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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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All 8869 nodes from the latest scan, grouped by kind. Each node is a unit the engine identified (file, function, endpoint, table…). Most users won't need this view — it's primarily for debugging the engine's graph extraction or for AI agents that want to enumerate the project structure.

LabelLayerStatusPath
load_model software healthy benchmark_all_prompt_lookup.py:117
apply_chat_template software healthy benchmark_all_prompt_lookup.py:131
run_baseline software healthy benchmark_all_prompt_lookup.py:143
run_prompt_lookup software healthy benchmark_all_prompt_lookup.py:176
main software healthy benchmark_all_prompt_lookup.py:215
test_initial_stats software healthy tests/test_mllm_cache.py:31
test_hit_rate_calculation software healthy tests/test_mllm_cache.py:42
test_hit_rate_zero_queries software healthy tests/test_mllm_cache.py:47
test_to_dict software healthy tests/test_mllm_cache.py:52
test_compute_image_hash_file software healthy tests/test_mllm_cache.py:75
test_compute_image_hash_different_content software healthy tests/test_mllm_cache.py:92
test_compute_image_hash_url software healthy tests/test_mllm_cache.py:110
test_compute_images_hash_empty software healthy tests/test_mllm_cache.py:119
test_compute_images_hash_single software healthy tests/test_mllm_cache.py:124
test_compute_images_hash_multiple software healthy tests/test_mllm_cache.py:136
test_cache_entry_creation software healthy tests/test_mllm_cache.py:164
test_cache_entry_hit_count_increment software healthy tests/test_mllm_cache.py:178
cache_manager software healthy tests/test_mllm_cache.py:194
temp_image software healthy tests/test_mllm_cache.py:199
test_initialization software healthy tests/test_mllm_cache.py:207
test_fetch_empty_cache software healthy tests/test_mllm_cache.py:213
test_store_and_fetch_exact_match software healthy tests/test_mllm_cache.py:222
test_different_prompt_different_cache software healthy tests/test_mllm_cache.py:240
test_different_image_different_cache software healthy tests/test_mllm_cache.py:254
test_video_cache_key software healthy tests/test_mllm_cache.py:278
test_lru_eviction software healthy tests/test_mllm_cache.py:295
test_lru_touch_on_access software healthy tests/test_mllm_cache.py:315
test_store_empty_cache software healthy tests/test_mllm_cache.py:338
test_store_none_cache software healthy tests/test_mllm_cache.py:343
test_get_stats software healthy tests/test_mllm_cache.py:348
test_reset_stats software healthy tests/test_mllm_cache.py:362
test_clear software healthy tests/test_mllm_cache.py:371
test_cache_returns_deep_copy software healthy tests/test_mllm_cache.py:383
test_repr software healthy tests/test_mllm_cache.py:397
test_multi_image_cache software healthy tests/test_mllm_cache.py:404
test_mllm_cache_enabled_by_default software healthy tests/test_mllm_cache.py:437
test_mllm_cache_disabled software healthy tests/test_mllm_cache.py:445
test_mllm_cache_custom_size software healthy tests/test_mllm_cache.py:453
test_mllm_get_cache_stats_disabled software healthy tests/test_mllm_cache.py:460
test_mllm_get_cache_stats_enabled software healthy tests/test_mllm_cache.py:468
test_mllm_clear_cache software healthy tests/test_mllm_cache.py:481
print_header software healthy tests/test_mllm_cache.py:504
print_subheader software healthy tests/test_mllm_cache.py:509
print_table software healthy tests/test_mllm_cache.py:514
print_cache_stats_table software healthy tests/test_mllm_cache.py:536
run_mllm_cache_test software healthy tests/test_mllm_cache.py:552
_load_module software healthy tests/test_validate_release_subject.py:18
vrs software healthy tests/test_validate_release_subject.py:27
test_canonical_bump_subject_is_accepted software healthy tests/test_validate_release_subject.py:34
test_any_three_part_semver_is_accepted software healthy tests/test_validate_release_subject.py:42

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
Result software healthy benchmark_all_prompt_lookup.py:100
TestMLLMCacheStats software healthy tests/test_mllm_cache.py:28
TestImageHashing software healthy tests/test_mllm_cache.py:72
TestMLLMCacheEntry software healthy tests/test_mllm_cache.py:161
TestMLLMCacheManager software healthy tests/test_mllm_cache.py:190
TestMLXMultimodalLMCache software healthy tests/test_mllm_cache.py:434
TestDeterministicSingleRequest software healthy tests/test_batching_deterministic.py:90
TestDeterministicConcurrentRequests software healthy tests/test_batching_deterministic.py:153
TestBatchingPerformance software healthy tests/test_batching_deterministic.py:281
TestRequestManagement software healthy tests/test_batching_deterministic.py:385
TestSchedulerPolicy software healthy tests/test_batching_deterministic.py:456
TestEdgeCases software healthy tests/test_batching_deterministic.py:511
MockTokenizer software healthy tests/test_tool_logits.py:36
TestMiniMaxToolLogitsProcessor software healthy tests/test_tool_logits.py:64
TestCreateToolLogitsProcessor software healthy tests/test_tool_logits.py:158
TestExtractParamSchemas software healthy tests/test_tool_logits.py:217
TestUpdateParamState software healthy tests/test_tool_logits.py:301
TestValidateParamValue software healthy tests/test_tool_logits.py:344
TestProcessorCallAdvanced software healthy tests/test_tool_logits.py:411
TestToolCallReplayNormalization software healthy tests/test_batched_engine_tool_call_normalization.py:13
_BoomScheduler software healthy tests/test_metal_error_recovery.py:71
_AlwaysFailScheduler software healthy tests/test_metal_error_recovery.py:164
_ThinkingTemplateTokenizer software healthy tests/test_anthropic_route_streaming.py:15
_StreamingEngine software healthy tests/test_anthropic_route_streaming.py:19
_CacheReportingEngine software healthy tests/test_anthropic_route_streaming.py:245
TestRequestModel software healthy tests/test_chat_template_kwargs.py:44
TestResolveEnableThinking software healthy tests/test_chat_template_kwargs.py:69
TestExtractThinkingFromRequest software healthy tests/test_chat_template_kwargs.py:166
TestDflashPrecedence software healthy tests/test_chat_template_kwargs.py:228
TestClassifyTier software healthy tests/test_suffix_decoding_tier.py:15
TestSuffixDecodingHint software healthy tests/test_suffix_decoding_tier.py:96
TestProfileTableCell software healthy tests/test_suffix_decoding_tier.py:150
TestModelConfigDefaults software healthy tests/test_suffix_decoding_tier.py:234
TestHealthRoutes software healthy tests/test_routes.py:60
TestModelsRoutes software healthy tests/test_routes.py:500
TestMCPRoutes software healthy tests/test_routes.py:741
TestEmbeddingsRoutes software healthy tests/test_routes.py:838
TestExitCodeContract software healthy tests/test_doctor_runner.py:25
TestMdCell software healthy tests/test_doctor_runner.py:80
TestRunDirReservation software healthy tests/test_doctor_runner.py:114
TestReportRendering software healthy tests/test_doctor_runner.py:135
TestDefaultBootTimeout software healthy tests/test_doctor_runner.py:222
_FakeQuantizedLayer software healthy tests/test_prefix_cache_persistence.py:923
TestGlm47UpstreamNonStreaming software healthy tests/test_upstream_regression.py:112
TestGlm47UpstreamStreaming software healthy tests/test_upstream_regression.py:289
TestMistralUpstreamNonStreaming software healthy tests/test_upstream_regression.py:359
TestSeedOssUpstreamNonStreaming software healthy tests/test_upstream_regression.py:607
TestSeedOssUpstreamStreaming software healthy tests/test_upstream_regression.py:729
TestDeepSeekV31UpstreamNonStreaming software healthy tests/test_upstream_regression.py:866
TestDeepSeekV31UpstreamStreaming software healthy tests/test_upstream_regression.py:946

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
benchmark_all_prompt_lookup.py software healthy benchmark_all_prompt_lookup.py
gsm8k_qwen3_0.6b_results.json software healthy gsm8k_qwen3_0.6b_results.json
README.md software healthy README.md
install.sh software healthy install.sh
mise.toml software healthy mise.toml
CONTRIBUTING.md software healthy CONTRIBUTING.md
.pre-commit-config.yaml software healthy .pre-commit-config.yaml
ROADMAP.md software healthy ROADMAP.md
pyproject.toml software healthy pyproject.toml
Makefile software healthy Makefile
LICENSE software healthy LICENSE
test_mllm_cache.py software healthy tests/test_mllm_cache.py
test_validate_release_subject.py software healthy tests/test_validate_release_subject.py
test_batching_deterministic.py software healthy tests/test_batching_deterministic.py
test_tool_logits.py software healthy tests/test_tool_logits.py
test_batched_engine_tool_call_normalization.py software healthy tests/test_batched_engine_tool_call_normalization.py
test_metal_error_recovery.py software healthy tests/test_metal_error_recovery.py
test_telemetry_redact.py software healthy tests/test_telemetry_redact.py
test_anthropic_route_streaming.py software healthy tests/test_anthropic_route_streaming.py
test_chat_template_kwargs.py software healthy tests/test_chat_template_kwargs.py
test_check_gha_pinning.py software healthy tests/test_check_gha_pinning.py
test_cli_models.py software healthy tests/test_cli_models.py
test_suffix_decoding_tier.py software healthy tests/test_suffix_decoding_tier.py
test_routes.py software healthy tests/test_routes.py
test_doctor_runner.py software healthy tests/test_doctor_runner.py
test_prefix_cache_persistence.py software healthy tests/test_prefix_cache_persistence.py
test_dflash_eligibility.py software healthy tests/test_dflash_eligibility.py
test_upstream_regression.py software healthy tests/test_upstream_regression.py
__init__.py software healthy tests/__init__.py
test_embeddings_timeout_admission.py software healthy tests/test_embeddings_timeout_admission.py
test_paged_cache_benefits.py software healthy tests/test_paged_cache_benefits.py
test_minimax_reasoning_parser.py software healthy tests/test_minimax_reasoning_parser.py
test_streaming_json_encoder.py software healthy tests/test_streaming_json_encoder.py
test_chat_template_sidecar.py software healthy tests/test_chat_template_sidecar.py
conftest.py software healthy tests/conftest.py
test_api_validation_bundle.py software healthy tests/test_api_validation_bundle.py
test_engine_step_thread.py software healthy tests/test_engine_step_thread.py
test_streaming_detokenizer.py software healthy tests/test_streaming_detokenizer.py
test_text_only_media_gate.py software healthy tests/test_text_only_media_gate.py
test_gemma4_text_import_guard.py software healthy tests/test_gemma4_text_import_guard.py
test_tool_call_e2e.py software healthy tests/test_tool_call_e2e.py
test_video.py software healthy tests/test_video.py
test_tool_parser_wire_formats.py software healthy tests/test_tool_parser_wire_formats.py
test_legacy_functions_field.py software healthy tests/test_legacy_functions_field.py
test_tool_injection.py software healthy tests/test_tool_injection.py
test_doctor_baseline.py software healthy tests/test_doctor_baseline.py
test_tool_call_streaming_parity.py software healthy tests/test_tool_call_streaming_parity.py
test_routes_cached_tokens.py software healthy tests/test_routes_cached_tokens.py
test_cli_argcomplete.py software healthy tests/test_cli_argcomplete.py
test_generation_config_loader.py software healthy tests/test_generation_config_loader.py

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
tests software healthy tests
integrations software healthy tests/integrations
parsers software healthy tests/parsers
regressions software healthy tests/parsers/regressions
fixtures software healthy tests/fixtures
generation_configs software healthy tests/fixtures/generation_configs
evals software healthy tests/evals
gsm8k software healthy tests/evals/gsm8k
docs software healthy docs
reference software healthy docs/reference
development software healthy docs/development
benchmarks software healthy docs/benchmarks
getting-started software healthy docs/getting-started
plans software healthy docs/plans
guides software healthy docs/guides
scripts software healthy scripts
pr_validate software healthy scripts/pr_validate
steps software healthy scripts/pr_validate/steps
vllm_mlx software healthy vllm_mlx
doctor software healthy vllm_mlx/doctor
checks software healthy vllm_mlx/doctor/checks
models software healthy vllm_mlx/models
_integration_tests software healthy vllm_mlx/_integration_tests
config software healthy vllm_mlx/config
middleware software healthy vllm_mlx/middleware
api software healthy vllm_mlx/api
mcp software healthy vllm_mlx/mcp
utils software healthy vllm_mlx/utils
speculative software healthy vllm_mlx/speculative
dflash software healthy vllm_mlx/speculative/dflash
audio software healthy vllm_mlx/audio
tool_parsers software healthy vllm_mlx/tool_parsers
routes software healthy vllm_mlx/routes
agents software healthy vllm_mlx/agents
profiles software healthy vllm_mlx/agents/profiles
runtime software healthy vllm_mlx/runtime
service software healthy vllm_mlx/service
pipeline software healthy vllm_mlx/pipeline
engine software healthy vllm_mlx/engine
share software healthy vllm_mlx/share
patches software healthy vllm_mlx/patches
reasoning software healthy vllm_mlx/reasoning
telemetry software healthy vllm_mlx/telemetry
community_bench software healthy vllm_mlx/community_bench
domain software healthy vllm_mlx/domain
reviews software healthy reviews
.claude software healthy .claude
commands software healthy .claude/commands
skills software healthy .claude/skills
perfup software healthy .claude/skills/perfup

Showing first 50 of this kind. Full payload available via the JSON button at the top of the page.

LabelLayerStatusPath
GET /healthz api healthy vllm_mlx/speculative/dflash/server.py
GET /v1/models api healthy vllm_mlx/speculative/dflash/server.py
POST /v1/chat/completions api healthy vllm_mlx/speculative/dflash/server.py
POST /v1/messages api healthy vllm_mlx/routes/anthropic.py
POST /v1/messages/count_tokens api healthy vllm_mlx/routes/anthropic.py
ANY / api healthy vllm_mlx/routes/health.py
GET /health api healthy vllm_mlx/routes/health.py
GET /health/ready api healthy vllm_mlx/routes/health.py
GET /readyz api healthy vllm_mlx/routes/health.py
GET /livez api healthy vllm_mlx/routes/health.py
POST /v1/requests/{request_id}/cancel api healthy vllm_mlx/routes/health.py
DELETE /v1/requests/{request_id} api healthy vllm_mlx/routes/health.py
POST /v1/cache/clear api healthy vllm_mlx/routes/health.py
GET /v1/status api healthy vllm_mlx/routes/health.py
GET /v1/cache/stats api healthy vllm_mlx/routes/health.py
DELETE /v1/cache api healthy vllm_mlx/routes/health.py
GET /v1/mcp/tools api healthy vllm_mlx/routes/mcp_routes.py
GET /v1/mcp/servers api healthy vllm_mlx/routes/mcp_routes.py
POST /v1/mcp/execute api healthy vllm_mlx/routes/mcp_routes.py
POST /v1/audio/transcriptions api healthy vllm_mlx/routes/audio.py
POST /v1/audio/speech api healthy vllm_mlx/routes/audio.py
GET /v1/audio/voices api healthy vllm_mlx/routes/audio.py
GET /v1/models/{model_id} api healthy vllm_mlx/routes/models.py
POST /v1/embeddings api healthy vllm_mlx/routes/embeddings.py
POST /v1/completions api healthy vllm_mlx/routes/completions.py

LabelLayerStatusPath
check cicd healthy .github/workflows/version-check.yml
validate cicd healthy .github/workflows/pr-validate.yml
guard cicd healthy .github/workflows/spam-issue-guard.yml
lint cicd healthy .github/workflows/ci.yml
type-check cicd healthy .github/workflows/ci.yml
test-matrix cicd healthy .github/workflows/ci.yml
test-apple-silicon cicd healthy .github/workflows/ci.yml
tests cicd healthy .github/workflows/ci.yml
build cicd healthy .github/workflows/sidecar-build.yml
sync cicd healthy .github/workflows/pages.yml
validate cicd healthy .github/workflows/validate-community-submission.yml
detect-and-release cicd healthy .github/workflows/auto-release.yml
detect-bump-pr cicd healthy .github/workflows/release-preflight.yml
pf1-subject-regex cicd healthy .github/workflows/release-preflight.yml
g1-release-smoke cicd healthy .github/workflows/release-preflight.yml
g10-upstream-mlx-scan cicd healthy .github/workflows/release-preflight.yml
g11-escape-hatch cicd healthy .github/workflows/release-preflight.yml
preflight-summary cicd healthy .github/workflows/release-preflight.yml
build cicd healthy .github/workflows/publish.yml
publish cicd healthy .github/workflows/publish.yml
update-homebrew cicd healthy .github/workflows/publish.yml

LabelLayerStatusPath
port:3000 network healthy README.md
port:8000 network healthy tests/test_telemetry_redact.py
port:9000 network healthy tests/test_api_validation_bundle.py
port:9123 network healthy tests/test_bench_vs_ollama.py
port:9124 network healthy tests/test_bench_vs_ollama.py
port:58999 network healthy tests/test_dflash_integration.py
port:58998 network healthy tests/test_dflash_integration.py
port:18765 network healthy tests/test_share_cli.py
port:8100 network healthy scripts/bench_all_models.sh
port:11434 network healthy scripts/bench_readme_refresh.py
port:50051 network healthy evals/results/tier1b_benchmark.json
port:8102 network healthy reports/benchmarks/readme-refresh/results-20260606-150434.j…

LabelLayerStatusPath
gha::version-check cicd healthy .github/workflows/version-check.yml
gha::pr-validate cicd healthy .github/workflows/pr-validate.yml
gha::spam-issue-guard cicd healthy .github/workflows/spam-issue-guard.yml
gha::ci cicd healthy .github/workflows/ci.yml
gha::sidecar-build cicd healthy .github/workflows/sidecar-build.yml
gha::pages cicd healthy .github/workflows/pages.yml
gha::validate-community-submission cicd healthy .github/workflows/validate-community-submission.yml
gha::auto-release cicd healthy .github/workflows/auto-release.yml
gha::release-preflight cicd healthy .github/workflows/release-preflight.yml
gha::publish cicd healthy .github/workflows/publish.yml

LabelLayerStatusPath
postgresql data healthy tests/test_paged_cache_real_model.py
mysql data healthy tests/test_paged_cache_real_model.py
mongodb data healthy tests/test_paged_cache_real_model.py
redis data healthy tests/test_paged_cache_real_model.py
elasticsearch data healthy tests/test_paged_cache_real_model.py
cassandra data healthy tests/test_paged_cache_real_model.py
sqlite data healthy tests/golden_prompts.py
postgres data healthy vllm_mlx/mcp/security.py

LabelLayerStatusPath
127.0.0.1 network healthy README.md
192.0.2.1 network healthy tests/test_config_and_middleware.py
192.0.2.10 network healthy tests/test_config_and_middleware.py
192.0.2.99 network healthy tests/test_config_and_middleware.py
10.0.0.2 network healthy evals/results/tier1b_benchmark.json
192.168.1.10 network healthy evals/results/baseline_benchmark.json
192.168.1.11 network healthy evals/results/baseline_benchmark.json
192.168.1.12 network healthy evals/results/baseline_benchmark.json

LabelLayerStatusPath
APPLE_DEVELOPER_ID_APP cicd healthy
APPLE_SIGNING_PASSWORD cicd healthy
RELEASE_PAT cicd healthy
APPLE_SIGNING_CERTIFICATE cicd healthy
GITHUB_TOKEN cicd healthy
HOMEBREW_TAP_TOKEN cicd healthy

LabelLayerStatusPath
auth::vllm_mlx/benchmark.py security healthy vllm_mlx/benchmark.py
auth::tests/golden_prompts.py security healthy tests/golden_prompts.py
auth::tests/integrations/test_openwebui.py security healthy tests/integrations/test_openwebui.py
auth::tests/integrations/test_librechat_docker.py security healthy tests/integrations/test_librechat_docker.py

LabelLayerStatusPath
vps::aws hardware healthy tests/test_routes.py
vps::gcp hardware healthy tests/test_routes.py
vps::azure hardware healthy tests/test_paged_cache_real_model.py

LabelLayerStatusPath
password_literal::tests/integrations/test_librechat_docker.… security healthy tests/integrations/test_librechat_docker.py
password_literal::tests/integrations/test_openwebui.py security healthy tests/integrations/test_openwebui.py
password_literal::.github/workflows/sidecar-build.yml security healthy .github/workflows/sidecar-build.yml

LabelLayerStatusPath
rabbitmq data healthy vllm_mlx/benchmark.py
kafka data healthy vllm_mlx/benchmark.py

LabelLayerStatusPath
load balancer network healthy vllm_mlx/share/ws_tunnel.py
loadbalancer network healthy evals/results/baseline_benchmark.json

LabelLayerStatusPath
repobility-clone-ufh3vclk software healthy /tmp/repobility-clone-ufh3vclk

LabelLayerStatusPath
gpu (detected) hardware healthy README.md
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