assess only added SECRETS.local.md to analysis/.gitignore, leaving
*.local.patch uncovered until harden's own Step 0 ran. Both patterns are
now written by whichever command runs first.
A red-team pass found four ways credential values still reached
shareable artifacts after the initial redaction:
- the remediation patch: a diff removing a hardcoded secret carries the
raw value on its '-' lines by construction. harden now splits output:
non-credential hunks in the shareable security_remediation.patch,
credential hunks in a gitignored security_remediation.local.patch
with comment-only placeholders in the shareable file
- the other four agents had no secret-handling rules. legacy-analyst
(hardcoded-config evidence in tech-debt findings),
business-rules-extractor (credentials recorded as rule parameters),
test-engineer (legacy literals becoming committed test fixtures), and
architecture-critic (quoted code in notes files) now all mask values
and cite file:line; assess's tech-debt prompt and ASSESSMENT.md
masking now cover every section, not just Security Findings
- non-git projects: a .gitignore protects nothing under SVN/Mercurial.
Both commands now refuse --show-secrets without git and write the
quarantine file to ~/.modernize/<system>/ outside the project tree
- the patch-apply instruction was wrong in both documented layouts
(symlinked legacy/ broke relative paths). Patches are now written
with project-root-relative paths and applied from the project root
Also: --show-secrets is now position-independent in both commands, and
the README documents the full model.
Legacy systems often contain live credentials, and assessment/findings
files get committed and shared. Previously the security-auditor agent
reported hardcoded secrets verbatim into ASSESSMENT.md and
SECURITY_FINDINGS.md.
- security-auditor: mandatory secret-handling rules — mask all credential
values (file:line + 2-4 char preview), redact secrets from echoed tool
output, recommend rotation for anything that looks live
- assess/harden: gitignore-verified SECRETS.local.md quarantine file for
the per-credential inventory; findings files get masked entries and a
pointer only
- new --show-secrets flag opts into raw values in the quarantine file
(and only there)
- README: document the behavior and advise users of earlier versions to
check for already-committed findings and rotate
Refreshes the marketplace listing description for the AWS Startup Advisor
plugin at the maintainer's request.
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Adds an additional marketplace entry named `vanta` pointing to the same
source as the existing `vanta-mcp-plugin` entry (VantaInc/vanta-mcp-plugin
at the pinned SHA `345d86b5`). No code change — same upstream the existing
entry already uses; this exposes the plugin under the developer's canonical
plugin name (`vanta`, per the repo's plugin.json) alongside the existing slug.
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Fixes#2159. The Stop hook emits feedback via
`hookSpecificOutput: {hookEventName: "Stop", additionalContext}`, but
`Stop`/`SubagentStop` are NOT members of CC's `hookSpecificOutput`
discriminated union (coreSchemas.ts — valid members are PreToolUse,
PostToolUse, UserPromptSubmit, SessionStart, etc.). So the emitted shape
violates CC's documented hook-output schema.
Impact is CC-version-dependent — important nuance, established empirically:
- Reporter (array0224-cloud) on CLI 2.1.150 / 2.1.152: CC rejects the
Stop feedback; the block/reason never reaches the model, so the
auto-rewake/fix loop is lost. (Detection still runs + logs.)
- On CLI 2.1.160 (current) the asyncRewake completion path is lenient:
its gate is `isSyncHookJSONOutput` (hooks.ts) which is just
`!(json.async === true)` — NOT a strict schema parse. So the invalid
hookSpecificOutput is tolerated: metrics + rewakeSummary are still
consumed and the model still receives the findings. I could NOT
reproduce the rejection on 2.1.160, and BQ confirms Stop-path
vulns_found metrics are recorded normally (~21k with-vuln fires / 3d),
i.e. NOT dropped. (An earlier draft of this message claimed metrics
were dropped — that was wrong; corrected after checking telemetry +
repro'ing the old plugin on 2.1.160.)
So this is defensive schema-correctness: the plugin should emit output
that conforms to CC's documented union regardless of how strictly a given
CC version validates it. The reporter's environment validates strictly;
relying on the current version's leniency is fragile.
Fix (CC's documented asyncRewake "clean pattern" — hooks.ts: "error text
on stderr, JSON on stdout"):
- For Stop/SubagentStop, emit_metrics writes guidance to stderr (the
asyncRewake body channel CC delivers via `stderr || stdout`) and sets
top-level `decision: "block"` + `reason` (valid SyncHookJSONOutput
fields; also the documented sync Stop-hook contract for the `-p`
fallback). It does NOT emit a Stop hookSpecificOutput.
- PostToolUse (commit-review, push-sweep) is unchanged — valid union
member, keeps the modern hookSpecificOutput protocol.
Verified locally on macOS Python 3.13:
- py_compile clean.
- 11 new tests (test_2159_stop_hook_schema.py) pin the contract: Stop
output carries no hookSpecificOutput, uses top-level decision/reason,
writes guidance to stderr; the emitted hookEventName (when present) is
a valid union member. 2 existing tests that asserted the buggy
Stop->hookSpecificOutput shape were corrected. Full suite 464/464
pass + 2 skipped.
- END-TO-END in /tmux on CLI 2.1.160:
* FIXED plugin (2.0.3): staged pickle.loads + os.system, benign edit
pulls the file into review_set; Stop LLM review found 2 critical
vulns; CC delivered a clean rewake ("Background security review
found issues" + both findings). All hooks (UPS, PostToolUse[Edit]
pattern, PostToolUse[Bash] commit-review, Stop) fired clean; zero
schema rejections / errors / http_err in the debug log.
* OLD plugin (2.0.2) on the SAME 2.1.160: also delivered Stop feedback
(confirming the no-repro-on-latest finding above) — which proves the
fix carries NO regression risk on current CC while making the output
robust for the stricter versions where it actually breaks.
Version bumped 2.0.2 -> 2.0.3 per the per-PR-bump policy (#2114: a bump is
the only way the fix reaches the existing fleet — relevant for users still
on the CC versions where this breaks).
Closes#2159.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
sagemaker-ai was dropped from the marketplace in #1762 (validate-plugins
adoption) due to a manifest/YAML error. AWS has since fixed it; the plugin
validates clean at awslabs/agent-plugins@187edde (claude plugin validate passes).
Re-listed as a git-subdir source SHA-pinned to current monorepo HEAD,
matching its sibling AWS entries (deploy-on-aws, databases-on-aws).
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Both plugins in awslabs/agent-plugins had their subpaths edited in commit
187edde (after the morning bump cron pinned them to f16aaf2a), so they fell
behind again on merge. Manual catch-up bump to current monorepo HEAD.
- databases-on-aws: 4 files changed under plugins/databases-on-aws/ (v1.1.0)
- deploy-on-aws: 7 files changed under plugins/deploy-on-aws/ (v1.2.0)
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
PR #2112's telemetry visibility surfaced an immediate finding from
the first 3h of v2.0.1 data: **2,406 phase=2 / err=99 sessions** —
"venv stage / uncategorized" — dominating BUILD_FAILED. The original
err_kind detection patterns were all pip-flavored (pip_no_match,
dns_fail, ssl_verify, etc.) and didn't catch venv-creation failure
modes, so they all collapsed to the catch-all _uncategorized (99)
bucket.
This PR fills the gap on two axes.
## 1. Five new venv-specific err_kind categories (codes 11-15)
Each gated on `err_phase == "venv"` so the same substring doesn't
mis-fire in pip-phase failures:
- 11 `venv_ensurepip_fail` — Debian/Ubuntu without python3-venv
installed; stderr matches "ensurepip is not available" or
"ensurepip ... returned non-zero". Predicted to be the biggest
chunk based on Linux distro market share.
- 12 `venv_path_too_long` — Windows MAX_PATH (260) or POSIX
ENAMETOOLONG. Triggered when state_dir + venv layout exceeds
the path limit (deep Lib/site-packages/<pkg>/<...> paths).
- 13 `venv_no_module` — `python3 -m venv` itself missing
("No module named 'venv'"). Rare but distinctive.
- 14 `venv_already_exists` — Errno 17 / "file exists" — sentinel
race past O_EXCL or stale dir survived `--clear`.
- 15 `venv_setup_failed` — generic "virtual environment was not
created successfully" catch-all for venv setup failures that
don't match a more specific category.
All 5 occupy reserved slots in SDK_BOOTSTRAP_ERR_CODES per the
APPEND-ONLY contract from PR #2112.
## 2. `sdk_bootstrap_stderr_sig` integer hash
For "other:<tail>" err_kinds (which encode to _uncategorized = 99),
emit a bounded integer hash (0-999) of the first ~30 chars of the
stderr tail. This restores cardinality to the _uncategorized bucket
in BQ aggregation without unbounded keyspace — same stderr message
always maps to the same bucket, so a real failure mode replicating
across thousands of machines clusters cleanly. Bounded at 1000
buckets: well below any "high cardinality" alarm but wide enough to
distinguish ~30 distinct dominant patterns (birthday-paradox
collision probability ~50% at ~37 distinct inputs).
The field auto-omits (`if sig:` gate) when err_kind is categorized
— no key-budget cost on the common-case categorized failures.
## Version bump 2.0.1 → 2.0.2
PR #2114 confirmed the version-bump mechanism is the only way to
propagate code changes to the existing fleet — without a bump, CC's
plugin updater short-circuits on string-equality of installation
version vs marketplace version. Following the policy we established:
**bump patch on every functional PR**.
By 17:31:42Z on 2026-06-01 (1m22s after #2114 merged), v2.0.1 was
already appearing in BQ. v2.0.2 should follow the same propagation
curve — ~30% adoption within 3 hours, full convergence within a few
days.
## Verified locally
- py_compile clean.
- 15 new tests in test_venv_failure_deepdive.py (added to internal
test suite at sg-staging/tests/, not in this PR):
* 5 parametrized: each new err_kind maps to its expected code (11-15).
* 1 APPEND-ONLY regression: existing codes 1-10 + 99 unchanged.
* 6 stderr_sig: non-other inputs → 0; None/empty → 0; deterministic
same-input → same-output; bounded to 0-999; distinct inputs →
distinct hashes (5/5 with P(collision) ≈ 1%); leading-chars focus
(path-varying stderr with shared 30-char prefix collide as designed).
* 1 static-shape catcher: every new `err_kind = "venv_..."` branch
in main() is guarded by `err_phase == "venv"`. Catches the
regression where someone adds a venv pattern without the phase
gate and starts mis-categorizing pip-phase failures.
* 1 map-coverage: all err_kind strings assigned anywhere in
ensure_agent_sdk.main() are present in SDK_BOOTSTRAP_ERR_CODES
(catches new categories added in code but forgotten in the map).
* 1 emit-shape: the metric block uses `_encode_stderr_sig`, the
`sdk_bootstrap_stderr_sig` key is written conditionally on `if
sig:`. Catches the regression where someone removes the
helper or makes the emit unconditional (would pad every
categorized BUILD_FAILED row with a zero-valued field).
- Full suite: 452/452 pass + 2 skipped (live API tests, opt-in).
## What this unblocks in BQ
```sql
-- For the 2,406 sessions/3h that were phase=2/err=99 on v2.0.1,
-- v2.0.2+ will split them across the new categories. Query:
SELECT
CAST(JSON_VALUE(additional_metadata, "$.sdk_bootstrap_err") AS INT64) AS err,
CAST(JSON_VALUE(additional_metadata, "$.sdk_bootstrap_stderr_sig") AS INT64) AS sig,
COUNT(*) AS sessions
FROM `proj-product-data-nhme.raw_events.claude_code_internal_event`
WHERE _PARTITIONTIME >= ...
AND CAST(JSON_VALUE(additional_metadata, "$.sdk_bootstrap") AS INT64) = 3
AND CAST(JSON_VALUE(additional_metadata, "$.sdk_bootstrap_phase") AS INT64) = 2 -- venv
GROUP BY err, sig
ORDER BY sessions DESC
```
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
The nvidia-skills entry was added in PR #2088 with:
"source": {
"source": "git-subdir",
"url": "https://github.com/NVIDIA/skills.git",
"path": "plugins/nvidia-skills",
"ref": "main"
}
It's missing the required `sha` field. The marketplace validator
enforces invariant I5 ("source.sha is missing or not a 40-char hex
SHA") on every git-subdir source — without it, the action fails:
##[error]invariant I5: nvidia-skills: source.sha is missing or not
a 40-char hex SHA
This has been silently failing the "Validate Plugins" CI on every
PR that touches marketplace.json since #2088 merged on 2026-05-03.
Confirmed by checking the last 5 completed validate runs on main —
all 5 ❌, including PR #2114 (security-guidance bump that you merged
earlier today). The validator failure was getting swallowed because
all the other PR-level checks (Check MCP URLs, Scan Plugins, Validate
Plugin Licenses) were passing, and humans were `gh pr merge --admin`-ing
through it.
Fix: add the sha field pinned to the current upstream HEAD of
github.com/NVIDIA/skills.git on the `main` branch.
Resolved via: git ls-remote https://github.com/NVIDIA/skills.git refs/heads/main
SHA: 62b685a20ac45285cafd1e22782abbed33172c17
This mirrors the shape of other git-subdir entries with both `ref`
and `sha` (e.g. 42crunch-api-security-testing pins ref="v1.5.5",
sha="b404d99a...", adobe-for-creativity pins ref="main", sha="8d74ee6b...").
Unblocks every in-flight PR that touches marketplace.json — including
PR #2154 (security-guidance venv-deepdive) which is currently
red-blocked on this.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
The 8 PRs we shipped since 2026-05-26 (#2076, #2077, #2078, #2086,
#2091, #2100, #2101, #2105) all changed plugin code without bumping
the version. CC's plugin updater uses string equality for the
freshness check (pluginOperations.ts:1835):
const isUpToDate =
installation.version === newVersion ||
installation.installPath === versionedPath ||
installation.installPath === zipPath
if (isUpToDate) return { alreadyUpToDate: true }
Users who installed v2.0.0 anywhere between 2026-05-26 and 2026-05-31
have `installation.version === "2.0.0"` in their installed_plugins.json.
The marketplace also advertises "2.0.0" (until this commit), so
isUpToDate returns true and the plugin cache directory is never
refreshed — they keep running whatever 2.0.0 code was current on the
day they installed. The marketplace git pull happens; the per-user
cache install does NOT.
Empirical evidence: in BQ today (5/31) on Windows v2.0.0 fires,
**73% emit sdk_bootstrap outcome 4 (SKIP_WIN32)** — a code path
retired in PR #2055's Windows-enable fix. Those users are running a
plugin tree that pre-dates the fix, even though their telemetry
shows pv=20000.
The fix is a one-line version bump. Once the marketplace advertises
2.0.1, every CC autoupdate cycle sees installation.version (2.0.0)
!= newVersion (2.0.1), installs the new version, and the user's next
session loads the fixed code.
This PR:
1. plugins/security-guidance/.claude-plugin/plugin.json: 2.0.0 → 2.0.1
2. .claude-plugin/marketplace.json security-guidance entry: 2.0.0 → 2.0.1
What 2.0.1 carries (versus 2.0.0 as published 5/26):
- #2076 — Graphite gt commit/push detection
- #2077 — hookSpecificOutput.additionalContext on async-rewake exit-2
- #2078 — CLAUDE_CONFIG_DIR support
- #2086 — core.quotePath=false on diff feeders (Arabic/Hebrew/CJK paths)
- #2091 — fix Bash(...|...) if-clause regression from #2076
- #2100 — drop text=True from subprocess.run, bake PYTHONUTF8=1 (Windows non-cp1252 path crash)
- #2101 — core.quotePath=false on GIT_CMD globally
- #2105 — output_format → output_config.format API migration (#2098)
Verified locally:
- plugin.json + marketplace.json both valid JSON.
- _read_plugin_version_int() returns 20001 (was 20000).
- Existing test suite passes — 408 tests, no regressions caused by
the version bump itself. (29 unrelated failures are from
test_telemetry_failure_signals.py which expects PR #2112's
not-yet-merged code.)
Going forward: bumping `patch` on every functional PR closes this
gap entirely. Without that policy, every fix only reaches NEW
installs, never the existing fleet.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Fills two failure-visibility gaps in plugin telemetry.
## Gap 1: HTTP errors from _call_claude invisible
Before: a 4xx/5xx response from the LLM API caused `_call_claude` to
return None and produce ZERO fingerprint in tengu_hook_plugin_metrics.
A failed call looked identical to "no review needed". The recent
deprecation-400 outage (PR #2105, output_format → output_config.format,
#2098) was invisible in aggregate dashboards until a user manually
reported errors from their debug log. Cohort-specific or partial
outages would never show up in BQ.
Fix: add `http_err_last` (most recent status) and `http_err_count`
to the existing `_USAGE` accumulator in `_base.py`. `_usage_metrics()`
snapshots them whenever count > 0 (skip-path no-pollute contract
preserved when count == 0). All `_call_claude` error sites now call
the new `_record_http_error()` helper alongside the existing
`_last_call_claude_http_error` module-state assignment.
Now any future API failure category is queryable in BQ in real time:
SELECT
DATE(server_timestamp, "America/Los_Angeles") AS d,
CAST(JSON_VALUE(additional_metadata, "$.http_err_last") AS INT64) AS code,
COUNT(*) AS n
FROM ... WHERE event_name = "tengu_hook_plugin_metrics"
AND JSON_VALUE(additional_metadata, "$.pluginId") LIKE "%security-guidance%"
AND JSON_VALUE(additional_metadata, "$.http_err_count") IS NOT NULL
GROUP BY d, code ORDER BY d, n DESC
## Gap 2: sdk_bootstrap_phase / sdk_bootstrap_err always NULL in BQ
Before: ensure_agent_sdk.py emitted these as strings (e.g. "pip",
"dns_fail"). CC's plugin-metrics pipeline silently drops
plugin-emitted string values — only bool|finite-number plugin metrics
reach BigQuery. (CC-core fields like `subscription_type` are exempt
because they're injected downstream of plugin validation.)
Confirmed empirically: ~185K BUILD_FAILED rows in BQ over the past 2
days had `sdk_bootstrap_phase` = NULL and `sdk_bootstrap_err` = NULL
despite the Python code emitting them. ~28K BUILD_FAILED sessions/day
had no diagnostic split — flying blind on whether the failures are
pip-no-match vs dns-fail vs ssl-verify vs proxy-auth etc.
Fix: encode phase + err_kind as stable integers via
SDK_BOOTSTRAP_PHASE_CODES and SDK_BOOTSTRAP_ERR_CODES. Phase: 1=pre,
2=venv, 3=pip, 4=main. Err: 10 known categories (1-10), 11-98
reserved, 99 = uncategorized catch-all (covers "exc:<X>", "other:<X>",
and unmapped strings). APPEND-ONLY for telemetry stability.
Also corrects the misleading "CC accepts string metric values"
comment in ensure_agent_sdk.py that led to the bug originally.
Verified locally on macOS Python 3.13:
- py_compile clean.
- 32 new tests in test_telemetry_failure_signals.py (added to
internal test suite at sg-staging/tests/, not in this PR):
* 4 HTTP-error tracking unit tests: _record_http_error increments
count + tracks most-recent; handles None/invalid; -1 for
network/timeout.
* 4 _usage_metrics emission tests: empty when no activity;
successful call has no http_err fields; failure-only has http_err
and no api_calls; mixed has both.
* 1 contract test: every emitted value is bool|finite-number
(catches future regression of the string-dropping bug class).
* 13 sdk_bootstrap encoding tests (parametrized over the 10 known
err_kind categories + 5 catch-all shapes): each maps to the
right integer; unknown phase = 0; unknown err = 99.
* 1 static-shape regression catcher: every `err_kind = "..."`
string in ensure_agent_sdk.main() must be in
SDK_BOOTSTRAP_ERR_CODES (otherwise new err_kinds silently
collapse to 99).
* 2 emit-shape regression catchers: the assignments in main() go
through _encode_phase / _encode_err_kind helpers (no raw
strings); no literal string values for sdk_bootstrap_phase/err.
* 1 comment-accuracy: the misleading "CC accepts string metric
values" comment is gone.
- Full suite: 437/437 pass + 2 skipped (live API tests, opt-in).
NOT verified end-to-end against BQ — would require shipping +
observing in production for 24h to confirm the http_err and
sdk_bootstrap_phase/err fields actually appear in
tengu_hook_plugin_metrics rows. The unit tests pin the contract; if
the wire shape is broken, BQ will show NULL for the new fields and we
revisit (with the same diagnostic the BUILD_FAILED bug gave us).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-05-31 08:34:35 -07:00
15 changed files with 815 additions and 161 deletions
`/modernize-assess` works best with [`scc`](https://github.com/boyter/scc) (LOC + complexity + COCOMO) or [`cloc`](https://github.com/AlDanial/cloc), and falls back to `find`/`wc` if neither is installed. Portfolio mode also benefits from [`lizard`](https://github.com/terryyin/lizard) (cyclomatic complexity). The commands degrade gracefully without them, but the metrics will be coarser.
## Secret handling
Legacy systems routinely contain live credentials, and assessment artifacts get committed and shared. **Every agent in this plugin masks credential values** — findings, rule-card parameters, architecture notes, and test fixtures cite `file:line` with a masked preview (`AKIA****`), never the value. When credentials are found, a per-credential inventory (type, location, blast radius, rotation recommendation) is written to `analysis/<system>/SECRETS.local.md`, which the commands gitignore before writing; on non-git projects the quarantine file goes to `~/.modernize/<system>/` instead. `/modernize-harden` splits its remediation diff so credential-removal hunks (which necessarily contain the raw value) land in a gitignored `security_remediation.local.patch`, never the shareable patch. Pass `--show-secrets` to include raw values in the quarantine file (and only there). If you ran an earlier version of this plugin on a real system, check whether `analysis/` artifacts containing credentials were committed or shared, and rotate anything that was.
## Commands
The commands are designed to be run in order, but each produces a standalone artifact so you can stop, review, and resume.
"description":"Security review for Claude-generated code. Pattern-based warnings on edits, LLM-powered diff review on Stop, and an agentic commit reviewer that catches injection, XSS, SSRF, hardcoded secrets, and 25+ other vulnerability classes.",
distinct from rewakeSummary which is the task-notification one-liner.
@@ -237,10 +256,9 @@ def emit_metrics(
surface; systemMessage adds a per-fire override when the static
rewakeMessage isn't specific enough for the finding being shown.
`hook_event_name` (used only when additional_context is set): which event
the hookSpecificOutput attaches to. Defaults to "PostToolUse"since the
commit-review and push-sweep handlers are the most common callers;
handle_stop_hook explicitly passes "Stop".
`hook_event_name` (used only when additional_context is set): selects the
delivery channel above. Defaults to "PostToolUse"(commit-review and
push-sweep are the most common callers); handle_stop_hook passes "Stop".
"""
head={}
if_PVand"pv"notinmetrics:
@@ -252,14 +270,23 @@ def emit_metrics(
ifrewake_summary:
out["rewakeSummary"]=rewake_summary
ifadditional_context:
# Wrap in hookSpecificOutput per CC's modern hook-output contract.
# Drops the legacy `sys.stderr.write(...) + sys.exit(2)` shape that
# left CC's UI showing "denied with no reason" (#1783) and triggered
# "json output validation failed" on older CC versions (#1375).
out["hookSpecificOutput"]={
"hookEventName":hook_event_name,
"additionalContext":additional_context,
}
ifhook_event_namein("Stop","SubagentStop"):
# Stop is NOT in CC's hookSpecificOutput union — emitting it there
# fails schema validation and drops metrics+rewakeSummary (#2159).
# Clean pattern: guidance on stderr(the asyncRewake body channel,
# delivered via `stderr || stdout`), top-level decision/reason for
# the sync-fallback path. stdout JSON stays valid so metrics +
# rewakeSummary survive.
sys.stderr.write(additional_context)
sys.stderr.flush()
out["decision"]="block"
out["reason"]=additional_context
else:
# PostToolUse et al. — valid union member; modern protocol.
out["hookSpecificOutput"]={
"hookEventName":hook_event_name,
"additionalContext":additional_context,
}
ifsystem_message:
out["systemMessage"]=system_message
print(json.dumps(out),flush=True)
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