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sechan9999/LLMai

https://github.com/sechan9999/LLMai · scanned 2026-06-16 00:06 UTC (2 months, 2 weeks ago)

36 raw signals (0 security + 36 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 30 actionable findings from 1 signal source. 6 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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100.0% cov · 30 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 1 Medium 9 Low 18 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 30 Crowd 0 Layer: Software 6 Hardware 3 Frontend 1 Security 6 Cicd 4 Quality 5 Api 5

Exclude dismissed / FP Exclude test files

All 746 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.

Label	Layer	Status	Path
`__init__`	software	healthy	`tests/test_mcp_bridge.py:16`
`call`	software	healthy	`tests/test_mcp_bridge.py:21`
`stop`	software	healthy	`tests/test_mcp_bridge.py:33`
`test_call_before_start`	software	healthy	`tests/test_mcp_bridge.py:38`
`test_start_stop_idempotent`	software	healthy	`tests/test_mcp_bridge.py:43`
`test_connect_before_start`	software	healthy	`tests/test_mcp_bridge.py:50`
`setup_method`	software	healthy	`tests/test_mcp_bridge.py:58`
`teardown_method`	software	healthy	`tests/test_mcp_bridge.py:62`
`test_unknown_server`	software	healthy	`tests/test_mcp_bridge.py:65`
`test_successful_call_flattened`	software	healthy	`tests/test_mcp_bridge.py:68`
`test_timeout_returns_error_string`	software	healthy	`tests/test_mcp_bridge.py:73`
`test_dead_server_reconnect_fails_gracefully`	software	healthy	`tests/test_mcp_bridge.py:78`
`test_tool_level_exception_no_retry`	software	healthy	`tests/test_mcp_bridge.py:85`
`test_sanitize_dashes_and_dots`	software	healthy	`tests/test_mcp_registry.py:14`
`test_qualify_basic`	software	healthy	`tests/test_mcp_registry.py:20`
`test_qualify_collision_gets_suffix`	software	healthy	`tests/test_mcp_registry.py:23`
`test_qualify_truncates_to_64_chars`	software	healthy	`tests/test_mcp_registry.py:29`
`test_qualify_truncated_collision_stays_within_limit`	software	healthy	`tests/test_mcp_registry.py:35`
`test_openai_format`	software	healthy	`tests/test_mcp_registry.py:45`
`test_empty_schema_gets_object_default`	software	healthy	`tests/test_mcp_registry.py:56`
`test_handler_routes_to_call_fn`	software	healthy	`tests/test_mcp_registry.py:62`
`test_cross_server_collision`	software	healthy	`tests/test_mcp_registry.py:70`
`_result`	software	healthy	`tests/test_mcp_registry.py:77`
`test_text_blocks_joined`	software	healthy	`tests/test_mcp_registry.py:82`
`test_is_error_prefixed`	software	healthy	`tests/test_mcp_registry.py:89`
`test_image_omitted`	software	healthy	`tests/test_mcp_registry.py:93`
`test_empty_result`	software	healthy	`tests/test_mcp_registry.py:99`
`test_truncation`	software	healthy	`tests/test_mcp_registry.py:102`
`mock_llm`	software	healthy	`tests/test_agent.py:13`
`agent`	software	healthy	`tests/test_agent.py:21`
`test_simple_text_response`	software	healthy	`tests/test_agent.py:31`
`test_context_starts_with_system_prompt`	software	healthy	`tests/test_agent.py:38`
`test_reset_clears_context`	software	healthy	`tests/test_agent.py:42`
`test_token_estimate`	software	healthy	`tests/test_agent.py:50`
`test_llm_error_handled`	software	healthy	`tests/test_agent.py:55`
`test_max_iterations_cap`	software	healthy	`tests/test_agent.py:61`
`test_parse_string_arguments`	software	healthy	`tests/test_agent.py:81`
`test_parse_dict_arguments`	software	healthy	`tests/test_agent.py:94`
`test_parse_invalid_json_arguments`	software	healthy	`tests/test_agent.py:106`
`test_parse_missing_fields`	software	healthy	`tests/test_agent.py:118`
`test_format_short_args`	software	healthy	`tests/test_agent.py:127`
`test_format_truncates_long_values`	software	healthy	`tests/test_agent.py:132`
`test_format_empty_args`	software	healthy	`tests/test_agent.py:137`
`client`	software	healthy	`tests/test_llm.py:10`
`test_init_url`	software	healthy	`tests/test_llm.py:15`
`test_init_strips_trailing_slash`	software	healthy	`tests/test_llm.py:18`
`test_chat_returns_message`	software	healthy	`tests/test_llm.py:23`
`test_chat_includes_tools_when_provided`	software	healthy	`tests/test_llm.py:36`
`test_chat_no_tools_by_default`	software	healthy	`tests/test_llm.py:52`
`test_is_available_true`	software	healthy	`tests/test_llm.py:67`

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

Label	Layer	Status	Path
`vercel.json`	software	healthy	`vercel.json`
`README.md`	software	healthy	`README.md`
`docker-compose.bindplane.yml`	software	healthy	`docker-compose.bindplane.yml`
`package.json`	software	healthy	`package.json`
`CONTRIBUTING.md`	software	healthy	`CONTRIBUTING.md`
`Dockerfile`	software	healthy	`Dockerfile`
`run_server.py`	software	healthy	`run_server.py`
`.env.example`	software	healthy	`.env.example`
`pyproject.toml`	software	healthy	`pyproject.toml`
`Makefile`	software	healthy	`Makefile`
`docker-compose.elastic.yml`	software	healthy	`docker-compose.elastic.yml`
`LICENSE`	software	healthy	`LICENSE`
`requirements.txt`	software	healthy	`requirements.txt`
`config.json`	software	healthy	`config.json`
`CODE_OF_CONDUCT.md`	software	healthy	`CODE_OF_CONDUCT.md`
`SECURITY.md`	software	healthy	`SECURITY.md`
`CHANGELOG.md`	software	healthy	`CHANGELOG.md`
`config.example.json`	software	healthy	`config.example.json`
`docker-compose.yml`	software	healthy	`docker-compose.yml`
`test_mcp_bridge.py`	software	healthy	`tests/test_mcp_bridge.py`
`__init__.py`	software	healthy	`tests/__init__.py`
`test_mcp_registry.py`	software	healthy	`tests/test_mcp_registry.py`
`test_agent.py`	software	healthy	`tests/test_agent.py`
`test_llm.py`	software	healthy	`tests/test_llm.py`
`test_skills.py`	software	healthy	`tests/test_skills.py`
`test_google_cloud.py`	software	healthy	`tests/test_google_cloud.py`
`test_privacy.py`	software	healthy	`tests/test_privacy.py`
`test_gitlab_tools.py`	software	healthy	`tests/test_gitlab_tools.py`
`test_permissions.py`	software	healthy	`tests/test_permissions.py`
`test_mcp_config.py`	software	healthy	`tests/test_mcp_config.py`
`test_tools.py`	software	healthy	`tests/test_tools.py`
`mcp_stub_server.py`	software	healthy	`tests/integration/mcp_stub_server.py`
`__init__.py`	software	healthy	`tests/integration/__init__.py`
`conftest.py`	software	healthy	`tests/integration/conftest.py`
`test_mcp_e2e.py`	software	healthy	`tests/integration/test_mcp_e2e.py`
`test_elastic_e2e.py`	software	healthy	`tests/integration/test_elastic_e2e.py`
`test_memory_e2e.py`	software	healthy	`tests/integration/test_memory_e2e.py`
`chat.js`	software	healthy	`api/chat.js`
`mcp-setup.md`	software	healthy	`docs/mcp-setup.md`
`dynatrace-setup.md`	software	healthy	`docs/dynatrace-setup.md`
`DEMO_SCRIPT.md`	software	healthy	`docs/DEMO_SCRIPT.md`
`DEVPOST_WRITEUP.md`	software	healthy	`docs/DEVPOST_WRITEUP.md`
`.pdca-status.json`	software	healthy	`docs/.pdca-status.json`
`PROMO_VIDEO.md`	software	healthy	`docs/PROMO_VIDEO.md`
`.bkit-memory.json`	software	healthy	`docs/.bkit-memory.json`
`elastic-setup.md`	software	healthy	`docs/elastic-setup.md`
`VOICEOVER_3MIN.md`	software	healthy	`docs/VOICEOVER_3MIN.md`
`YOUTUBE_DESCRIPTION.md`	software	healthy	`docs/YOUTUBE_DESCRIPTION.md`
`google-cloud-agent-builder.md`	software	healthy	`docs/google-cloud-agent-builder.md`
`atlas-setup.md`	software	healthy	`docs/atlas-setup.md`

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

Label	Layer	Status	Path
`_FakeConn`	software	healthy	`tests/test_mcp_bridge.py:13`
`TestBridgeLifecycle`	software	healthy	`tests/test_mcp_bridge.py:37`
`TestBridgeCalls`	software	healthy	`tests/test_mcp_bridge.py:57`
`TestNaming`	software	healthy	`tests/test_mcp_registry.py:13`
`TestRegistry`	software	healthy	`tests/test_mcp_registry.py:44`
`TestFlattenResult`	software	healthy	`tests/test_mcp_registry.py:81`
`TestAgentLoop`	software	healthy	`tests/test_agent.py:30`
`TestParseToolCall`	software	healthy	`tests/test_agent.py:80`
`TestFmtArgs`	software	healthy	`tests/test_agent.py:126`
`TestOllamaClient`	software	healthy	`tests/test_llm.py:14`
`TestResolveProvider`	software	healthy	`tests/test_llm.py:104`
`TestMakeDefaultClient`	software	healthy	`tests/test_llm.py:137`
`TestSlugify`	software	healthy	`tests/test_skills.py:15`
`TestFormatSkillsMessage`	software	healthy	`tests/test_skills.py:54`
`FakeCollection`	software	healthy	`tests/test_skills.py:80`
`_FakeCursor`	software	healthy	`tests/test_skills.py:148`
`FakeDB`	software	healthy	`tests/test_skills.py:205`
`TestPromotion`	software	healthy	`tests/test_skills.py:229`
`TestSkillCRUD`	software	healthy	`tests/test_skills.py:297`
`_Tool`	software	healthy	`tests/test_google_cloud.py:11`
`TestEnabledFlag`	software	healthy	`tests/test_gitlab_tools.py:44`
`TestRemoteParsing`	software	healthy	`tests/test_gitlab_tools.py:54`
`TestClientInit`	software	healthy	`tests/test_gitlab_tools.py:75`
`TestHTTPErrors`	software	healthy	`tests/test_gitlab_tools.py:96`
`TestIssueTools`	software	healthy	`tests/test_gitlab_tools.py:112`
`TestMrAndPipelineTools`	software	healthy	`tests/test_gitlab_tools.py:151`
`TestRegistry`	software	healthy	`tests/test_gitlab_tools.py:189`
`TestPermissionManager`	software	healthy	`tests/test_permissions.py:8`
`TestPreview`	software	healthy	`tests/test_permissions.py:77`
`TestParseServersConfig`	software	healthy	`tests/test_mcp_config.py:10`
`TestInitGate`	software	healthy	`tests/test_mcp_config.py:53`
`TestSubprocessEnv`	software	healthy	`tests/test_mcp_config.py:93`
`TestRegisterMcpToolsIdempotency`	software	healthy	`tests/test_mcp_config.py:104`
`TestValidatePath`	software	healthy	`tests/test_tools.py:27`
`TestDangerousCommands`	software	healthy	`tests/test_tools.py:44`
`TestReadFile`	software	healthy	`tests/test_tools.py:76`
`TestWriteFile`	software	healthy	`tests/test_tools.py:105`
`TestEditFile`	software	healthy	`tests/test_tools.py:125`
`TestRunCommand`	software	healthy	`tests/test_tools.py:160`
`TestListFiles`	software	healthy	`tests/test_tools.py:185`
`TestSearchCode`	software	healthy	`tests/test_tools.py:207`
`TestMcpEndToEnd`	software	healthy	`tests/integration/test_mcp_e2e.py:49`
`WebSocketAgent`	software	healthy	`server/agent_ws.py:90`
`GitLabError`	software	healthy	`llmai/gitlab_tools.py:71`
`GitLabClient`	software	healthy	`llmai/gitlab_tools.py:75`
`_NoopSpan`	software	healthy	`llmai/telemetry.py:166`
`_NoopTracer`	software	healthy	`llmai/telemetry.py:178`
`ToolOutcome`	software	healthy	`llmai/telemetry.py:302`
`OllamaClient`	software	healthy	`llmai/llm.py:28`
`_Color`	software	healthy	`llmai/doctor.py:27`

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

Label	Layer	Status	Path
`tests`	software	healthy	`tests`
`integration`	software	healthy	`tests/integration`
`api`	software	healthy	`api`
`docs`	software	healthy	`docs`
`04-report`	software	healthy	`docs/04-report`
`tips`	software	healthy	`docs/tips`
`archive`	software	healthy	`docs/archive`
`2026-06`	software	healthy	`docs/archive/2026-06`
`mcp-integration`	software	healthy	`docs/archive/2026-06/mcp-integration`
`2026-05`	software	healthy	`docs/archive/2026-05`
`server`	software	healthy	`docs/archive/2026-05/server`
`vixcode`	software	healthy	`docs/archive/2026-05/vixcode`
`scripts`	software	healthy	`scripts`
`website`	software	healthy	`website`
`bindplane`	software	healthy	`bindplane`
`examples`	software	healthy	`examples`
`server`	software	healthy	`server`
`static`	software	healthy	`server/static`
`llmai`	software	healthy	`llmai`
`elastic`	software	healthy	`llmai/elastic`
`mcp`	software	healthy	`llmai/mcp`
`memory`	software	healthy	`llmai/memory`
`.github`	software	healthy	`.github`
`workflows`	software	healthy	`.github/workflows`
`google_agent`	software	healthy	`google_agent`

Label	Layer	Status	Path
`GET /`	api	healthy	`server/app.py`
`GET /healthz`	api	healthy	`server/app.py`
`GET /session`	api	healthy	`server/app.py`
`GET /briefing`	api	healthy	`server/app.py`
`POST /briefing/refresh`	api	healthy	`server/app.py`
`GET /briefing/status`	api	healthy	`server/app.py`

Label	Layer	Status	Path
`port:4318`	network	healthy	`docker-compose.bindplane.yml`
`port:4317`	network	healthy	`docker-compose.bindplane.yml`
`port:7777`	network	healthy	`Dockerfile`
`port:9200`	network	healthy	`docker-compose.elastic.yml`
`port:5601`	network	healthy	`docker-compose.elastic.yml`

Label	Layer	Status	Path
`build-and-push`	cicd	healthy	`.github/workflows/docker.yml`
`test`	cicd	healthy	`.github/workflows/ci.yml`
`build`	cicd	healthy	`.github/workflows/release.yml`
`publish`	cicd	healthy	`.github/workflows/release.yml`
`github-release`	cicd	healthy	`.github/workflows/release.yml`

Label	Layer	Status	Path
`mongodb`	data	healthy	`README.md`
`elasticsearch`	data	healthy	`README.md`
`redis`	data	healthy	`package.json`

Label	Layer	Status	Path
`gha::docker`	cicd	healthy	`.github/workflows/docker.yml`
`gha::ci`	cicd	healthy	`.github/workflows/ci.yml`
`gha::release`	cicd	healthy	`.github/workflows/release.yml`

Label	Layer	Status	Path
`image::Dockerfile`	hardware	healthy	`Dockerfile`
`llmai`	hardware	healthy	`docker-compose.yml`

Label	Layer	Status	Path
`auth::README.md`	security	healthy	`README.md`
`auth::tests/test_skills.py`	security	healthy	`tests/test_skills.py`

Label	Layer	Status	Path
`IMAGE`	cicd	healthy	`—`
`GITHUB_TOKEN`	cicd	healthy	`—`

Label	Layer	Status	Path
`repobility-clone-27v2_6r_`	software	healthy	`/tmp/repobility-clone-27v2_6r_`

Label	Layer	Status	Path
`127.0.0.1`	network	healthy	`server/app.py`

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sechan9999/LLMai

Complete repo analysis

function 50+

file 50+

class 50+

directory 25

endpoint 6

port 5

job 5

database 3

pipeline 3

container 2

auth 2

env_var 2

repo 1

service 1