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Tigercoll/daily-github-hots

https://github.com/Tigercoll/daily-github-hots · scanned 2026-06-16 00:36 UTC (2 months, 2 weeks ago)

49 raw signals (0 security + 49 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 35 actionable findings from 1 signal source. 14 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
78.0
/100
Security checks
78
0 findings
System graph
78
77.8% cov · 35 findings
Critical
0
click to filter
Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 2 Medium 4 Low 27 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 35 Crowd 0 Layer: Software 15 Frontend 1 Security 1 Cicd 2 Quality 16
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Scan summary Repository scanned at 78.0/100 with 77.8% coverage. It contains 537 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 49 findings — concentrated in quality (28), software (15), cicd (4). Risk profile is high: 0 critical, 2 high, 4 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 33 of 35 actionable findings. 49 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high System graph quality Integrity conf 1.00 Blocking `requests.get(...)` inside `async def _fetch_from_api_requests` — news/sources/v2ex.py:144
Sync I/O inside an async function blocks the event loop. While `requests.get(...)` is running, *all* other coroutines on this loop are paused — silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_th…
news/sources/v2ex.py:144 Sync io in asyncPerformance
high System graph quality Integrity conf 1.00 Blocking `requests.get(...)` inside `async def _fetch_tw_rss` — news/sources/cnbeta.py:65
Sync I/O inside an async function blocks the event loop. While `requests.get(...)` is running, *all* other coroutines on this loop are paused — silent throughput collapse under concurrency. Use the async equivalent (`httpx.AsyncClient`, `asyncio.sleep`, `aiofiles`) or wrap with `await asyncio.to_th…
news/sources/cnbeta.py:65 Sync io in asyncPerformance
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/settings.local.json
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/settings.local.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license, 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.
Repo hardeningGenerated repo pattern
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/daily.yml CI/CD securitySupply chainGithub actions
medium System graph security Coverage conf 1.00 No auth library detected
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.
auth
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, operator-readme. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 23 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph cicd CI/CD security conf 1.00 3 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
lines 28, 31, 88
.github/workflows/daily.yml:28, 31, 88 (3 hits)
CI/CD securitySupply chainGithub actions
low System graph quality Tests conf 1.00 Low test-to-source ratio
15 tests / 68 src (ratio 0.22).
low System graph quality Integrity conf 1.00 13 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: github/trending.py:to_dict, github/searcher.py:to_dict This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
13 occurrences
repo-level (13 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 8 places
Functions with the same first-5-line body hash: github/trending.py:close, github/searcher.py:close, news/sources/zhihu.py:close, news/sources/sina.py:close This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why…
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `too_old` in news/aggregator.py:275
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `too_old` in tests/test_news_quality.py:47
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: build_recommended_news_card
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
notification/formatters.py:280
low System graph software Dead code conf 1.00 Possibly dead Python function: build_tech_news_card
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
notification/formatters.py:277
low System graph software Dead code conf 1.00 Possibly dead Python function: build_tts_script
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
tts/script_builder.py:131
low System graph software Dead code conf 1.00 Possibly dead Python function: deduplicate_items
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
news/dedup.py:73
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_all_news
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
news_fetcher.py:95
low System graph software Dead code conf 1.00 Possibly dead Python function: fetch_by_category
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
news/sources/sina.py:68
low System graph software Dead code conf 1.00 Possibly dead Python function: filter_by_language
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
github/ranker.py:333
low System graph software Dead code conf 1.00 Possibly dead Python function: filter_by_topics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
github/ranker.py:358
low System graph software Dead code conf 1.00 Possibly dead Python function: merge_and_rank
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
github/ranker.py:393
low System graph software Dead code conf 1.00 Possibly dead Python function: search_by_topics
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
github/searcher.py:370
low System graph software Dead code conf 1.00 Possibly dead Python function: send_if_configured
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
notification/base.py:106
low System graph software Dead code conf 1.00 Possibly dead Python function: set_log_level
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/logger.py:148
low System graph software Dead code conf 1.00 Possibly dead Python function: synthesize
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
tts/providers/openai_tts.py:41
low System graph software Dead code conf 1.00 Possibly dead Python function: translate_batch
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/translator.py:118
low System graph software Dead code conf 1.00 Possibly dead Python function: translate_batch_async
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/translator.py:91
low System graph quality Docs conf 1.00 README lacks setup or run instructions
A README exists, but it does not contain common install/setup/run markers. This matches a frequent generated-code pattern: UI is present, operational handoff is thin.
ReadmeRepo hardeningGenerated repo pattern
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
low System graph quality Integrity conf 1.00 Stub function `fetch` (body is just `pass`/`return`) — news/base.py:217
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
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