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SystemaOps/ai-engineering-Systemaops

https://github.com/SystemaOps/ai-engineering-Systemaops · scanned 2026-06-16 00:28 UTC (2 months, 2 weeks ago)

214 raw signals (0 security + 214 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 199 actionable findings from 1 signal source. 15 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all

All 13402 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
ok software healthy scripts/link_check.py:86
to_dict software healthy scripts/link_check.py:100
iter_markdown_files software healthy scripts/link_check.py:115
strip_trailing_punct software healthy scripts/link_check.py:149
extract_urls software healthy scripts/link_check.py:155
load_cache software healthy scripts/link_check.py:178
save_cache software healthy scripts/link_check.py:193
cache_is_fresh software healthy scripts/link_check.py:201
domain_of software healthy scripts/link_check.py:211
should_skip software healthy scripts/link_check.py:223
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check_url software dead scripts/link_check.py:262
run software healthy scripts/link_check.py:278
parse_args software healthy scripts/link_check.py:407
main software healthy scripts/link_check.py:436
to_dict software healthy scripts/lesson_run.py:59
iter_lesson_dirs software healthy scripts/lesson_run.py:63
list_python_files software healthy scripts/lesson_run.py:79
pick_entry_file software healthy scripts/lesson_run.py:85
read_requires software healthy scripts/lesson_run.py:92
syntax_check software healthy scripts/lesson_run.py:110
execute_lesson software healthy scripts/lesson_run.py:119
check_lesson software healthy scripts/lesson_run.py:141
render_report software healthy scripts/lesson_run.py:179
main software healthy scripts/lesson_run.py:203
to_dict software healthy scripts/install_skills.py:58
derive_phase_lesson software healthy scripts/install_skills.py:74
discover_artifacts software healthy scripts/install_skills.py:91
filter_artifacts software healthy scripts/install_skills.py:139
target_path software healthy scripts/install_skills.py:157
build_plan software healthy scripts/install_skills.py:174
apply_plan software healthy scripts/install_skills.py:194
write_manifest software healthy scripts/install_skills.py:200
main software healthy scripts/install_skills.py:229
slug_to_title software healthy scripts/build_catalog.py:71
parse_frontmatter software healthy scripts/build_catalog.py:105
read_h1 software healthy scripts/build_catalog.py:109
list_code_files software healthy scripts/build_catalog.py:118
parse_artifact software healthy scripts/build_catalog.py:128
list_outputs software healthy scripts/build_catalog.py:156
build_lesson_entry software healthy scripts/build_catalog.py:169
iter_phase_dirs software healthy scripts/build_catalog.py:200
build_phase_entry software healthy scripts/build_catalog.py:208
compute_totals software healthy scripts/build_catalog.py:228
build_catalog software healthy scripts/build_catalog.py:247
main software healthy scripts/build_catalog.py:257
to_dict software healthy scripts/audit_lessons.py:45
add software healthy scripts/audit_lessons.py:59
iter_lesson_dirs software healthy scripts/audit_lessons.py:65
check_lesson_dir_pattern software healthy scripts/audit_lessons.py:85

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

LabelLayerStatusPath
LESSON_TEMPLATE.md software healthy LESSON_TEMPLATE.md
vercel.json software healthy vercel.json
README.md software healthy README.md
CONTRIBUTING.md software healthy CONTRIBUTING.md
Dockerfile software healthy Dockerfile
.coderabbit.yaml software healthy .coderabbit.yaml
ROADMAP.md software healthy ROADMAP.md
docker-compose.gated.yml software healthy docker-compose.gated.yml
LICENSE software healthy LICENSE
requirements.txt software healthy requirements.txt
CODE_OF_CONDUCT.md software healthy CODE_OF_CONDUCT.md
AGENTS.md software healthy AGENTS.md
CHANGELOG.md software healthy CHANGELOG.md
docker-compose.yml software healthy docker-compose.yml
scaffold-lesson.sh software healthy scripts/scaffold-lesson.sh
link_check.py software healthy scripts/link_check.py
lesson_run.py software healthy scripts/lesson_run.py
install_skills.py software healthy scripts/install_skills.py
build_catalog.py software healthy scripts/build_catalog.py
audit_lessons.py software healthy scripts/audit_lessons.py
check_readme_counts.py software healthy scripts/check_readme_counts.py
scaffold_workbench.py software healthy scripts/scaffold_workbench.py
_lib.py software healthy scripts/_lib.py
README.md software healthy deploy/README.md
deploy.sh software healthy deploy/deploy.sh
STRIPE-SETUP.md software healthy deploy/STRIPE-SETUP.md
keygen.js software healthy deploy/license-service/keygen.js
Dockerfile software healthy deploy/license-service/Dockerfile
server.js software healthy deploy/license-service/server.js
.env.example software healthy deploy/license-service/.env.example
cmdpalette.js software healthy site/cmdpalette.js
pet.js software healthy site/pet.js
checkout.js software healthy site/checkout.js
terms.html software healthy site/terms.html
progress.js software healthy site/progress.js
index.html software healthy site/index.html
privacy.html software healthy site/privacy.html
access.html software healthy site/access.html
app.js software healthy site/app.js
data.js software healthy site/data.js
build.js software healthy site/build.js
plan.html software healthy site/plan.html
lesson.html software healthy site/lesson.html
glossary.html software healthy site/glossary.html
header.js software healthy site/header.js
refunds.html software healthy site/refunds.html
prereqs.html software healthy site/prereqs.html
catalog.html software healthy site/catalog.html
style.css software healthy site/style.css
INDEX.md software healthy site/assets/figures/INDEX.md

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

LabelLayerStatusPath
scripts software healthy scripts
deploy software healthy deploy
license-service software healthy deploy/license-service
site software healthy site
assets software healthy site/assets
figures software healthy site/assets/figures
glossary software healthy glossary
phases software healthy phases
19-capstone-projects software healthy phases/19-capstone-projects
69-end-to-end-rag-system software healthy phases/19-capstone-projects/69-end-to-end-rag-system
docs software healthy phases/19-capstone-projects/69-end-to-end-rag-system/docs
code software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code
tests software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/t…
60-projection-layer-modality-align software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
docs software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
code software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
08-production-rag-chatbot software healthy phases/19-capstone-projects/08-production-rag-chatbot
docs software healthy phases/19-capstone-projects/08-production-rag-chatbot/docs
code software healthy phases/19-capstone-projects/08-production-rag-chatbot/code
ts software healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
tests software healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
src software healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
outputs software healthy phases/19-capstone-projects/08-production-rag-chatbot/outpu…
43-hdf5-tokenized-corpus software healthy phases/19-capstone-projects/43-hdf5-tokenized-corpus
docs software healthy phases/19-capstone-projects/43-hdf5-tokenized-corpus/docs
code software healthy phases/19-capstone-projects/43-hdf5-tokenized-corpus/code
tests software healthy phases/19-capstone-projects/43-hdf5-tokenized-corpus/code/t…
34-transformer-block software healthy phases/19-capstone-projects/34-transformer-block
docs software healthy phases/19-capstone-projects/34-transformer-block/docs
code software healthy phases/19-capstone-projects/34-transformer-block/code
tests software healthy phases/19-capstone-projects/34-transformer-block/code/tests
05-autonomous-research-agent software healthy phases/19-capstone-projects/05-autonomous-research-agent
docs software healthy phases/19-capstone-projects/05-autonomous-research-agent/do…
code software healthy phases/19-capstone-projects/05-autonomous-research-agent/co…
outputs software healthy phases/19-capstone-projects/05-autonomous-research-agent/ou…
32-token-positional-embeddings software healthy phases/19-capstone-projects/32-token-positional-embeddings
docs software healthy phases/19-capstone-projects/32-token-positional-embeddings/…
code software healthy phases/19-capstone-projects/32-token-positional-embeddings/…
tests software healthy phases/19-capstone-projects/32-token-positional-embeddings/…
17-personal-ai-tutor software healthy phases/19-capstone-projects/17-personal-ai-tutor
docs software healthy phases/19-capstone-projects/17-personal-ai-tutor/docs
code software healthy phases/19-capstone-projects/17-personal-ai-tutor/code
ts software healthy phases/19-capstone-projects/17-personal-ai-tutor/code/ts
tests software healthy phases/19-capstone-projects/17-personal-ai-tutor/code/ts/te…
src software healthy phases/19-capstone-projects/17-personal-ai-tutor/code/ts/src
outputs software healthy phases/19-capstone-projects/17-personal-ai-tutor/outputs
35-gpt-model-assembly software healthy phases/19-capstone-projects/35-gpt-model-assembly
docs software healthy phases/19-capstone-projects/35-gpt-model-assembly/docs
code software healthy phases/19-capstone-projects/35-gpt-model-assembly/code
tests software healthy phases/19-capstone-projects/35-gpt-model-assembly/code/tests

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

LabelLayerStatusPath
UrlOccurrence software healthy scripts/link_check.py:72
CheckResult software healthy scripts/link_check.py:78
Report software healthy scripts/link_check.py:91
LessonResult software healthy scripts/lesson_run.py:53
Artifact software healthy scripts/install_skills.py:48
Plan software healthy scripts/install_skills.py:169
Issue software healthy scripts/audit_lessons.py:39
Audit software healthy scripts/audit_lessons.py:55
CountPattern software healthy scripts/check_readme_counts.py:42
Mismatch software healthy scripts/check_readme_counts.py:110
Action software healthy scripts/scaffold_workbench.py:52
with software healthy site/data.js:with
from software healthy site/data.js:from
weights software healthy site/data.js:weights
count software healthy site/data.js:count
names software healthy site/data.js:names
distribution software healthy site/data.js:distribution
Chunk software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
Chunker software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
BM25Index software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
DenseIndex software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
HybridIndex software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
Rewriter software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
CrossEncoder software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
Result software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
Pipeline software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
EvalQuery software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/m…
TestChunker software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/t…
TestHybridIndex software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/t…
TestRewriter software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/t…
TestGenerator software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/t…
TestMetrics software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/t…
TestPipelineQuery software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/t…
TestDemoEval software healthy phases/19-capstone-projects/69-end-to-end-rag-system/code/t…
TestProjector software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
TestTextTable software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
TestCosineLoss software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
TestTrainingLoop software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
S software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
TestPairFixture software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
AlignConfig software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
MLPProjector software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
MockTextEmbedding software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
TrainStats software healthy phases/19-capstone-projects/60-projection-layer-modality-al…
Chunk software healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
PromptLayout software healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
PromptCache software healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
SessionStore software healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
ShardWriteResult software healthy phases/19-capstone-projects/43-hdf5-tokenized-corpus/code/m…
ShardIndexEntry software healthy phases/19-capstone-projects/43-hdf5-tokenized-corpus/code/m…

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

LabelLayerStatusPath
auth::phases/11-llm-engineering/06-rag/code/main.ts security healthy phases/11-llm-engineering/06-rag/code/main.ts
auth::phases/13-tools-and-protocols/16-mcp-security-oauth-2… security healthy phases/13-tools-and-protocols/16-mcp-security-oauth-2-1/qui…
auth::phases/11-llm-engineering/05-context-engineering/code… security healthy phases/11-llm-engineering/05-context-engineering/code/main.…
auth::site/data.js security healthy site/data.js
auth::phases/13-tools-and-protocols/19-a2a-protocol/quiz.js… security healthy phases/13-tools-and-protocols/19-a2a-protocol/quiz.json
auth::phases/19-capstone-projects/13-mcp-server-with-regist… security healthy phases/19-capstone-projects/13-mcp-server-with-registry/qui…
auth::phases/13-tools-and-protocols/23-capstone-tool-ecosys… security healthy phases/13-tools-and-protocols/23-capstone-tool-ecosystem/qu…
auth::phases/11-llm-engineering/06-rag/code/main.py security healthy phases/11-llm-engineering/06-rag/code/main.py
auth::phases/11-llm-engineering/05-context-engineering/code… security healthy phases/11-llm-engineering/05-context-engineering/code/main.…
auth::phases/16-multi-agent-and-swarms/22-production-scalin… security healthy phases/16-multi-agent-and-swarms/22-production-scaling-queu…
auth::phases/13-tools-and-protocols/12-mcp-roots-and-elicit… security healthy phases/13-tools-and-protocols/12-mcp-roots-and-elicitation/…
auth::README.md security healthy README.md
auth::phases/11-llm-engineering/07-advanced-rag/code/main.py security healthy phases/11-llm-engineering/07-advanced-rag/code/main.py
auth::phases/11-llm-engineering/04-embeddings/code/main.ts security healthy phases/11-llm-engineering/04-embeddings/code/main.ts
auth::phases/19-capstone-projects/13-mcp-server-with-regist… security healthy phases/19-capstone-projects/13-mcp-server-with-registry/cod…
auth::phases/13-tools-and-protocols/18-mcp-auth-production/… security healthy phases/13-tools-and-protocols/18-mcp-auth-production/code/m…
auth::phases/11-llm-engineering/12-guardrails/code/guardrai… security healthy phases/11-llm-engineering/12-guardrails/code/guardrails.py
auth::phases/13-tools-and-protocols/18-mcp-auth-production/… security healthy phases/13-tools-and-protocols/18-mcp-auth-production/quiz.j…
auth::phases/13-tools-and-protocols/16-mcp-security-oauth-2… security healthy phases/13-tools-and-protocols/16-mcp-security-oauth-2-1/cod…
auth::phases/13-tools-and-protocols/17-mcp-gateways-and-reg… security healthy phases/13-tools-and-protocols/17-mcp-gateways-and-registrie…
auth::phases/11-llm-engineering/04-embeddings/code/embeddin… security healthy phases/11-llm-engineering/04-embeddings/code/embeddings.py
auth::phases/13-tools-and-protocols/23-capstone-tool-ecosys… security healthy phases/13-tools-and-protocols/23-capstone-tool-ecosystem/co…

LabelLayerStatusPath
GET / api healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
GET /health api healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
GET /sessions api healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
GET /chat/stream api healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
GET /lesson/next api healthy phases/19-capstone-projects/17-personal-ai-tutor/code/ts/sr…
POST /lesson/:id/submit api healthy phases/19-capstone-projects/17-personal-ai-tutor/code/ts/sr…
POST /slack/command api healthy phases/19-capstone-projects/06-devops-troubleshooting-agent…
POST /slack/interactivity api healthy phases/19-capstone-projects/06-devops-troubleshooting-agent…
GET /jobs api healthy phases/19-capstone-projects/12-video-understanding-pipeline…
GET /job/:id api healthy phases/19-capstone-projects/12-video-understanding-pipeline…
GET /document/:id api healthy phases/19-capstone-projects/04-multimodal-document-qa/code/…
GET /dashboard api healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
GET /migrations api healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
GET /migrations/:id api healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
POST /trace api healthy phases/19-capstone-projects/11-llm-observability-dashboard/…
GET /dashboard.json api healthy phases/19-capstone-projects/11-llm-observability-dashboard/…
GET /healthz api healthy phases/19-capstone-projects/11-llm-observability-dashboard/…
GET /query api healthy phases/19-capstone-projects/02-rag-over-codebase/code/ts/sr…
POST /query api healthy phases/19-capstone-projects/02-rag-over-codebase/code/ts/sr…
POST /webhook api healthy phases/19-capstone-projects/16-github-issue-to-pr-agent/cod…

LabelLayerStatusPath
main.py data healthy phases/19-capstone-projects/09-code-migration-agent/code/ma…
cost.test.ts data healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
migrations.test.ts data healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
migrations.ts data healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
index.ts data healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
server.ts data healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
cost.ts data healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…
types.ts data healthy phases/19-capstone-projects/09-code-migration-agent/code/ts…

LabelLayerStatusPath
port:80 network healthy docker-compose.yml
port:443 network healthy docker-compose.yml
port:8787 network healthy deploy/license-service/Dockerfile
port:8888 network healthy phases/00-setup-and-tooling/07-docker-for-ai/code/Dockerfile
port:6333 network healthy phases/00-setup-and-tooling/07-docker-for-ai/code/docker-co…
port:6334 network healthy phases/00-setup-and-tooling/07-docker-for-ai/code/docker-co…

LabelLayerStatusPath
image::Dockerfile hardware healthy Dockerfile
image::deploy/license-service/Dockerfile hardware healthy deploy/license-service/Dockerfile
image::phases/00-setup-and-tooling/07-docker-for-ai/code/Do… hardware healthy phases/00-setup-and-tooling/07-docker-for-ai/code/Dockerfile
site hardware healthy docker-compose.yml
ai-dev hardware healthy phases/00-setup-and-tooling/07-docker-for-ai/code/docker-co…
qdrant hardware healthy phases/00-setup-and-tooling/07-docker-for-ai/code/docker-co…

LabelLayerStatusPath
clickhouse data healthy phases/19-capstone-projects/11-llm-observability-dashboard/…
postgres data healthy phases/19-capstone-projects/11-llm-observability-dashboard/…
postgresql data healthy phases/15-autonomous-systems/12-durable-execution/quiz.json
redis data healthy phases/13-tools-and-protocols/13-mcp-async-tasks/quiz.json
sqlite data healthy phases/13-tools-and-protocols/13-mcp-async-tasks/quiz.json

LabelLayerStatusPath
/v1/checkout/sessions/ frontend healthy deploy/license-service/server.js
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/ frontend healthy phases/19-capstone-projects/04-multimodal-document-qa/code/…
/document/10k-acme-2025 frontend healthy phases/19-capstone-projects/04-multimodal-document-qa/code/…
/document/missing frontend healthy phases/19-capstone-projects/04-multimodal-document-qa/code/…

LabelLayerStatusPath
audit cicd healthy .github/workflows/curriculum.yml
readme-counts-sync cicd healthy .github/workflows/curriculum.yml
site-rebuild cicd healthy .github/workflows/curriculum.yml
readme-counts-drift cicd healthy .github/workflows/curriculum.yml

LabelLayerStatusPath
caddy network healthy Dockerfile
loadbalancer network healthy phases/19-capstone-projects/13-mcp-server-with-registry/qui…
envoy network healthy phases/17-infrastructure-and-production/17-disaggregated-pr…

LabelLayerStatusPath
127.0.0.1 network healthy phases/19-capstone-projects/08-production-rag-chatbot/code/…
192.168.1.5 network healthy phases/19-capstone-projects/85-content-classifier-integrati…
203.0.113.10 network healthy phases/00-setup-and-tooling/08-editor-setup/exercises.json

LabelLayerStatusPath
vps::azure hardware healthy README.md
vps::aws hardware healthy phases/15-autonomous-systems/15-propose-then-commit/quiz.js…
vps::droplet hardware healthy phases/08-generative-ai/05-stylegan/quiz.json

LabelLayerStatusPath
repobility-clone-732qu9u2 software healthy /tmp/repobility-clone-732qu9u2

LabelLayerStatusPath
Query root api healthy phases/17-infrastructure-and-production/16-model-routing/co…

LabelLayerStatusPath
checkpoints data healthy phases/16-multi-agent-and-swarms/22-production-scaling-queu…

LabelLayerStatusPath
gpu (detected) hardware healthy README.md

LabelLayerStatusPath
openai_or_anthropic_key::phases/15-autonomous-systems/18-ll… security healthy phases/15-autonomous-systems/18-llama-guard/code/main.py

LabelLayerStatusPath
gha::curriculum cicd healthy .github/workflows/curriculum.yml

LabelLayerStatusPath
GITHUB_TOKEN cicd healthy
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