{"version": "2.1.0", "$schema": "https://json.schemastore.org/sarif-2.1.0.json", "runs": [{"tool": {"driver": {"name": "Repobility", "informationUri": "https://repobility.com", "rules": [{"id": "scanner-b102ebfdac90c9a0", "name": "Possibly dead Python function: highlight_reverify", "shortDescription": {"text": "Possibly dead Python function: highlight_reverify"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-9710c8d059e53154", "name": "No frontend routes/components detected", "shortDescription": {"text": "No frontend routes/components detected"}, "fullDescription": {"text": "No React/Vue/Next routes were found. This is fine for backend-only repos."}, "properties": {"scanner": "scanner-primary", "layer": "frontend", "severity": "info", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-6893a6c8b0861585", "name": "Very low test-to-source ratio", "shortDescription": {"text": "Very low test-to-source ratio"}, "fullDescription": {"text": "0 test file(s) for 31 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-141b30a41e03817b", "name": "No license file detected", "shortDescription": {"text": "No license file detected"}, "fullDescription": {"text": "No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-faccb9061e9b52a0", "name": "No README detected", "shortDescription": {"text": "No README detected"}, "fullDescription": {"text": "No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 78 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-72b2a6250083a784", "name": "Placeholder or mock-heavy implementation detected", "shortDescription": {"text": "Placeholder or mock-heavy implementation detected"}, "fullDescription": {"text": "Found 18 placeholder/mock markers across 6 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-2d0c7b7ab8f8aacf", "name": "Critical user flow still appears backed by mock or placeholder data", "shortDescription": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "fullDescription": {"text": "A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-11825279136b53a3", "name": "CI is configured but no tests are detected", "shortDescription": {"text": "CI is configured but no tests are detected"}, "fullDescription": {"text": "A CI pipeline exists, but the scan found no test files to gate. Opus labeled this generated-code pattern as config theater: release machinery exists, but it has little behavioral signal."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-b9088664ace7f748", "name": "Composite production-readiness gap", "shortDescription": {"text": "Composite production-readiness gap"}, "fullDescription": {"text": "Multiple low-cost hardening controls are missing together: license, tests, operator-readme. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-749d4bc1bd66df5f", "name": "Agent instructions exist but release-hardening basics are missing", "shortDescription": {"text": "Agent instructions exist but release-hardening basics are missing"}, "fullDescription": {"text": "AI-coder instruction files were found, but the repo is missing license, tests, operator-readme. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-ea8f3013f588db25", "name": "Shallow git history limits provenance confidence", "shortDescription": {"text": "Shallow git history limits provenance confidence"}, "fullDescription": {"text": "The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-8424db9c75e04ba4", "name": "Very short observed git history", "shortDescription": {"text": "Very short observed git history"}, "fullDescription": {"text": "The repo has multiple source files but two or fewer visible commits. This is not a failure by itself, but it lowers confidence in evolution-based diagnosis."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-4849fb3700d5d1f2", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/beautyworld_dubai_scraper.py:138", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/beautyworld_dubai_scraper.py:138"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-e17a61b867c027a2", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/light_middle_east_scraper.py:111", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/light_middle_east_scraper.py:111"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-ffc197f35160389c", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/automechanika_frankfurt_scraper.py:126", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/automechanika_frankfurt_scraper.py:126"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-59e4d596f99ff093", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/paperworld_me_scraper.py:121", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/paperworld_me_scraper.py:121"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-3e028ae0812121a7", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/gifts_lifestyle_me_scraper.py:121", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/gifts_lifestyle_me_scraper.py:121"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-b906c192aecd5eed", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/intersec_ksa_scraper.py:111", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/intersec_ksa_scraper.py:111"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-40f50a7c3d6af538", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/intersec_uae_scraper.py:111", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/intersec_uae_scraper.py:111"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-62a2933f679cbd82", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/beautyworld_ksa_scraper.py:111", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/beautyworld_ksa_scraper.py:111"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-5d25da182c6a1724", "name": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/automechanika_dubai_scraper.py:121", "shortDescription": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/automechanika_dubai_scraper.py:121"}, "fullDescription": {"text": "Sync I/O inside an async function blocks the event loop. While `time.sleep(...)` is running, *all* other coroutines on this loop are paused \u2014 silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_thread(...)`."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "high", "confidence": 1.0}}, {"id": "scanner-996e312c029e5062", "name": "Commented-code block (6 lines) in utils/constants.py:35", "shortDescription": {"text": "Commented-code block (6 lines) in utils/constants.py:35"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-6bc2dc9c751a13f0", "name": "Commented-code block (6 lines) in utils/sheets.py:41", "shortDescription": {"text": "Commented-code block (6 lines) in utils/sheets.py:41"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-46969939caf8120b", "name": "Near-duplicate function bodies in 9 places", "shortDescription": {"text": "Near-duplicate function bodies in 9 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscrapers/beautyworld_dubai_scraper.py:collect_exhibitor_urls, scrapers/light_middle_east_scraper.py:collect_exhibitor_urls, scrapers/automechanika_frankfurt_scraper.py:collect_exhibitor_urls, scrapers/paperworld_me_scraper.py:collect_exhibitor_urls\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-49c98f7cedd9c977", "name": "Near-duplicate function bodies in 4 places", "shortDescription": {"text": "Near-duplicate function bodies in 4 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscrapers/beautyworld_dubai_scraper.py:parse_detail, scrapers/paperworld_me_scraper.py:parse_detail, scrapers/gifts_lifestyle_me_scraper.py:parse_detail, scrapers/automechanika_dubai_scraper.py:parse_detail\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-02525d39071dd2c7", "name": "Near-duplicate function bodies in 5 places", "shortDescription": {"text": "Near-duplicate function bodies in 5 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscrapers/beautyworld_dubai_scraper.py:export, scrapers/automechanika_frankfurt_scraper.py:export, scrapers/paperworld_me_scraper.py:export, scrapers/gifts_lifestyle_me_scraper.py:export\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-76a2f6818267a9a8", "name": "Near-duplicate function bodies in 8 places", "shortDescription": {"text": "Near-duplicate function bodies in 8 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nscrapers/light_middle_east_scraper.py:sel, scrapers/automechanika_frankfurt_scraper.py:sel, scrapers/paperworld_me_scraper.py:sel, scrapers/gifts_lifestyle_me_scraper.py:sel\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2c04133e54348533", "name": "Near-duplicate function bodies in 2 places", "shortDescription": {"text": "Near-duplicate function bodies in 2 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\nutils/sheets.py:fetch, utils/sheets.py:fetch\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/17749"}, "properties": {"repository": "rahulkewal6/atk-dashboard", "repoUrl": "https://github.com/rahulkewal6/atk-dashboard", "branch": "main"}, "results": [{"ruleId": "scanner-b102ebfdac90c9a0", "level": "note", "message": {"text": "Possibly dead Python function: highlight_reverify"}, "properties": {"repobilityId": "03a223947f9a3d60", "scanner": "scanner-primary", "fingerprint": "b102ebfdac90c9a0", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pages/5_Calendar.py:112"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-9710c8d059e53154", "level": "none", "message": {"text": "No frontend routes/components detected"}, "properties": {"repobilityId": "44ca61485762e494", "scanner": "scanner-primary", "fingerprint": "9710c8d059e53154", "layer": "frontend", "severity": "info", "confidence": 1.0, "tags": ["coverage"]}}, {"ruleId": "scanner-6372cebde0220094", "level": "warning", "message": {"text": "No auth library detected"}, "properties": {"repobilityId": "a5b6035a5bbf8054", "scanner": "scanner-primary", "fingerprint": "6372cebde0220094", "layer": "security", "severity": "medium", "confidence": 1.0, "tags": ["coverage", "auth"]}}, {"ruleId": "scanner-6893a6c8b0861585", "level": "warning", "message": {"text": "Very low test-to-source ratio"}, "properties": {"repobilityId": "54a7de3f06314bf0", "scanner": "scanner-primary", "fingerprint": "6893a6c8b0861585", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["tests", "coverage"]}}, {"ruleId": "scanner-141b30a41e03817b", "level": "note", "message": {"text": "No license file detected"}, "properties": {"repobilityId": "8e4c1b784cd6e659", "scanner": "scanner-primary", "fingerprint": "141b30a41e03817b", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["license", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-faccb9061e9b52a0", "level": "note", "message": {"text": "No README detected"}, "properties": {"repobilityId": "034fb79811c7fd05", "scanner": "scanner-primary", "fingerprint": "faccb9061e9b52a0", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["docs", "readme", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-3ab5d313dda8e5f9", "level": "note", "message": {"text": "Debug logging residue appears in source files"}, "properties": {"repobilityId": "04a31f2c63910aae", "scanner": "scanner-primary", "fingerprint": "3ab5d313dda8e5f9", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["debug", "cleanup", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-72b2a6250083a784", "level": "warning", "message": {"text": "Placeholder or mock-heavy implementation detected"}, "properties": {"repobilityId": "8f405b6cbeaf2d80", "scanner": "scanner-primary", "fingerprint": "72b2a6250083a784", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "incomplete", "generated-repo-pattern"]}}, {"ruleId": "scanner-2d0c7b7ab8f8aacf", "level": "warning", "message": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "properties": {"repobilityId": "faa5388a3930c035", "scanner": "scanner-primary", "fingerprint": "2d0c7b7ab8f8aacf", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["placeholder", "mock-data", "critical-flow", "generated-repo-pattern"]}}, {"ruleId": "scanner-11825279136b53a3", "level": "warning", "message": {"text": "CI is configured but no tests are detected"}, "properties": {"repobilityId": "63d5e697590462e9", "scanner": "scanner-primary", "fingerprint": "11825279136b53a3", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["tests", "ci", "config-theater", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-b9088664ace7f748", "level": "warning", "message": {"text": "Composite production-readiness gap"}, "properties": {"repobilityId": "d6144da09f3aa394", "scanner": "scanner-primary", "fingerprint": "b9088664ace7f748", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["production-readiness", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-749d4bc1bd66df5f", "level": "warning", "message": {"text": "Agent instructions exist but release-hardening basics are missing"}, "properties": {"repobilityId": "f2098752e58efa2c", "scanner": "scanner-primary", "fingerprint": "749d4bc1bd66df5f", "layer": "quality", "severity": "medium", "confidence": 1.0, "tags": ["agent-instructions", "repo-hardening", "generated-repo-pattern"]}}, {"ruleId": "scanner-ea8f3013f588db25", "level": "note", "message": {"text": "Shallow git history limits provenance confidence"}, "properties": {"repobilityId": "472b3a28ace6bbd1", "scanner": "scanner-primary", "fingerprint": "ea8f3013f588db25", "layer": "quality", "severity": "low", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-8424db9c75e04ba4", "level": "none", "message": {"text": "Very short observed git history"}, "properties": {"repobilityId": "5662f7b7477a9c8c", "scanner": "scanner-primary", "fingerprint": "8424db9c75e04ba4", "layer": "quality", "severity": "info", "confidence": 1.0, "tags": ["provenance", "git-history", "generated-repo-pattern"]}}, {"ruleId": "scanner-4849fb3700d5d1f2", "level": "error", "message": {"text": "Blocking `time.sleep(...)` inside `async def main` \u2014 scrapers/beautyworld_dubai_scraper.py:138"}, "properties": {"repobilityId": "7a0e69655d5c49df", "scanner": "scanner-primary", "fingerprint": "4849fb3700d5d1f2", "layer": "quality", "severity": "high", "confidence": 1.0, "tags": ["integrity", "sync-io-in-async", "performance"]}, "locations": 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