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AI Slop Code RIsk Monitor

microsoft/pg_durable

PostgreSQL in-database durable execution

4.9 Low pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for microsoft/pg_durable, a Rust project with 2,832 GitHub stars. SynthScan examined 105,253 lines of code across 319 source files, recording 333 pattern matches distributed across 16 syntactic categories. The legacy adjusted pattern signal is 4.9 (Low pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

4.9
Adjusted Signal
4.9
Raw Pattern Score
100%
Time Factor
2026-10-09
Last Push
2.8K
Stars
Rust
Language
105.3K
Lines of Code
319
Files
333
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

Use each vector to guide manual verification of the underlying findings.

Cognitive Ownership Risk 14.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 271 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 12.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 158 finding(s).

PR Review Velocity Impact 20.6/100 · LOW

Which changes need focused human review? 333 finding(s).

What These Metrics Mean

Adjusted Signal
Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score
Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor
A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits
Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate
High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files
Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 2MEDIUM 72LOW 259

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 333 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Decorative Section Separators55 hits · 171 pts
SeverityFileLineSnippetContext
MEDIUM.devcontainer/onCreateCommand.sh62# ── Build pg_durable ────────────────────────────────────────────────COMMENT
MEDIUM⚡examples/azure-http-domains/scripts/common.sh18# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡examples/azure-http-domains/scripts/common.sh20# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡examples/azure-http-domains/scripts/common.sh27# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡examples/azure-http-domains/scripts/common.sh29# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/azure-http-domains/scripts/common.sh56# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/azure-http-domains/scripts/common.sh58# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/azure-http-domains/scripts/common.sh78# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/azure-http-domains/scripts/common.sh80# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/azure-http-domains/scripts/common.sh98# ---------------------------------------------------------------------------COMMENT
MEDIUMexamples/azure-http-domains/scripts/common.sh100# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/run-pgspot.sh65# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-all-local.sh74# ── 1. Unit Tests ────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/test-all-local.sh90# ── 2. E2E Tests ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/test-all-local.sh106# ── 3. pg_regress Tests ──────────────────────────────────────────────────────COMMENT
MEDIUMscripts/test-all-local.sh134# ── Summary ──────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/test-shutdown.sh92# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh94# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh182# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh184# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh204# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh206# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh232# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh234# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh264# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh266# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh295# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-shutdown.sh297# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-coverage.sh133# ── Step 1: Clean previous coverage data ──────────────────────────────COMMENT
MEDIUMscripts/test-coverage.sh139# ── Step 2: Build extension with coverage instrumentation ─────────────COMMENT
MEDIUMscripts/test-coverage.sh174# ── Step 2b (optional): Run pgrx unit tests ──────────────────────────COMMENT
MEDIUMscripts/test-coverage.sh202# ── Step N: Run E2E tests ─────────────────────────────────────────────COMMENT
MEDIUMscripts/test-coverage.sh240# ── Final step: Merge and report ──────────────────────────────────────COMMENT
MEDIUMscripts/test-epoch-race.sh89# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-epoch-race.sh91# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-epoch-race.sh217# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-epoch-race.sh219# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-epoch-race.sh237# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-epoch-race.sh239# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-epoch-race.sh344# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-epoch-race.sh346# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/test-upgrade.sh233# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh235# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh343# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh345# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh491# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh493# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh736# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh738# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh809# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh811# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh1136# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh1138# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh1384# ============================================================================COMMENT
MEDIUMscripts/test-upgrade.sh1386# ============================================================================COMMENT
Hyper-Verbose Identifiers100 hits · 103 pts
SeverityFileLineSnippetContext
LOWtests/test_docker_runner.py85 def test_fixed_image_skips_every_local_special_phase(self):STRING
LOW⚡tests/test_docker_runner.py104 def test_sql_failure_is_reported_and_next_test_runs(self):STRING
LOW⚡tests/test_docker_runner.py113 def test_failure_marker_wins_over_pass_marker(self):STRING
LOW⚡tests/test_docker_runner.py121 def test_readiness_timeout_does_not_run_tests(self):STRING
LOW⚡tests/test_docker_runner.py128 def test_success_exit_without_completion_marker_fails(self):STRING
LOW⚡tests/test_docker_runner.py138 def test_copy_failure_does_not_run_missing_tests(self):STRING
LOW⚡tests/test_docker_runner.py144 def test_version_failure_is_reported_before_tests(self):STRING
LOW⚡tests/test_docker_runner.py151 def test_isolated_container_and_image_overrides(self):STRING
LOWtests/e2e/shapes/test_runner.py71 def test_fixed_corpus_family_and_order_totals(self):CODE
LOWtests/e2e/shapes/test_runner.py86 def test_loads_expectations_without_recomputing_them(self):CODE
LOWtests/e2e/shapes/test_runner.py92 def test_corpus_uses_qualified_helper_for_every_marker(self):CODE
LOWtests/e2e/shapes/test_runner.py109 def test_wrapper_defines_invoker_helper_before_start(self):CODE
LOWtests/e2e/shapes/test_runner.py119 def test_invalid_manifest_structure(self):CODE
LOWtests/e2e/shapes/test_runner.py142 def test_duplicate_ids_and_json_keys(self):CODE
LOWtests/e2e/shapes/test_runner.py175 def test_rejects_unknown_assertions_and_invalid_order(self):CODE
LOWtests/e2e/shapes/test_runner.py189 def test_invalid_semantic_fields(self):CODE
LOWtests/e2e/shapes/test_runner.py212 def test_invalid_relation_fields_and_counts(self):CODE
LOWtests/e2e/shapes/test_runner.py229 def test_required_fields_nonfinite_json_and_duplicate_family_ids(self):CODE
LOWtests/e2e/shapes/test_runner.py255 def test_json_null_result_is_not_an_absent_result(self):CODE
LOWtests/e2e/shapes/test_runner.py264 def test_check_all_families_does_not_write_and_invalid_case_writes_nothing(self):CODE
LOWtests/e2e/shapes/test_runner.py279 def test_shared_fixture_and_fail_closed_order(self):CODE
LOWtests/e2e/shapes/test_runner.py296 def test_semantic_rendering_cleanup_exact_values_and_error(self):CODE
LOWtests/e2e/shapes/test_runner.py320 def test_semantic_release_signal_validation_and_emission(self):CODE
LOWtests/e2e/shapes/test_runner.py352 def test_relation_rendering_and_deterministic_all_family_cli(self):CODE
LOWtests/e2e/shapes/test_runner.py383 def test_dollar_delimiters_and_assertion_order_are_deterministic(self):CODE
LOWtests/e2e/shapes/test_runner.py401 def test_wrapper_checks_completion_zero_counts_and_unknown_paths(self):CODE
LOWtests/e2e/shapes/test_runner.py414 def test_empty_expected_map_rejects_any_trace(self):CODE
LOWtests/e2e/shapes/test_runner.py419 def test_cli_prepares_repeatable_wrappers_without_changing_manifest(self):CODE
LOWtests/e2e/shapes/test_runner.py434 def test_cli_check_does_not_write_files(self):CODE
LOWtests/e2e/shapes/test_runner.py443 def test_cli_reports_input_and_output_errors(self):CODE
LOWtests/e2e/shapes/test_runner.py513 def test_live_exact_observations(self):CODE
LOWtests/e2e/shapes/test_runner.py543 def test_live_result_and_failed_semantic_cleanup(self):CODE
LOWtests/e2e/shapes/test_runner.py571 def test_live_snapshot_and_quoted_variable_values(self):STRING
LOWtests/e2e/shapes/test_runner.py584 def test_live_snapshot_signal_gate_and_timeout(self):STRING
LOWtests/e2e/shapes/test_runner.py607 def test_live_release_deadline_fails_without_another_wait(self):STRING
LOWtests/e2e/shapes/test_runner.py628 def test_live_relations_nonvacuous_and_multiset(self):STRING
LOWtests/e2e/shapes/test_runner.py724 def test_live_helper_ordinals_and_activity_result(self):STRING
LOW⚡benchmarks/test_run.py27 def test_latency_units_and_nearest_rank_percentiles(self):CODE
LOW⚡benchmarks/test_run.py36 def test_failed_and_incomplete_runs_are_not_successful_samples(self):CODE
LOW⚡benchmarks/test_run.py42 def test_missing_throughput_is_not_reported_as_zero(self):CODE
LOW⚡benchmarks/test_run.py47 def test_multiple_client_logs(self):CODE
LOW⚡benchmarks/test_run.py53 def test_pgbench_output_is_not_read_as_a_transaction_log(self):CODE
LOW⚡benchmarks/test_run.py64 def test_nonzero_exit_is_not_a_successful_measurement(self):CODE
LOW⚡benchmarks/test_run.py71 def test_process_deadline_retains_partial_output(self):CODE
LOW⚡benchmarks/test_run.py77 def test_http_request_mismatch_is_not_a_successful_measurement(self):CODE
LOW⚡benchmarks/test_run.py94 def test_warmup_can_be_disabled(self):CODE
LOW⚡benchmarks/test_run.py97 def test_invalid_sizes_and_counts_are_rejected(self):CODE
LOW⚡benchmarks/test_run.py102 def test_duplicate_concurrency_levels_cannot_overwrite_logs(self):CODE
LOW⚡benchmarks/test_run.py184 def test_interruption_cleans_up_and_records_failure(self):CODE
LOW⚡benchmarks/test_run.py193 def test_report_retains_psql_diagnostics(self):CODE
LOW⚡benchmarks/test_run.py200 def test_cancel_checks_returned_failures_and_remaining_instances(self):CODE
LOW⚡benchmarks/test_run.py209 def test_successful_cancellation_checks_only_this_runs_instances(self):CODE
LOW⚡benchmarks/test_run.py216 def test_sigterm_records_run_identity_and_runs_cleanup(self):CODE
LOWbenchmarks/test_run.py138 def test_output_creation_does_not_mark_clean_source_dirty(self):CODE
LOWbenchmarks/test_run.py143 def test_untracked_source_is_dirty_even_when_git_hides_untracked_files(self):CODE
LOWbenchmarks/test_run.py162 def test_cleanup_failure_marks_results_failed(self):CODE
LOWbenchmarks/test_run.py171 def test_cancellation_failure_still_removes_schema(self):CODE
LOWbenchmarks/test_run.py268 def test_keepalive_drains_request_bodies(self):STRING
LOWbenchmarks/test_run.py283 def test_concurrent_requests_are_not_serialized_by_the_fixture(self):STRING
LOWbenchmarks/test_run.py289 def test_shutdown_closes_keepalive_connections_and_joins_handlers(self):STRING
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Over-Commented Block84 hits · 84 pts
SeverityFileLineSnippetContext
LOWexamples/audio-roundtrip/scripts/provision_azure.sh1#!/usr/bin/env bashCOMMENT
LOWexamples/audio-roundtrip/scripts/live_smoke_check.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/run-pgspot.sh1#!/bin/bashCOMMENT
LOWscripts/run-pgspot.sh21COMMENT
LOWscripts/run-pgspot.sh41 # pg_durable's DSL intentionally exposes unqualified custom operators (forCOMMENT
LOWscripts/test-all-local.sh1#!/bin/bashCOMMENT
LOWscripts/deploy-acr.sh1#!/bin/bashCOMMENT
LOWscripts/test-e2e-docker.sh1#!/bin/bashCOMMENT
LOWscripts/test-shutdown.sh1#!/bin/bashCOMMENT
LOWscripts/test-coverage.sh1#!/bin/bashCOMMENT
LOWscripts/test-coverage.sh21# Examples:COMMENT
LOWscripts/test-unit.sh1#!/bin/bashCOMMENT
LOWscripts/pg-stop.sh1#!/bin/bashCOMMENT
LOWscripts/test-e2e-local.sh1#!/bin/bashCOMMENT
LOWscripts/test-e2e-local.sh21# Examples:COMMENT
LOWscripts/test-e2e-local.sh541 exit 1COMMENT
LOWscripts/test-epoch-race.sh1#!/bin/bashCOMMENT
LOWscripts/measure-memory.sh1#!/bin/bashCOMMENT
LOWscripts/pgspot-gate.sh1#!/bin/bashCOMMENT
LOWscripts/test-upgrade.sh1#!/bin/bashCOMMENT
LOW.github/dependabot.yml1# Dependabot configuration for weekly dependency updates.COMMENT
LOW.github/workflows/docker.yml1name: Docker CICOMMENT
LOWprompts/pg_durable-release.md261# DROP the auto "## What's Changed" PR dump: it just re-lists the PRs theCOMMENT
LOWsrc/types.rs361 Ok(conn)COMMENT
LOWsrc/types.rs1141/// handle SQL escaping in the original query if needed.COMMENT
LOWsrc/types.rs1181 substitute_all_with_options(query, results, vars, sys_vars, false)COMMENT
LOWsrc/types.rs1481 pub vars: std::collections::HashMap<String, String>,COMMENT
LOWsrc/types.rs1501 ///COMMENT
LOWsrc/monitoring.rs41const MAX_CURSOR_LEN: usize = 512;COMMENT
LOWsrc/monitoring.rs141/// worker-credentialed sqlx connection — the same trust boundary the per-instanceCOMMENT
LOWsrc/monitoring.rs381}COMMENT
LOWsrc/monitoring.rs581 // them from duroxide over a worker-credentialed connection (seeCOMMENT
LOWsrc/client.rs341/// The graph is persisted and enqueued on a *separate* PostgreSQL session, soCOMMENT
LOWsrc/lib.rs41pub static ENABLE_SUPERUSER_INSTANCES: GucSetting<bool> = GucSetting::<bool>::new(false);COMMENT
LOWsrc/lib.rs2541 //COMMENT
LOWsrc/worker.rs1821/// since been replaced — so connections are drained before the pool is closed. InCOMMENT
LOWsrc/worker.rs1901 .filter(|id| !is_sub_orchestration(id) && !present.contains(id))COMMENT
LOWsrc/dsl.rs41 format!(COMMENT
LOWsrc/dsl.rs281/// execution time inside the orchestration (see `execute_wait_schedule_node`),COMMENT
LOWsrc/dsl.rs321/// ```sqlCOMMENT
LOWsrc/dsl.rs361pub fn loop_with_policy(COMMENT
LOWsrc/dsl.rs601/// Creates an HTTP request node.COMMENT
LOWsrc/dsl.rs701 node_type: "HTTP".to_string(),COMMENT
LOWsrc/dsl.rs721/// # ArgumentsCOMMENT
LOWsrc/dsl.rs841// SignalsCOMMENT
LOWsrc/dsl.rs921 Ok(_) => "OK".to_string(),COMMENT
LOWsrc/dsl.rs1061 );COMMENT
LOWsrc/dsl.rs1141 ));COMMENT
LOWsrc/dsl.rs1161///COMMENT
LOWsrc/dsl.rs1201/// Schemas from before `transaction_mode` existed declare `df.start(text, text,COMMENT
LOWsrc/dsl.rs1521COMMENT
LOWsrc/dsl.rs1621/// terminal state, returning its final status as plain textCOMMENT
LOWsrc/dsl.rs1641///COMMENT
LOWsrc/explain.rs41 self.status.as_deref()COMMENT
LOWsrc/redact.rs1// Copyright (c) Microsoft Corporation.COMMENT
LOWsrc/ssrf.rs1// Copyright (c) Microsoft Corporation.COMMENT
LOWsrc/ssrf.rs281 }COMMENT
LOWsrc/ssrf.rs301/// Validate the scheme of a canonically parsed URL against the startupCOMMENT
LOWsrc/orchestrations/mod.rs1// Copyright (c) Microsoft Corporation.COMMENT
LOWsrc/orchestrations/execute_function_graph.rs41 /// Node id at the root of the *current* orchestration's node tree: `graph.root_node_id`COMMENT
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Structural Annotation Overuse46 hits · 71 pts
SeverityFileLineSnippetContext
LOW⚡USER_GUIDE.md3350#### Step 1: Check StatusCOMMENT
LOW⚡USER_GUIDE.md3359#### Step 2: Check the Overall ResultCOMMENT
LOW⚡USER_GUIDE.md3367#### Step 3: Visualize the Execution TreeCOMMENT
LOWUSER_GUIDE.md3384#### Step 4: Inspect Individual NodesCOMMENT
LOWUSER_GUIDE.md3404#### Step 5: Trace Variable FlowCOMMENT
LOWdocs/spec-pg-regress.md327### Step 1: Add df.await_instance()COMMENT
LOWdocs/spec-pg-regress.md343### Step 2: Create pg_regress Directory StructureCOMMENT
LOWdocs/spec-pg-regress.md350### Step 3: PGXS Configuration in Root MakefileCOMMENT
LOW⚡docs/spec-pg-regress.md368### Step 4: Convert Phase 1 TestsCOMMENT
LOW⚡docs/spec-pg-regress.md375### Step 5: Update DocumentationCOMMENT
LOW⚡docs/spec-pg-regress.md381### Step 6: Add CI IntegrationCOMMENT
LOWdocs/bgw-applies-migrations.md81#### Step 5: readiness record via `duroxide._worker_ready`COMMENT
LOWdocs/proposal-management-api.md362 // Step 1: Validate preconditionsCOMMENT
LOWdocs/proposal-management-api.md396 // Step 2: Delete from df.* tables FIRST (source of truth)COMMENT
LOWdocs/proposal-management-api.md406 // Step 3: Delete from duroxide (if this fails, background sync will clean up)COMMENT
LOWdocs/proposal-management-api.md488 // Step 1: Check if runningCOMMENT
LOWdocs/proposal-management-api.md495 // Step 2: Try graceful cancelCOMMENT
LOWdocs/proposal-management-api.md515 // Step 3: Check if still running, force delete if neededCOMMENT
LOWdocs/proposal-management-api.md530 // Step 4: Restart the orchestrationCOMMENT
LOWscripts/test-upgrade.sh753 # Step 1: Upgrade path — create at previous version, upgrade to currentCOMMENT
LOWscripts/test-upgrade.sh765 # Step 2: Fresh install at current versionCOMMENT
LOWscripts/test-upgrade.sh1154 # Step 1: Install previous version and create test dataCOMMENT
LOWscripts/test-upgrade.sh1168 # Step 2: UpgradeCOMMENT
LOWscripts/test-upgrade.sh1179 # Step 3: Verify pre-upgrade data is still accessible under the new schemaCOMMENT
LOWprompts/pg_durable-release.md61## Step 0: Open the tracking issue and decide the cut lineCOMMENT
LOWprompts/pg_durable-release.md99## Step 1: Is the CHANGELOG up to date? (do this first)COMMENT
LOWprompts/pg_durable-release.md137## Step 2: Version & upgrade-script sanityCOMMENT
LOWprompts/pg_durable-release.md159## Step 3: Confirm CI is green on the release commitCOMMENT
LOWprompts/pg_durable-release.md186## Step 4: Tag the release (builds the draft Release)COMMENT
LOWprompts/pg_durable-release.md223## Step 5: Fill release notes and publishCOMMENT
LOWprompts/pg_durable-release.md327## Step 6: Confirm GHCR imagesCOMMENT
LOWprompts/pg_durable-release.md438## Step 7: Open the next development cycleCOMMENT
LOWprompts/pg_durable-check-upstream-fixes.md9### Step 1: Review Active BlockersCOMMENT
LOWprompts/pg_durable-check-upstream-fixes.md13### Step 2: Check Issue StatusCOMMENT
LOWprompts/pg_durable-check-upstream-fixes.md24### Step 3: Check if Fix is in a ReleaseCOMMENT
LOWprompts/pg_durable-check-upstream-fixes.md38### Step 4: Review Release NotesCOMMENT
LOWprompts/pg_durable-check-upstream-fixes.md47### Step 5: Update DependencyCOMMENT
LOWprompts/pg_durable-check-upstream-fixes.md71### Step 6: Remove WorkaroundsCOMMENT
LOWprompts/pg_durable-check-upstream-fixes.md84### Step 7: Update Tracking DocumentsCOMMENT
LOWprompts/pg_durable-check-upstream-fixes.md95### Step 8: Commit ChangesCOMMENT
LOWprompts/pg_durable-update-docs-tests.md6## Step 1: Scan Changes and Propose TestsCOMMENT
LOWprompts/pg_durable-update-docs-tests.md24## Step 2: Documentation HierarchyCOMMENT
LOWprompts/pg_durable-update-docs-tests.md57## Step 3: E2E Test UpdatesCOMMENT
LOWprompts/pg_durable-update-docs-tests.md126## Step 4: Ensure USER_GUIDE Examples Have E2E CoverageCOMMENT
LOWprompts/pg_durable-update-docs-tests.md211## Step 5: Validation ChecklistCOMMENT
LOWprompts/pg_durable-update-docs-tests.md280## Step 6: Final ValidationCOMMENT
Modern AI Meta-Vocabulary13 hits · 33 pts
SeverityFileLineSnippetContext
MEDIUMUSER_GUIDE.md3045# Duroxide provider pool: orchestration state + LISTEN/NOTIFYCOMMENT
MEDIUMdocs/http_problems.md25| 4 | [Malformed node config panics the orchestration](#4-malformed-node-config-panics-the-orchestration) | both | 🟡 MedCODE
MEDIUMdocs/http_problems.md275## 4. Malformed node config panics the orchestrationCOMMENT
MEDIUMdocs/ARCHITECTURE.md174. [Phase 2: Orchestration Execution](#phase-2-orchestration-execution)CODE
MEDIUMdocs/design-azure-functions.md23 - [Agentic Workflows](#6-agentic-workflows)CODE
MEDIUMdocs/design-azure-functions.md290### 1. RAG PipelineCOMMENT
MEDIUMdocs/loop_rework_problems.md28| 9 | [Signals inherit the sub-orchestration startup race](#9-signals-inherit-the-sub-orchestration-startup-race) | non-CODE
MEDIUMdocs/loop_rework_problems.md280## 9. Signals inherit the sub-orchestration startup raceCOMMENT
MEDIUMdocs/loop_rework_problems.md292Fix #154 at the engine/sub-orchestration boundary or add a durable signal inboxCODE
MEDIUMdocs/pg_durable_spec.md317#### RAG Query PipelineCOMMENT
MEDIUMdocs/pg_durable_spec.md665### 1. RAG Pipeline: Chunking and EmbeddingCOMMENT
MEDIUMdocs/upgrade-testing.md592#### Loop and sub-orchestration replay compatibilityCOMMENT
MEDIUMdocs/upgrade-testing.md645- **In-flight orchestration compatibility (#129 — breaking for in-flight work):** Adding `instance_id` to the `update-noCODE
Redundant / Tautological Comments7 hits · 13 pts
SeverityFileLineSnippetContext
LOW⚡tests/e2e/run.sh52 # Check if PostgreSQL is accepting connectionsCOMMENT
LOW⚡tests/e2e/run.sh54 # Check if durable extension is availableCOMMENT
LOW⚡tests/e2e/run.sh56 # Check if background worker has fully started (after init restart)COMMENT
LOWscripts/deploy-acr.sh83# Check if local image existsCOMMENT
LOWscripts/measure-memory.sh52# Check if PostgreSQL is runningCOMMENT
LOWscripts/measure-memory.sh196 # Check if worker still existsCOMMENT
LOW.github/workflows/prebuild.yml33 # Check if required files existCOMMENT
Deep Nesting8 hits · 6 pts
SeverityFileLineSnippetContext
LOWtests/e2e/shapes/runner.py114CODE
LOWtests/e2e/shapes/runner.py473CODE
LOWtests/e2e/shapes/test_runner.py696CODE
LOWbenchmarks/run.py163CODE
LOWbenchmarks/test_run.py162CODE
LOWbenchmarks/test_run.py171CODE
LOWbenchmarks/test_run.py184CODE
LOWscripts/upgrade_lifecycle.py260CODE
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMdocker-entrypoint-initdb.d/01-init-pg-durable.sh7# Create the extension in the default databaseCOMMENT
MEDIUMscripts/pg-common.sh154 # Create the target database if it doesn't exist (e.g. contrib_regression for pg_regress)COMMENT
AI Slop Vocabulary2 hits · 6 pts
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MEDIUMscripts/test-upgrade.sh123# that is <= the target version. This lets the harness install a versionCOMMENT
MEDIUMsrc/types.rs1969 /// generic JSON parse so it is robust to serialized field ordering.COMMENT
Verbosity Indicators5 hits · 6 pts
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LOWscripts/test-upgrade.sh753 # Step 1: Upgrade path — create at previous version, upgrade to currentCOMMENT
LOWscripts/test-upgrade.sh765 # Step 2: Fresh install at current versionCOMMENT
LOWscripts/test-upgrade.sh1154 # Step 1: Install previous version and create test dataCOMMENT
LOWscripts/test-upgrade.sh1168 # Step 2: UpgradeCOMMENT
LOWscripts/test-upgrade.sh1179 # Step 3: Verify pre-upgrade data is still accessible under the new schemaCOMMENT
Empty Error Handlers1 hit · 5 pts
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HIGHbenchmarks/http_server.py112except OSError:CODE
Cross-Language Confusion1 hit · 5 pts
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HIGHscripts/test_upgrade_lifecycle.py31 result = '{"rows":[{"value":null}],"row_count":1}'CODE
Example Usage Blocks3 hits · 4 pts
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LOWexamples/azure-http-domains/scripts/provision.sh7# Usage:COMMENT
LOWexamples/azure-http-domains/scripts/run-test.sh7# Usage:COMMENT
LOWexamples/azure-http-domains/scripts/cleanup.sh7# Usage:COMMENT
Fake / Example Data3 hits · 3 pts
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LOWdocs/pg_durable_spec.md131durable.func('send_email', '{"to": "user@example.com"}')CODE
LOWdocs/pg_durable_spec.md133~> durable.func('send_reminder', '{"to": "user@example.com"}')CODE
LOWsrc/ssrf.rs803 "user@example.com",CODE
Excessive Try-Catch Wrapping2 hits · 2 pts
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LOW…es/azure-functions/function-app/chunk_text/__init__.py54 except Exception:CODE
LOW…es/azure-functions/function-app/chunk_text/__init__.py127 except Exception as exc:CODE
Overly Generic Function Names1 hit · 1 pts
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LOWtests/e2e/http_origin_server.py22 def handle_request(self):CODE