermes-results/big.txt", env)
cmd = env.execute.call_args_list[0][0][0]
assert len(cmd) < 1_000 # cmd is just `mkdir -p X && cat > Y`
assert env.execute.call_args_list[0][1]["stdin_data"] == big
def test_path_with_spaces_is_quoted(self):
env = MagicMock()
env.execute.return_value = {"output": "", "returncode": 0}
remote_path = "/tmp/hermes results/abc file.txt"
_write_to_sandbox("content", remote_path, env)
cmd = env.execute.call_args_list[0][0][0]
assert "'/tmp/hermes results'" in cmd
assert "'/tmp/hermes results/abc file.txt'" in cmd
def test_shell_metacharacters_neutralized(self):
"""Paths with shell metacharacters must be quoted to prevent injection."""
env = MagicMock()
env.execute.return_value = {"output": "", "returncode": 0}
malicious_path = "/tmp/hermes-results/$(whoami).txt"
_write_to_sandbox("content", malicious_path, env)
cmd = env.execute.call_args_list[0][0][0]
# The $() must not appear unquoted — shlex.quote wraps it
assert "'/tmp/hermes-results/$(whoami).txt'" in cmd
def test_semicolon_injection_neutralized(self):
env = MagicMock()
env.execute.return_value = {"output": "", "returncode": 0}
malicious_path = "/tmp/x; rm -rf /; echo .txt"
_write_to_sandbox("content", malicious_path, env)
cmd = env.execute.call_args_list[0][0][0]
# The semicolons must be inside quotes, not acting as command separators
assert "'/tmp/x; rm -rf /; echo .txt'" in cmd
@pytest.mark.parametrize(
"stdin_mode, probed, ok",
[
("pipe", 512, False), # short write: bytes lost
("pipe", 171, False), # pipe backends must be exact
("heredoc", 171, False), # heredoc stdin is byte-exact too; a +1 is a loss, not the old newline
("host", 3, False), # host spillover: os.stat says only 3 bytes landed
("host", None, True), # host spillover: real write, real stat
],
)
def test_size_probe_decides_lossless(self, stdin_mode, probed, ok):
"""An archive that is not byte-exact is discarded — never
referenced to the model (port of lobehub/lobehub#18258). Multibyte content pins the
comparison to UTF-8 bytes (170 here, 130 chars), on both the sandbox and host paths."""
import os
from tools.tool_result_storage import _write_to_spillover
content = "héllo wörld ✓" * 10
assert len(content.encode("utf-8")) == 170 != len(content)
if stdin_mode == "host":
filename = "tc_verify_host.txt"
real_stat = os.stat
def fake_stat(p, *a, **kw):
if probed is not None and str(p).endswith(filename):
return type("S", (), {"st_size": probed})()
return real_stat(p, *a, **kw)
with patch("tools.tool_result_storage.os.stat", side_effect=fake_stat):
path = _write_to_spillover(content, filename)
assert (path is not None) is ok
assert (get_spillover_dir() / filename).exists() is ok
if path is not None:
with open(path, encoding="utf-8") as fh:
assert fh.read() == content
return
env = MagicMock()
env._stdin_mode = stdin_mode
env.execute.side_effect = [
{"output": "", "returncode": 0}, # write
{"output": f"{probed}\n", "returncode": 0}, # wc -c
{"output": "", "returncode": 0}, # rm -f cleanup (mismatch only)
]
assert _write_to_sandbox(content, "/tmp/hermes-results/p.txt", env) is ok
if not ok:
rm_cmd = env.execute.call_args_list[2][0][0]
assert rm_cmd.startswith("rm -f ") and "/tmp/hermes-results/p.txt" in rm_cmd
else:
assert env.execute.call_count == 2
def test_unprobeable_backend_is_best_effort_success(self):
"""No wc / probe crash must not discard a likely-good archive."""
env = MagicMock()
env.execute.side_effect = [
{"output": "", "returncode": 0},
RuntimeError("exec transport gone"),
]
assert _write_to_sandbox("data", "/tmp/hermes-results/np.txt", env) is True
class TestResolveStorageDir:
def test_defaults_to_storage_dir_without_env(self):
assert _resolve_storage_dir(None) == STORAGE_DIR
def test_uses_env_temp_dir_when_available(self):
env = MagicMock()
env.get_temp_dir.return_value = "/var/host/tmp"
assert _resolve_storage_dir(env) == "/var/host/tmp/hermes-results"
class TestSafeResultFilename:
def test_preserves_normal_tool_call_id(self):
assert _safe_result_filename("tc_456") == "tc_456.txt"
def test_replaces_path_and_shell_metacharacters(self):
filename = _safe_result_filename("../outside/$(whoami);x")
assert filename.startswith("outside_whoami_x_")
assert filename.endswith(".txt")
assert "/" not in filename
assert "$" not in filename
assert ";" not in filename
# ── _build_persisted_message ──────────────────────────────────────────
class TestBuildPersistedMessage:
def test_structure(self):
msg = _build_persisted_message(
preview="first 100 chars...",
has_more=True,
original_size=50_000,
file_path="/tmp/hermes-results/test123.txt",
)
assert msg.startswith(PERSISTED_OUTPUT_TAG)
assert msg.endswith(PERSISTED_OUTPUT_CLOSING_TAG)
assert "/tmp/hermes-results/test123.txt" in msg
assert "read_file" in msg
assert "first 100 chars..." in msg
assert "..." in msg # has_more indicator
# ── maybe_persist_tool_result ─────────────────────────────────────────
class TestMaybePersistToolResult:
def test_below_threshold_returns_unchanged(self):
content = "small result"
result = maybe_persist_tool_result(
content=content,
tool_name="terminal",
tool_use_id="tc_123",
env=None,
threshold=50_000,
)
assert result == content
def test_above_threshold_with_env_persists(self):
env = MagicMock()
env.execute.return_value = {"output": "", "returncode": 0}
content = "x" * 60_000
result = maybe_persist_tool_result(
content=content,
tool_name="terminal",
tool_use_id="tc_456",
env=env,
threshold=30_000,
)
assert PERSISTED_OUTPUT_TAG in result
assert "tc_456.txt" in result
assert len(result) < len(content)
def test_persists_full_content_as_is(self):
"""Content is persisted verbatim — no JSON extraction."""
import json
env = MagicMock()
# Readability probe fails -> falls back to the in-sandbox write,
# whose size probe returns unparseable output (best-effort success).
env.execute.side_effect = [
{"output": "", "returncode": 1},
{"output": "", "returncode": 0},
{"output": "", "returncode": 1}, # wc -c size probe: no answer
]
env.get_temp_dir.return_value = ""
raw = "line1\nline2\n" * 5_000
content = json.dumps({"output": raw, "exit_code": 0, "error": None})
result = maybe_persist_tool_result(
content=content,
tool_name="terminal",
tool_use_id="tc_json",
env=env,
threshold=30_000,
)
assert PERSISTED_OUTPUT_TAG in result
# Content is delivered through stdin (no longer embedded in the
# command string — see test_large_content_via_stdin for why).
assert env.execute.call_args_list[1][1]["stdin_data"] == content
def test_tool_use_id_cannot_escape_storage_dir(self):
env = MagicMock()
# Readability probe fails -> in-sandbox write is the reference path.
env.execute.side_effect = [
{"output": "", "returncode": 1},
{"output": "", "returncode": 0},
{"output": "", "returncode": 1}, # wc -c size probe: no answer
]
env.get_temp_dir.return_value = ""
content = "x" * 60_000
result = maybe_persist_tool_result(
content=content,
tool_name="terminal",
tool_use_id="../outside/$(whoami);x",
env=env,
threshold=30_000,
)
cmd = env.execute.call_args_list[1][0][0]
target = cmd.split("cat > ", 1)[1].split(" <<", 1)[0]
from tools.tool_result_storage import STORAGE_DIR
assert f"Full output saved to: {STORAGE_DIR}/outside_whoami_x_" in result
assert f"{STORAGE_DIR}/../" not in result
assert target.startswith(f"{STORAGE_DIR}/outside_whoami_x_")
assert "/../" not in target
assert "$(whoami)" not in target
assert ";" not in target
def test_threshold_zero_forces_persist(self):
env = MagicMock()
env.execute.return_value = {"output": "", "returncode": 0}
content = "even short content"
result = maybe_persist_tool_result(
content=content,
tool_name="terminal",
tool_use_id="tc_zero",
env=env,
threshold=0,
)
# Any non-empty content with threshold=0 should be persisted
assert PERSISTED_OUTPUT_TAG in result
# ── enforce_turn_budget ───────────────────────────────────────────────
class TestEnforceTurnBudget:
def test_under_budget_no_changes(self):
msgs = [
{"role": "tool", "tool_call_id": "t1", "content": "small"},
{"role": "tool", "tool_call_id": "t2", "content": "also small"},
]
result = enforce_turn_budget(msgs, env=None, config=BudgetConfig(turn_budget=200_000))
assert result[0]["content"] == "small"
assert result[1]["content"] == "also small"
def test_medium_result_regression(self):
"""6 results of 42K chars each (252K total) — each under 100K default
threshold but aggregate exceeds 200K budget. L3 should persist."""
env = MagicMock()
env.execute.return_value = {"output": "", "returncode": 0}
msgs = [
{"role": "tool", "tool_call_id": f"t{i}", "content": "x" * 42_000}
for i in range(6)
]
enforce_turn_budget(msgs, env=env, config=BudgetConfig(turn_budget=200_000))
# At least some results should be persisted to get under 200K
persisted_count = sum(
1 for m in msgs if PERSISTED_OUTPUT_TAG in m["content"]
)
assert persisted_count >= 2 # Need to shed at least ~52K
def test_empty_messages(self):
result = enforce_turn_budget([], env=None, config=BudgetConfig(turn_budget=200_000))
assert result == []
# ── Per-tool threshold integration ────────────────────────────────────
class TestPerToolThresholds:
"""Verify registry wiring for per-tool thresholds."""
def test_read_file_registry_cap_is_finite(self):
"""read_file must keep a finite registry cap (Layer 2 safety net)."""
from tools.registry import registry
try:
import tools.file_tools # noqa: F401
val = registry.get_max_result_size("read_file")
# float('inf') disables the Layer 2 result-size guard.
assert 0 < val < float("inf"), val
except ImportError:
pytest.skip("file_tools not importable in test env")
def test_search_files_threshold(self):
from tools.registry import registry
try:
import tools.file_tools # noqa: F401
val = registry.get_max_result_size("search_files")
assert 0 < val < float("inf"), val
except ImportError:
pytest.skip("file_tools not importable in test env")
# ── Host-side spillover ($HERMES_HOME/cache/spillover) ────────────────
class TestSpillover:
@pytest.fixture(autouse=True)
def _isolated_home(self, tmp_path, monkeypatch):
monkeypatch.setenv("HERMES_HOME", str(tmp_path / ".hermes"))
# Reset the once-per-process prune flag so each test is independent.
import tools.tool_result_storage as trs
monkeypatch.setattr(trs, "_spillover_pruned_homes", set())
yield
def test_env_none_persists_to_spillover(self):
"""No active sandbox env (MCP-only / cron session) must persist
host-side instead of inline-truncating — the guglielmo bundle bug."""
content = "x" * 60_000
result = maybe_persist_tool_result(
content=content,
tool_name="tool_call",
tool_use_id="tc_mcp_1",
env=None,
threshold=30_000,
)
assert PERSISTED_OUTPUT_TAG in result
assert "could not be saved" not in result
spill_file = get_spillover_dir() / "tc_mcp_1.txt"
assert spill_file.exists()
assert spill_file.read_text(encoding="utf-8") == content
assert str(spill_file) in result
def test_local_env_persists_to_spillover_not_sandbox(self):
"""LocalEnvironment routes host-side: no env.execute() shell-out."""
from tools.environments.local import LocalEnvironment
env = MagicMock(spec=LocalEnvironment)
content = "y" * 60_000
result = maybe_persist_tool_result(
content=content,
tool_name="terminal",
tool_use_id="tc_local_1",
env=env,
threshold=30_000,
)
assert PERSISTED_OUTPUT_TAG in result
assert (get_spillover_dir() / "tc_local_1.txt").exists()
env.execute.assert_not_called()
def test_remote_env_probe_success_references_mounted_path(self):
"""Remote env: host-side write is canonical; when the sandbox can read
the mounted/synced spillover path, the reference uses it and no
in-sandbox copy is written."""
env = MagicMock() # not a LocalEnvironment
env.execute.return_value = {"output": "", "returncode": 0} # probe OK
content = "z" * 60_000
result = maybe_persist_tool_result(
content=content,
tool_name="terminal",
tool_use_id="tc_remote_1",
env=env,
threshold=30_000,
)
assert PERSISTED_OUTPUT_TAG in result
# Canonical host copy always exists now.
assert (get_spillover_dir() / "tc_remote_1.txt").exists()
# Only the readability probe ran — no cat-into-sandbox call.
assert env.execute.call_count == 1
assert "test -r" in env.execute.call_args[0][0]
def test_remote_env_probe_failure_falls_back_to_sandbox_write(self):
"""Persistent containers without the spillover mount still get a
readable in-sandbox copy."""
env = MagicMock()
env.execute.side_effect = [
{"output": "", "returncode": 1}, # probe: not readable
{"output": "", "returncode": 0}, # cat > sandbox path
{"output": "60000\n", "returncode": 0}, # wc -c verification
]
env.get_temp_dir.return_value = "/tmp"
content = "z" * 60_000
result = maybe_persist_tool_result(
content=content,
tool_name="terminal",
tool_use_id="tc_remote_2",
env=env,
threshold=30_000,
)
assert PERSISTED_OUTPUT_TAG in result
assert "/tmp/hermes-results/tc_remote_2.txt" in result
assert env.execute.call_count == 3
# Host canonical copy exists regardless.
assert (get_spillover_dir() / "tc_remote_2.txt").exists()
def test_spillover_write_failure_falls_back_to_inline(self, monkeypatch):
import tools.tool_result_storage as trs
monkeypatch.setattr(trs, "_write_to_spillover", lambda *a, **k: None)
content = "w" * 60_000
result = maybe_persist_tool_result(
content=content,
tool_name="tool_call",
tool_use_id="tc_fail_1",
env=None,
threshold=30_000,
)
assert "could not be saved" in result
assert PERSISTED_OUTPUT_TAG not in result
def test_cleanup_spillover_cache_removes_old_keeps_new(self):
import os
import time as _time
spill_dir = get_spillover_dir()
spill_dir.mkdir(parents=True, exist_ok=True)
old = spill_dir / "old.txt"
new = spill_dir / "new.txt"
old.write_text("old", encoding="utf-8")
new.write_text("new", encoding="utf-8")
stale = _time.time() - (48 * 3600)
os.utime(old, (stale, stale))
removed = cleanup_spillover_cache(max_age_hours=24)
assert removed == 1
assert not old.exists()
assert new.exists()
def test_cleanup_missing_dir_returns_zero(self):
assert cleanup_spillover_cache() == 0
def test_first_spill_prunes_expired_files(self):
"""The once-per-process prune fires on the first host-side spill."""
import os
import time as _time
spill_dir = get_spillover_dir()
spill_dir.mkdir(parents=True, exist_ok=True)
old = spill_dir / "ancient.txt"
old.write_text("ancient", encoding="utf-8")
stale = _time.time() - (48 * 3600)
os.utime(old, (stale, stale))
maybe_persist_tool_result(
content="v" * 60_000,
tool_name="tool_call",
tool_use_id="tc_prune_1",
env=None,
threshold=30_000,
)
assert not old.exists()
assert (spill_dir / "tc_prune_1.txt").exists()
# ── recovery hint in the persisted preview ────────────────────────────
# ── MCP envelope unwrapping (#90426) ──────────────────────────────────
class TestPageableText:
"""Only the MCP handler's own envelope shape is unwrapped; every other JSON stays opaque."""
def test_single_result_envelope_is_unwrapped(self):
assert _pageable_text(json.dumps({"result": "line one\nline two"})) == "line one\nline two"
def test_envelope_metadata_is_kept_after_the_text(self):
out = _pageable_text(json.dumps({"result": "text\n", "structuredContent": {"answer": 42}}))
text, marker, tail = out.partition("\n\n<mcp-result-metadata>\n")
assert text == "text\n"
assert marker
assert json.loads(tail.split("\n</mcp-result-metadata>")[0]) == {"structuredContent": {"answer": 42}}
@pytest.mark.parametrize(
"content",
[
json.dumps({"output": "line\n", "exit_code": 0}), # ordinary tool JSON
json.dumps({"result": "line\n", "exit_code": 0}), # unknown sibling key
json.dumps([{"result": "line\n"}]), # not an object
json.dumps({"result": {"blob": "line\n"}}), # structuredContent-only style
json.dumps({"structuredContent": {"a": 1}}), # no model-facing text at all
json.dumps({"result": ""}), # empty text
"not json at all",
"plain text result",
],
)
def test_unrecognized_content_is_verbatim(self, content):
assert _pageable_text(content) == content
class TestMcpEnvelopeSpillover:
"""An oversized MCP result spills its pageable text, not one escaped JSON line (#90426)."""
@pytest.fixture(autouse=True)
def _isolated_home(self, tmp_path, monkeypatch):
monkeypatch.setenv("HERMES_HOME", str(tmp_path / ".hermes"))
import tools.tool_result_storage as trs
monkeypatch.setattr(trs, "_spillover_pruned_homes", set())
yield
def test_envelope_spills_real_newlines(self):
markdown = "# Research guide\n\n" + "pageable content\n" * 4_000
envelope = json.dumps({"result": markdown}, ensure_ascii=False)
assert len(envelope) > 30_000
result = maybe_persist_tool_result(
content=envelope, tool_name="mcp__archive__read_guide", tool_use_id="tc_mcp_text",
env=None, threshold=30_000)
assert PERSISTED_OUTPUT_TAG in result
spill_file = get_spillover_dir() / "tc_mcp_text.txt"
assert spill_file.read_text(encoding="utf-8") == markdown
# read_file offset/limit is only usable if the preview is the text too.
preview = result.split("Preview (first", 1)[1]
assert "# Research guide" in preview
assert "\\n" not in preview
def test_metadata_survives_after_the_text(self):
markdown = "body line\n" * 5_000
envelope = json.dumps({"result": markdown, "structuredContent": {"count": 5_000}})
maybe_persist_tool_result(
content=envelope, tool_name="mcp__archive__structured", tool_use_id="tc_mcp_meta",
env=None, threshold=30_000)
spill = (get_spillover_dir() / "tc_mcp_meta.txt").read_text(encoding="utf-8")
text, _, tail = spill.partition("\n\n<mcp-result-metadata>\n")
assert text == markdown
assert json.loads(tail.split("\n</mcp-result-metadata>")[0]) == {"structuredContent": {"count": 5_000}}
def test_non_envelope_json_still_verbatim(self):
content = json.dumps({"output": "line\n" * 8_000, "exit_code": 0})
maybe_persist_tool_result(
content=content, tool_name="terminal", tool_use_id="tc_json_verbatim",
env=None, threshold=30_000)
assert (get_spillover_dir() / "tc_json_verbatim.txt").read_text(encoding="utf-8") == content
def test_structured_content_only_result_still_verbatim(self):
content = json.dumps({"result": {"blob": "z" * 40_000}})
maybe_persist_tool_result(
content=content, tool_name="mcp__archive__opaque", tool_use_id="tc_mcp_opaque",
env=None, threshold=30_000)
assert (get_spillover_dir() / "tc_mcp_opaque.txt").read_text(encoding="utf-8") == content
def test_sandbox_write_carries_pageable_text(self):
env = MagicMock() # not a LocalEnvironment -> remote path
env.execute.side_effect = [
{"output": "", "returncode": 1}, # mounted-path probe: not readable
{"output": "", "returncode": 0}, # cat > sandbox path
{"output": "", "returncode": 1}, # wc -c probe: no answer -> best effort
]
env.get_temp_dir.return_value = ""
markdown = "remote line\n" * 5_000
maybe_persist_tool_result(
content=json.dumps({"result": markdown}), tool_name="mcp__archive__remote",
tool_use_id="tc_mcp_remote", env=env, threshold=30_000)
assert env.execute.call_args_list[1][1]["stdin_data"] == markdown
def test_turn_budget_spill_unwraps_envelope(self):
"""The aggregate layer persists under __budget_enforcement__, so a tool-name gate would
miss the very results it must fix; the shape gate still applies."""
markdown = "budgeted line\n" * 3_000
msgs = [{
"role": "tool", "name": "mcp__archive__read", "tool_call_id": "tc_budget_mcp",
"content": json.dumps({"result": markdown}),
}]
enforce_turn_budget(msgs, env=None, config=BudgetConfig(turn_budget=10_000))
assert PERSISTED_OUTPUT_TAG in msgs[0]["content"]
assert (get_spillover_dir() / "tc_budget_mcp.txt").read_text(encoding="utf-8") == markdown