Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.

steyangdot/PromptPilot

https://github.com/steyangdot/PromptPilot · scanned 2026-06-16 00:22 UTC (2 months, 2 weeks ago)

77 raw signals (0 security + 77 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 61 actionable findings from 1 signal source. 16 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all

All 1191 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
_main software healthy quickstart.py:22
log_file software healthy tests/test_stats.py:13
test_loads_all_runs software healthy tests/test_stats.py:82
test_empty_file software healthy tests/test_stats.py:86
test_missing_file software healthy tests/test_stats.py:91
test_prints_stats software healthy tests/test_stats.py:96
test_last_n software healthy tests/test_stats.py:105
test_no_runs software healthy tests/test_stats.py:110
test_prints_stats_dark_theme software healthy tests/test_stats.py:117
test_print_compress_stats_reports_positive_savings software healthy tests/test_stats.py:122
test_print_compress_stats_reports_negative_expansion software healthy tests/test_stats.py:139
test_compare_heuristic software healthy tests/test_stats.py:158
test_compare_shows_prompts software healthy tests/test_stats.py:170
test_stats_no_log software healthy tests/test_stats.py:182
test_stats_with_data software healthy tests/test_stats.py:189
test_stats_with_dark_theme software healthy tests/test_stats.py:195
_make_args software healthy tests/test_adapters.py:11
_make_anthropic_adapter software healthy tests/test_adapters.py:17
_fake_usage software healthy tests/test_adapters.py:31
_fake_response software healthy tests/test_adapters.py:41
test_run_returns_text software healthy tests/test_adapters.py:414
test_run_captures_usage software healthy tests/test_adapters.py:71
test_api_error_returns_1 software healthy tests/test_adapters.py:466
test_verbose_logs_to_stderr software healthy tests/test_adapters.py:91
test_no_system_no_system_kwarg software healthy tests/test_adapters.py:100
test_with_system_passes_system_kwarg software healthy tests/test_adapters.py:110
test_user_content_plain_string_when_no_context_block software healthy tests/test_adapters.py:122
test_user_content_split_when_context_block_provided software healthy tests/test_adapters.py:134
test_build_system_none_returns_none software healthy tests/test_adapters.py:160
test_build_system_small_no_cache_marker software healthy tests/test_adapters.py:164
test_build_system_large_has_cache_marker software healthy tests/test_adapters.py:171
test_build_user_content_no_context_is_string software healthy tests/test_adapters.py:176
test_build_user_content_small_context_no_cache_marker software healthy tests/test_adapters.py:181
test_build_user_content_large_context_has_cache_marker software healthy tests/test_adapters.py:187
test_build_user_content_wraps_context_in_xml_tags software healthy tests/test_adapters.py:192
test_build_user_content_task_prompt_is_last_block software healthy tests/test_adapters.py:199
test_cache_tokens_captured_in_last_usage software healthy tests/test_adapters.py:210
test_total_cost_usd_present_in_last_usage software healthy tests/test_adapters.py:222
test_cache_read_costs_less software healthy tests/test_adapters.py:233
test_cache_write_costs_more software healthy tests/test_adapters.py:250
test_zero_cache_tokens_when_missing_from_usage software healthy tests/test_adapters.py:266
test_no_run_yet software healthy tests/test_adapters.py:286
test_no_cache_tokens software healthy tests/test_adapters.py:290
test_cache_hit_summary software healthy tests/test_adapters.py:301
test_cache_all_writes_zero_pct software healthy tests/test_adapters.py:315
test_cache_all_reads_100_pct software healthy tests/test_adapters.py:326
test_opus47_model_id_stored software healthy tests/test_adapters.py:343
test_opus47_pricing_applied software healthy tests/test_adapters.py:347
test_sonnet47_pricing_applied software healthy tests/test_adapters.py:358
test_unknown_model_falls_back_to_opus_pricing software healthy tests/test_adapters.py:368

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
README.md software healthy README.md
CONTRIBUTING.md software healthy CONTRIBUTING.md
QUICKSTART.md software healthy QUICKSTART.md
.env.example software healthy .env.example
pyproject.toml software healthy pyproject.toml
quickstart.py software healthy quickstart.py
LICENSE software healthy LICENSE
CODE_OF_CONDUCT.md software healthy CODE_OF_CONDUCT.md
SECURITY.md software healthy SECURITY.md
CONTRIBUTORS.md software healthy CONTRIBUTORS.md
test_stats.py software healthy tests/test_stats.py
test_adapters.py software healthy tests/test_adapters.py
__init__.py software healthy tests/__init__.py
test_loader.py software healthy tests/test_loader.py
test_slm.py software healthy tests/test_slm.py
test_smoke_chain.py software healthy tests/test_smoke_chain.py
test_research_selftests.py software healthy tests/test_research_selftests.py
test_cwd_isolation.py software healthy tests/test_cwd_isolation.py
test_cli.py software healthy tests/test_cli.py
test_heuristic.py software healthy tests/test_heuristic.py
test_compress.py software healthy tests/test_compress.py
test_verify.py software healthy tests/test_verify.py
FAQ.md software healthy docs/FAQ.md
SLM_HARNESS.md software healthy docs/SLM_HARNESS.md
V2_CLARIFY_ROUTE_FIX_REVIEW.md software healthy docs/V2_CLARIFY_ROUTE_FIX_REVIEW.md
RECORDING.md software healthy docs/RECORDING.md
AUTHENTICATION_AND_PROVIDERS.md software healthy docs/AUTHENTICATION_AND_PROVIDERS.md
ARCHITECTURE.md software healthy docs/ARCHITECTURE.md
README.md software healthy docs/README.md
HYBRID_MODE.md software healthy docs/HYBRID_MODE.md
COMPARISON.md software healthy docs/COMPARISON.md
ROUTES_AND_DECISIONS.md software healthy docs/ROUTES_AND_DECISIONS.md
SESSION_MEMORY.md software healthy docs/SESSION_MEMORY.md
SEMANTIC_PRESERVATION.md software healthy docs/SEMANTIC_PRESERVATION.md
WIKI_WORKFLOW.md software healthy docs/WIKI_WORKFLOW.md
TROUBLESHOOTING.md software healthy docs/TROUBLESHOOTING.md
BENCHMARKS.md software healthy docs/BENCHMARKS.md
SAFETY_MODEL.md software healthy docs/SAFETY_MODEL.md
TELEMETRY_AND_REPLAY.md software healthy docs/TELEMETRY_AND_REPLAY.md
ROADMAP.md software healthy docs/ROADMAP.md
TOOL_OUTPUT_COMPRESSION.md software healthy docs/TOOL_OUTPUT_COMPRESSION.md
V2_CLARIFY_ROUTE_POSTMORTEM.md software healthy docs/V2_CLARIFY_ROUTE_POSTMORTEM.md
PROJECT_OVERVIEW.md software healthy docs/PROJECT_OVERVIEW.md
V2_CLARIFY_ROUTE_REVIEW_RESPONSE.md software healthy docs/V2_CLARIFY_ROUTE_REVIEW_RESPONSE.md
demo_capture.json software healthy docs/assets/demo_capture.json
extra_raw_runs.py software healthy research/extra_raw_runs.py
recover_uncached.py software healthy research/recover_uncached.py
_test_quota_detector.py software healthy research/_test_quota_detector.py
multirun_test.py software healthy research/multirun_test.py
analyze_chain5_decay.py software healthy research/analyze_chain5_decay.py

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
TestLoadRuns software healthy tests/test_stats.py:81
TestPrintStats software healthy tests/test_stats.py:95
TestCompareMode software healthy tests/test_stats.py:157
TestStatsSubcommand software healthy tests/test_stats.py:181
TestAnthropicDirectAdapterMocked software healthy tests/test_adapters.py:52
TestAnthropicAdapterCacheBuilders software healthy tests/test_adapters.py:156
TestAnthropicAdapterCacheUsage software healthy tests/test_adapters.py:209
TestAnthropicAdapterCacheSummary software healthy tests/test_adapters.py:285
TestAnthropicAdapterOpus47 software healthy tests/test_adapters.py:342
TestOpenAIDirectAdapterMocked software healthy tests/test_adapters.py:393
TestShellExecutableResolution software healthy tests/test_adapters.py:515
TestOpenAIReasoningModelKwarg software healthy tests/test_adapters.py:563
TestShellAdapterStdin software healthy tests/test_adapters.py:618
TestClaudeAdapterStdin software healthy tests/test_adapters.py:688
TestAnthropicBlockHandling software healthy tests/test_adapters.py:724
TestExtractSearchTerms software healthy tests/test_loader.py:23
TestFindMatchingLines software healthy tests/test_loader.py:64
TestMergeWindows software healthy tests/test_loader.py:99
TestFormatGrepExcerpt software healthy tests/test_loader.py:136
TestRepoContentLoader software healthy tests/test_loader.py:168
FakeRepo software healthy tests/test_loader.py:901
TestConventionFiles software healthy tests/test_loader.py:293
TestGitDiffInContext software healthy tests/test_loader.py:372
TestRepoWideRanking software healthy tests/test_loader.py:423
TestTestFilePairing software healthy tests/test_loader.py:537
TestSecretDetection software healthy tests/test_loader.py:628
TestDiskCaching software healthy tests/test_loader.py:691
TestCallSiteAwareness software healthy tests/test_loader.py:770
TestSessionContinuity software healthy tests/test_loader.py:834
TestSLMNormalizerAnthropic software healthy tests/test_slm.py:25
TestSLMNormalizerOpenAI software healthy tests/test_slm.py:118
TestParseIntentResponse software healthy tests/test_slm.py:158
TestBuildOutputSuffix software healthy tests/test_slm.py:222
TestAnthropicPromptCaching software healthy tests/test_slm.py:290
TestExecutionSpecParser software healthy tests/test_slm.py:500
TestSLMOpenAIV2Normalizer software healthy tests/test_slm.py:564
TestSLMAnthropicV2Normalizer software healthy tests/test_slm.py:658
TestNormalizerFactoryV2 software healthy tests/test_slm.py:793
TestSLMSubscriptionV2Normalizer software healthy tests/test_slm.py:821
TestSubscriptionV2Factory software healthy tests/test_slm.py:917
TestLogV2Raw software healthy tests/test_slm.py:942
TestTargetFilesHint software healthy tests/test_slm.py:971
TestResolveDownstreamClarifyGuard software healthy tests/test_slm.py:1066
_RecordingJudge software healthy tests/test_cwd_isolation.py:34
_FakeProc software healthy tests/test_cwd_isolation.py:169
TestParseArgs software healthy tests/test_cli.py:11
TestMainFlow software healthy tests/test_cli.py:65
FakeNormalizer software healthy tests/test_cli.py:240
FakeCollector software healthy tests/test_cli.py:286
TestResolveRoute software healthy tests/test_cli.py:309

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
tests software healthy tests
docs software healthy docs
assets software healthy docs/assets
research software healthy research
scripts software healthy scripts
.claude software healthy .claude
hooks software healthy .claude/hooks
examples software healthy examples
semantic-preservation software healthy examples/semantic-preservation
tool-output-compression software healthy examples/tool-output-compression
passthrough software healthy examples/passthrough
prpt software healthy prpt
adapters software healthy prpt/adapters
normalizers software healthy prpt/normalizers
judges software healthy prpt/judges
compress software healthy prpt/compress
hooks software healthy prpt/hooks
core software healthy prpt/core
repo software healthy prpt/repo
.codex software healthy .codex
hooks software healthy .codex/hooks
.github software healthy .github
workflows software healthy .github/workflows

LabelLayerStatusPath
auth::prpt/handoff.py security healthy prpt/handoff.py
auth::research/chain_test.py security healthy research/chain_test.py
auth::prpt/judges/judge.py security healthy prpt/judges/judge.py
auth::prpt/setup.py security healthy prpt/setup.py
auth::research/chain_test_v2.py security healthy research/chain_test_v2.py
auth::prpt/__init__.py security healthy prpt/__init__.py
auth::prpt/normalizers/base.py security healthy prpt/normalizers/base.py
auth::prpt/judges/slm.py security healthy prpt/judges/slm.py
auth::prpt/cli.py security healthy prpt/cli.py
auth::.github/workflows/publish.yml security healthy .github/workflows/publish.yml
auth::prpt/normalizers/slm_anthropic.py security healthy prpt/normalizers/slm_anthropic.py
auth::prpt/verify.py security healthy prpt/verify.py
auth::prpt/adapters/factory.py security healthy prpt/adapters/factory.py
auth::README.md security healthy README.md
auth::prpt/normalizers/slm_subscription.py security healthy prpt/normalizers/slm_subscription.py
auth::research/agentic_variety_test.py security healthy research/agentic_variety_test.py
auth::prpt/judges/__init__.py security healthy prpt/judges/__init__.py
auth::prpt/normalizers/slm_subscription_v2.py security healthy prpt/normalizers/slm_subscription_v2.py

LabelLayerStatusPath
postgres data healthy tests/test_heuristic.py
sqlite data healthy prpt/repo/loader.py

LabelLayerStatusPath
vps::azure hardware healthy tests/test_adapters.py
vps::aws hardware healthy prpt/repo/loader.py

LabelLayerStatusPath
gha::test cicd healthy .github/workflows/test.yml
gha::publish cicd healthy .github/workflows/publish.yml

LabelLayerStatusPath
test cicd healthy .github/workflows/test.yml
publish cicd healthy .github/workflows/publish.yml

LabelLayerStatusPath
repobility-clone-j5v2j8zk software healthy /tmp/repobility-clone-j5v2j8zk

LabelLayerStatusPath
port:8080 network healthy tests/test_loader.py

LabelLayerStatusPath
generic_api_key::tests/test_loader.py security healthy tests/test_loader.py
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/4dfd21c3-05ed-43aa-85e5-633303284529/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/4dfd21c3-05ed-43aa-85e5-633303284529/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.