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raullenchai/Rapid-MLX

https://github.com/raullenchai/Rapid-MLX · scanned 2026-06-15 23:47 UTC (2 months, 3 weeks ago)

306 raw signals (0 security + 306 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 268 actionable findings from 1 signal source. 38 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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Scan summary Repository scanned at 55.8/100 with 100.0% coverage. It contains 8869 nodes across 25 cross-layer flows, written primarily in mixed languages. Engine surfaced 306 findings — concentrated in quality (225), software (28), cicd (23). Risk profile is high: 0 critical, 6 high, 29 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 120 of 268 actionable findings. 306 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 auth conf 1.00 FastAPI DELETE `clear_all_caches` without auth dependency — vllm_mlx/routes/health.py:246
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
vllm_mlx/routes/health.py:246 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI DELETE `delete_request` without auth dependency — vllm_mlx/routes/health.py:153
`@router.delete` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
vllm_mlx/routes/health.py:153 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `cancel_request` without auth dependency — vllm_mlx/routes/health.py:116
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
vllm_mlx/routes/health.py:116 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `clear_cache` without auth dependency — vllm_mlx/routes/health.py:159
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
vllm_mlx/routes/health.py:159 securityAuth fastapi unauth mutation
high System graph security security conf 1.00 Insecure pattern 'exec_used' in scripts/pr_validate/steps/codex_review.py:362
Found a known-risky pattern (exec_used). Review and replace if possible.
scripts/pr_validate/steps/codex_review.py:362 Exec used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/todo.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/todo.md VerificationClaude instruction
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: .claude/todo.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
.claude/todo.md:4 Supply chainClaude instruction
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 4 occurrences GitHub Action is tag-pinned rather than SHA-pinned
codecov/codecov-action@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
3 files, 4 locations
.github/workflows/publish.yml:76, 114 (2 hits)
.github/workflows/ci.yml:141
.github/workflows/pages.yml:22
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 4 occurrences 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.
4 files, 4 locations
.github/workflows/auto-release.yml
.github/workflows/pages.yml
.github/workflows/publish.yml
.github/workflows/sidecar-build.yml
CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in scripts/pr_validate/README.md:189
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
scripts/pr_validate/README.md:189 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in scripts/pr_validate/steps/supply_chain.py:79
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
scripts/pr_validate/steps/supply_chain.py:79 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — examples/mcp_chat.py:25
`requests.get(...)` 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 — examples/mcp_tool_use.py:49
`requests.get(...)` 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/add_mtp_weights.py:73
`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/bench_readme_refresh.py:310
`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/bench_vs_ollama.py:1322
`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/dev_test.py:51
`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/pr_validate/steps/fetch.py:141
`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/pr_validate/steps/full_unit.py:50
`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/pr_validate/steps/lint.py:91
`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/pr_validate/steps/supply_chain.py:83
`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/pr_validate/steps/targeted_tests.py:221
`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 — vllm_mlx/cli.py:3353
`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 — vllm_mlx/community_bench/submission.py:172
`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 — vllm_mlx/mllm_scheduler.py:820
`requests.get(...)` 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 — vllm_mlx/scheduler.py:487
`requests.get(...)` 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 Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 32 placeholder/mock markers across 16 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Maintenance conf 1.00 40 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 1948 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 15 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/setup-python@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
6 files, 15 locations
.github/workflows/ci.yml:16, 71, 93, 152 (4 hits)
.github/workflows/sidecar-build.yml:53, 81, 86, 159 (4 hits)
.github/workflows/publish.yml:17, 56, 67 (3 hits)
.github/workflows/pr-validate.yml:51, 140 (2 hits)
.github/workflows/spam-issue-guard.yml:38
.github/workflows/validate-community-submission.yml:32
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 17 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/demo_race.py:clear_screen, scripts/demo_dflash.py:clear_screen 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.
17 occurrences
repo-level (17 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: scripts/bench_readme_refresh.py:start, scripts/bench_readme_refresh.py:start, scripts/bench_readme_refresh.py:start, scripts/bench_readme_refresh.py:start This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.h…
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_harmony_legacy` in tests/test_output_router.py:819
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 `base_url_no_v1` in vllm_mlx/agents/base.py:147
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 `call_v2` in tests/test_native_tool_format.py:310
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 `fake_uncovered_parser_v2` in tests/test_tool_parser_coverage.py:73
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 `num_tokens_old` in tests/test_prefix_cache_persistence.py:10
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 `tc_copy` in vllm_mlx/api/utils.py:1034
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 `test_575_qwen3_fast_path_no_tags_enable_thinking_false_legacy` in tests/test_reasoning_parsers.py:727
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 `test_audit_no_false_positive_when_field_unused` in tests/test_cli_config_fidelity.py:213
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 `test_block_table_copy` in tests/test_paged_cache.py:76
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 `test_cache_returns_deep_copy` in tests/test_mllm_cache.py:383
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 `test_fetch_returns_deep_copy` in tests/test_prefix_cache.py:215
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 `test_rapid_mlx_dir_preferred_over_legacy` in tests/test_mcp_config_discovery.py:50
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 `TestCombinedLegacy` in tests/test_legacy_functions_field.py:141
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: add_lora
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/worker.py:222
low System graph software Dead code conf 1.00 Possibly dead Python function: check_health
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/worker.py:191
low System graph software Dead code conf 1.00 Possibly dead Python function: compare_results
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/autoresearch_bench.py:326
low System graph software Dead code conf 1.00 Possibly dead Python function: compile_or_warm_up_model
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/worker.py:161
low System graph software Dead code conf 1.00 Possibly dead Python function: count_hidden_token
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/demo_race.py:99
low System graph software Dead code conf 1.00 Possibly dead Python function: determine_available_memory
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/worker.py:113
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_discord_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agent_promo_gen.py:156
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_github_issue
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agent_promo_gen.py:26
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_issue_reply
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agent_promo_gen.py:181
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_reddit_post
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agent_promo_gen.py:92
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_tweet
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agent_promo_gen.py:132
low System graph software Dead code conf 1.00 Possibly dead Python function: has_pending
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/mllm_batch_generator.py:1001
low System graph software Dead code conf 1.00 Possibly dead Python function: init_device
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/worker.py:77
low System graph software Dead code conf 1.00 Possibly dead Python function: is_cpu
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/vllm_platform.py:147
low System graph software Dead code conf 1.00 Possibly dead Python function: is_cuda_alike
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/vllm_platform.py:156
low System graph software Dead code conf 1.00 Possibly dead Python function: is_out_of_tree
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/vllm_platform.py:153
low System graph software Dead code conf 1.00 Possibly dead Python function: is_sleep_mode_available
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/vllm_platform.py:159
low System graph software Dead code conf 1.00 Possibly dead Python function: is_tpu
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/vllm_platform.py:141
low System graph software Dead code conf 1.00 Possibly dead Python function: is_xpu
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/vllm_platform.py:144
low System graph software Dead code conf 1.00 Possibly dead Python function: pin_lora
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/worker.py:229
low System graph software Dead code conf 1.00 Possibly dead Python function: remove_lora
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
vllm_mlx/worker.py:226
low System graph software Dead code conf 1.00 Possibly dead Python function: rewrite_file
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/sweep_alias_refs.py:130
low System graph software Dead code conf 1.00 Possibly dead Python function: test_decode
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/benchmark_minmax.py:181
low System graph software Dead code conf 1.00 Possibly dead Python function: test_long_gen
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/benchmark_minmax.py:480
low System graph software Dead code conf 1.00 Possibly dead Python function: test_prefix_cache
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/benchmark_minmax.py:215
low System graph software Dead code conf 1.00 Possibly dead Python function: test_reasoning
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/benchmark_minmax.py:420
low System graph software Dead code conf 1.00 Possibly dead Python function: test_tool_call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/benchmark_minmax.py:268
low System graph software Dead code conf 1.00 Possibly dead Python function: test_ttft
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/benchmark_minmax.py:137
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 api Wiring conf 1.00 Unused endpoint: ANY /
`vllm_mlx/routes/health.py` declares `ANY /` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: DELETE /v1/cache
`vllm_mlx/routes/health.py` declares `DELETE /v1/cache` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: DELETE /v1/requests/{request_id}
`vllm_mlx/routes/health.py` declares `DELETE /v1/requests/{request_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /v1/audio/voices
`vllm_mlx/routes/audio.py` declares `GET /v1/audio/voices` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /v1/cache/stats
`vllm_mlx/routes/health.py` declares `GET /v1/cache/stats` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /v1/mcp/servers
`vllm_mlx/routes/mcp_routes.py` declares `GET /v1/mcp/servers` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /v1/mcp/tools
`vllm_mlx/routes/mcp_routes.py` declares `GET /v1/mcp/tools` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /v1/models
`vllm_mlx/speculative/dflash/server.py` declares `GET /v1/models` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /v1/models/{model_id}
`vllm_mlx/routes/models.py` declares `GET /v1/models/{model_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /v1/status
`vllm_mlx/routes/health.py` declares `GET /v1/status` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/audio/speech
`vllm_mlx/routes/audio.py` declares `POST /v1/audio/speech` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/audio/transcriptions
`vllm_mlx/routes/audio.py` declares `POST /v1/audio/transcriptions` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/cache/clear
`vllm_mlx/routes/health.py` declares `POST /v1/cache/clear` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/chat/completions
`vllm_mlx/speculative/dflash/server.py` declares `POST /v1/chat/completions` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/completions
`vllm_mlx/routes/completions.py` declares `POST /v1/completions` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/embeddings
`vllm_mlx/routes/embeddings.py` declares `POST /v1/embeddings` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/mcp/execute
`vllm_mlx/routes/mcp_routes.py` declares `POST /v1/mcp/execute` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/messages
`vllm_mlx/routes/anthropic.py` declares `POST /v1/messages` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/messages/count_tokens
`vllm_mlx/routes/anthropic.py` declares `POST /v1/messages/count_tokens` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /v1/requests/{request_id}/cancel
`vllm_mlx/routes/health.py` declares `POST /v1/requests/{request_id}/cancel` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph quality Complexity conf 1.00 Very large file: evals/run_eval.py (1753 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/bench_vs_ollama.py (1566 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_cli_chat.py (2259 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_community_bench.py (1662 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_diffusion_engine.py (3038 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_harmony_parsers.py (1544 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_no_mllm_flag.py (2606 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_no_out_of_band_routing.py (1307 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_postprocessor.py (2814 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_pr_validate_codex.py (1811 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_server_utils.py (1372 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_tool_parsers.py (2374 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_upstream_regression.py (1406 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/benchmark.py (1732 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/cli.py (4918 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/engine/batched.py (1958 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/memory_cache.py (1629 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/models/deepseek_v4.py (2187 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/models/mllm.py (2280 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/routes/chat.py (1845 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/runtime/diffusion_lane.py (1490 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/scheduler.py (3881 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/server.py (1378 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/service/helpers.py (1264 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: vllm_mlx/service/postprocessor.py (1184 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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