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sha-manav/remoteattngpu

https://github.com/sha-manav/remoteattngpu · scanned 2026-06-16 00:08 UTC (2 months, 2 weeks ago)

39 raw signals (0 security + 39 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 36 actionable findings from 1 signal source. 3 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
79.7
/100
Security checks
80
0 findings
System graph
80
77.8% cov · 36 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 10 Low 24 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 36 Crowd 0 Layer: Software 16 Network 1 Frontend 1 Security 3 Cicd 1 Quality 14
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Scan summary Repository scanned at 79.7/100 with 77.8% coverage. It contains 243 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 39 findings — concentrated in quality (17), software (16), security (3). Risk profile is low: 0 critical, 0 high, 10 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 34 of 36 actionable findings. 39 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.

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, ci, 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 quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, operator-readme. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in scripts/phase0_env.py:21
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
scripts/phase0_env.py:21 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in scripts/phase0_net.py:301
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
scripts/phase0_net.py:301 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/phase0_env.py:21
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/phase0_net.py:299
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
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
medium System graph cicd CI/CD security conf 1.00 No CI/CD pipelines detected
No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints.
CI/CD securityCoverage
medium System graph network Security conf 1.00 Privileged port 16 in use
Port 16 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
common/shaper.py Ports
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
1 test file(s) for 30 source file(s) (ratio 0.03). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 55 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 quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: bench/b6_service.py:body, bench/b6_service.py:body 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.
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: scripts/phase0_net.py:client, scripts/phase0_net.py:client, scripts/phase0_net.py:client, scripts/phase0_net.py:client This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or d…
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 Docs conf 1.00 No README detected
No README file was found. Generated repos without README context are hard to operate, validate, or safely hand off.
ReadmeRepo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `phase2_small_copy` in bench/b5_small_copy.py:41
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 `phase2_small_copy` in costmodel/params.py:28
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: bytes_transfer
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
costmodel/model.py:89
low System graph software Dead code conf 1.00 Possibly dead Python function: chan_echo_server
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/phase0_net.py:104
low System graph software Dead code conf 1.00 Possibly dead Python function: chan_sink_server
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/phase0_net.py:93
low System graph software Dead code conf 1.00 Possibly dead Python function: deterministic
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
sim/workloads.py:16
low System graph software Dead code conf 1.00 Possibly dead Python function: feasible_local
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
costmodel/model.py:93
low System graph software Dead code conf 1.00 Possibly dead Python function: fwd
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
livedemo/demo.py:322
low System graph software Dead code conf 1.00 Possibly dead Python function: merge_two
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
kernels/reference.py:50
low System graph software Dead code conf 1.00 Possibly dead Python function: owner_body
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/b6_service.py:29
low System graph software Dead code conf 1.00 Possibly dead Python function: owner_proc
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/b3_pushdown.py:50
low System graph software Dead code conf 1.00 Possibly dead Python function: owner_proc
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
costmodel/harness.py:36
low System graph software Dead code conf 1.00 Possibly dead Python function: raw_echo_server
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/phase0_net.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: raw_sink_server
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/phase0_net.py:68
low System graph software Dead code conf 1.00 Possibly dead Python function: receiver
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/b3_overhead.py:59
low System graph software Dead code conf 1.00 Possibly dead Python function: request_worker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/b3_pushdown.py:110
low System graph software Dead code conf 1.00 Possibly dead Python function: sender
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/b3_overhead.py:52
low System graph software Dead code conf 1.00 Possibly dead Python function: sink
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
bench/b2_bulk_transfer.py:66
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
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