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SemiAnalysisAI/InferenceX

https://github.com/SemiAnalysisAI/InferenceX · scanned 2026-06-16 00:07 UTC (2 months, 2 weeks ago)

86 raw signals (0 security + 86 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 69 actionable findings from 1 signal source. 17 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Combined
75.8
/100
Security checks
76
0 findings
System graph
76
88.9% cov · 69 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 1 Medium 24 Low 33 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 69 Crowd 0 Layer: Software 22 Network 11 Frontend 1 Security 2 Cicd 4 Quality 29
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Scan summary Repository scanned at 75.8/100 with 88.9% coverage. It contains 1712 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 86 findings — concentrated in quality (45), software (22), network (11). Risk profile is high: 0 critical, 1 high, 25 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 58 of 69 actionable findings. 86 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 security security conf 1.00 Insecure pattern 'eval_used' in benchmarks/multi_node/amd_utils/server_sglang.sh:107
Found a known-risky pattern (eval_used). Review and replace if possible.
benchmarks/multi_node/amd_utils/server_sglang.sh:107 Eval used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/find-mergeable-claude-prs.md
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/commands/find-mergeable-claude-prs.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/fix-klaud-cron-prs.md
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/commands/fix-klaud-cron-prs.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/klaud-pr-status-html.md
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/commands/klaud-pr-status-html.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/list-claude-pr-status.md
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/commands/list-claude-pr-status.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/commands/merge-prs.md
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/commands/merge-prs.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .mcp.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.
.mcp.json VerificationMcp config
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
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.
Mock dataCritical flowGenerated repo pattern
medium System graph cicd CI/CD security conf 1.00 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
anthropics/claude-code-action@v1 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 2 locations
.github/workflows/claude-pr-review.yml:44
.github/workflows/claude.yml:36
CI/CD securitySupply chainGithub actions
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/claude.yml CI/CD securitySupply chainGithub actions
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/claude-pr-review.yml CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — utils/agentic/build_weka_hf_dataset.py:97
`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 — utils/process_changelog.py:18
`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 network Security conf 1.00 Privileged port 10 in use
Port 10 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/configs/nvidia-master.yaml Ports
medium System graph network Security conf 1.00 Privileged port 12 in use
Port 12 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/configs/nvidia-master.yaml Ports
medium System graph network Security conf 1.00 Privileged port 13 in use
Port 13 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
runners/launch_h100-dgxc-slurm.sh Ports
medium System graph network Security conf 1.00 Privileged port 15 in use
Port 15 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/configs/nvidia-master.yaml Ports
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.
benchmarks/multi_node/srt-slurm-recipes/vllm/deepseek-v4/agentic/disagg-gb300-1p6d-dep4-tp4-agentic.yaml Ports
medium System graph network Security conf 1.00 Privileged port 24 in use
Port 24 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/configs/nvidia-master.yaml Ports
medium System graph network Security conf 1.00 Privileged port 256 in use
Port 256 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
perf-changelog.yaml Ports
medium System graph network Security conf 1.00 Privileged port 26 in use
Port 26 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
perf-changelog.yaml Ports
medium System graph network Security conf 1.00 Privileged port 32 in use
Port 32 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
.github/configs/nvidia-master.yaml Ports
medium System graph network Security conf 1.00 Privileged port 35 in use
Port 35 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
benchmarks/multi_node/srt-slurm-recipes/vllm/deepseek-v4/agentic/disagg-gb300-1p6d-dep4-tp4-agentic.yaml Ports
medium System graph network Security conf 1.00 Privileged port 57 in use
Port 57 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
experimental/token_position_decode_slo/qwen3.5/profile_serving.sh Ports
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 427 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 GitHub Action is tag-pinned rather than SHA-pinned
actions/[email protected] can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/claude.yml:24 CI/CD securitySupply chainGithub actions
low System graph quality Tests conf 1.00 Low test-to-source ratio
7 tests / 44 src (ratio 0.16).
low System graph quality Integrity conf 1.00 6 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: benchmarks/multi_node/amd_utils/patches/mori_conn.py:from_zmq, benchmarks/multi_node/amd_utils/patches/mori_conn.py:from_zmq This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidat…
6 occurrences
repo-level (6 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: benchmarks/multi_node/amd_utils/patches/mori_conn.py:send_aux, benchmarks/multi_node/amd_utils/patches/mori_conn.py:send_aux_rdma, benchmarks/multi_node/amd_utils/patches/mori_conn.py:send_aux_tcp This is *the* AI-coder failure mode (4× more duplicat…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 10 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: experimental/token_position_decode_slo/benchmark_serving_random.py:async_request_openai_completions, experimental/token_position_decode_slo/qwen3.5/benchmark_serving_random.py:async_request_openai_completions, experimental/token_position_decode_slo/mi…
10 occurrences
repo-level (10 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: experimental/token_position_decode_slo/benchmark_serving_random.py:parse_goodput, experimental/token_position_decode_slo/qwen3.5/benchmark_serving_random.py:parse_goodput, experimental/token_position_decode_slo/minimax-m2.5/benchmark_serving_random.py…
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: async_request_deepspeed_mii
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/bench_serving/backend_request_func.py:190
low System graph software Dead code conf 1.00 Possibly dead Python function: async_request_openai_chat_completions
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/bench_serving/backend_request_func.py:333
low System graph software Dead code conf 1.00 Possibly dead Python function: async_request_tgi
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/bench_serving/backend_request_func.py:49
low System graph software Dead code conf 1.00 Possibly dead Python function: async_request_trt_llm
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/bench_serving/backend_request_func.py:122
low System graph software Dead code conf 1.00 Possibly dead Python function: bootstrap_worker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/patches/mori_conn.py:432
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_barrier
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/sync.py:42
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_wait
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/sync.py:157
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_delta_str
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/compare_results.py:30
low System graph software Dead code conf 1.00 Possibly dead Python function: decode_worker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/patches/mori_conn.py:460
low System graph software Dead code conf 1.00 Possibly dead Python function: encode_messages
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/bench_serving/encoding_dsv4.py:506
low System graph software Dead code conf 1.00 Possibly dead Python function: failure_exception
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/patches/mori_conn.py:1646
low System graph software Dead code conf 1.00 Possibly dead Python function: open_port
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/sync.py:59
low System graph software Dead code conf 1.00 Possibly dead Python function: parse_message_from_completion_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/bench_serving/encoding_dsv4.py:687
low System graph software Dead code conf 1.00 Possibly dead Python function: parse_version
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
.claude/mcp/mcp_utils.py:80
low System graph software Dead code conf 1.00 Possibly dead Python function: poll
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/patches/mori_conn.py:1624
low System graph software Dead code conf 1.00 Possibly dead Python function: process_docs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
utils/evals/utils.py:6
low System graph software Dead code conf 1.00 Possibly dead Python function: run_indexer_and_topk
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experimental/dsv32/bench.py:521
low System graph software Dead code conf 1.00 Possibly dead Python function: run_mla_baseline_only
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experimental/dsv32/bench.py:581
low System graph software Dead code conf 1.00 Possibly dead Python function: run_sparse_mla_decode_only
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experimental/dsv32/bench.py:537
low System graph software Dead code conf 1.00 Possibly dead Python function: run_total_dsa
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experimental/dsv32/bench.py:552
low System graph software Dead code conf 1.00 Possibly dead Python function: send
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/patches/mori_conn.py:1330
low System graph software Dead code conf 1.00 Possibly dead Python function: send_metadata
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
benchmarks/multi_node/amd_utils/patches/mori_conn.py:1585
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 Complexity conf 1.00 Very large file: benchmarks/multi_node/amd_utils/patches/mori_conn.py (1665 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: utils/matrix_logic/generate_sweep_configs.py (1168 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: utils/matrix_logic/test_generate_sweep_configs.py (2014 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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