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zozo123/databases-in-the-ai-era

https://github.com/zozo123/databases-in-the-ai-era · scanned 2026-06-16 01:13 UTC (2 months, 1 week ago)

18 raw signals (0 security + 18 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 18 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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77.8% cov · 18 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 0 Medium 4 Low 11 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 18 Crowd 0 Layer: Software 6 Frontend 1 Security 1 Quality 10

Exclude dismissed / FP Exclude test files

All 166 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
`og.html`	software	healthy	`og.html`
`README.md`	software	healthy	`README.md`
`course.html`	software	healthy	`course.html`
`index.html`	software	healthy	`index.html`
`404.html`	software	healthy	`404.html`
`labs.yml`	software	healthy	`.github/workflows/labs.yml`
`slides-week-01.html`	software	healthy	`course/slides-week-01.html`
`lab-2.html`	software	healthy	`course/lab-2.html`
`week-08.html`	software	healthy	`course/week-08.html`
`slides-week-10.html`	software	healthy	`course/slides-week-10.html`
`week-11.html`	software	healthy	`course/week-11.html`
`week-02.html`	software	healthy	`course/week-02.html`
`week-05.html`	software	healthy	`course/week-05.html`
`week-07.html`	software	healthy	`course/week-07.html`
`course.css`	software	healthy	`course/course.css`
`deck.css`	software	healthy	`course/deck.css`
`slides-week-02.html`	software	healthy	`course/slides-week-02.html`
`week-09.html`	software	healthy	`course/week-09.html`
`slides-week-03.html`	software	healthy	`course/slides-week-03.html`
`exam.html`	software	healthy	`course/exam.html`
`slides-week-05.html`	software	healthy	`course/slides-week-05.html`
`slides-week-14.html`	software	healthy	`course/slides-week-14.html`
`week-03.html`	software	healthy	`course/week-03.html`
`slides-week-13.html`	software	healthy	`course/slides-week-13.html`
`week-12.html`	software	healthy	`course/week-12.html`
`lab-3.html`	software	healthy	`course/lab-3.html`
`index.html`	software	healthy	`course/index.html`
`week-04.html`	software	healthy	`course/week-04.html`
`slides-week-09.html`	software	healthy	`course/slides-week-09.html`
`slides-week-06.html`	software	healthy	`course/slides-week-06.html`
`week-13.html`	software	healthy	`course/week-13.html`
`resources.html`	software	healthy	`course/resources.html`
`instructors.html`	software	healthy	`course/instructors.html`
`week-06.html`	software	healthy	`course/week-06.html`
`_template.html`	software	healthy	`course/_template.html`
`slides-week-08.html`	software	healthy	`course/slides-week-08.html`
`lab-4.html`	software	healthy	`course/lab-4.html`
`week-01.html`	software	healthy	`course/week-01.html`
`projects.html`	software	healthy	`course/projects.html`
`slides-week-07.html`	software	healthy	`course/slides-week-07.html`
`_slides_template.html`	software	healthy	`course/_slides_template.html`
`deck.js`	software	healthy	`course/deck.js`
`week-10.html`	software	healthy	`course/week-10.html`
`lab-1.html`	software	healthy	`course/lab-1.html`
`slides-week-04.html`	software	healthy	`course/slides-week-04.html`
`slides-week-12.html`	software	healthy	`course/slides-week-12.html`
`slides-week-11.html`	software	healthy	`course/slides-week-11.html`
`week-14.html`	software	healthy	`course/week-14.html`
`operators_stub.py`	software	healthy	`course/materials/lab4/operators_stub.py`
`simulator.py`	software	healthy	`course/materials/lab4/simulator.py`

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

Label	Layer	Status	Path
`show`	software	healthy	`course/deck.js:show`
`describe`	software	dead	`course/materials/lab4/operators_stub.py:72`
`measure`	software	healthy	`course/materials/lab4/operators_stub.py:96`
`hoeffding_lower_bound`	software	dead	`course/materials/lab4/operators_stub.py:112`
`calibrate_thresholds`	software	dead	`course/materials/lab4/operators_stub.py:120`
`sem_filter`	software	healthy	`course/materials/lab4/operators_stub.py:145`
`sem_join`	software	dead	`course/materials/lab4/operators_stub.py:166`
`sem_topk`	software	dead	`course/materials/lab4/operators_stub.py:188`
`load_csv`	software	healthy	`course/materials/lab4/operators_stub.py:210`
`stable_hash`	software	healthy	`course/materials/lab4/simulator.py:53`
`unit_float`	software	healthy	`course/materials/lab4/simulator.py:59`
`_gauss`	software	healthy	`course/materials/lab4/simulator.py:64`
`add`	software	healthy	`course/materials/lab4/simulator.py:107`
`total_usd`	software	healthy	`course/materials/lab4/simulator.py:111`
`total_calls`	software	healthy	`course/materials/lab4/simulator.py:115`
`total_latency_ms`	software	healthy	`course/materials/lab4/simulator.py:119`
`by_tier`	software	healthy	`course/materials/lab4/simulator.py:122`
`oracle_touches`	software	dead	`course/materials/lab4/simulator.py:131`
`reset`	software	dead	`course/materials/lab4/simulator.py:134`
`summary`	software	healthy	`course/materials/lab4/simulator.py:137`
`canonical_aspect`	software	healthy	`course/materials/lab4/simulator.py:164`
`is_comparison`	software	healthy	`course/materials/lab4/simulator.py:172`
`_doc_key`	software	healthy	`course/materials/lab4/simulator.py:178`
`_doc_text`	software	healthy	`course/materials/lab4/simulator.py:186`
`ground_truth_filter`	software	healthy	`course/materials/lab4/simulator.py:260`
`_truth_filter_doc`	software	healthy	`course/materials/lab4/simulator.py:268`
`_truth_pair`	software	healthy	`course/materials/lab4/simulator.py:282`
`_truth_score`	software	healthy	`course/materials/lab4/simulator.py:300`
`__init__`	software	healthy	`course/materials/lab4/simulator.py:323`
`_tokens_in`	software	healthy	`course/materials/lab4/simulator.py:338`
`_bill`	software	healthy	`course/materials/lab4/simulator.py:341`
`_tier`	software	healthy	`course/materials/lab4/simulator.py:347`
`_flip`	software	healthy	`course/materials/lab4/simulator.py:369`
`judge_filter`	software	healthy	`course/materials/lab4/simulator.py:385`
`judge_pair`	software	dead	`course/materials/lab4/simulator.py:396`
`score_proxy`	software	healthy	`course/materials/lab4/simulator.py:417`
`oracle_filter`	software	dead	`course/materials/lab4/simulator.py:434`
`oracle_pair`	software	dead	`course/materials/lab4/simulator.py:438`
`oracle_score`	software	dead	`course/materials/lab4/simulator.py:445`
`grade_filter`	software	healthy	`course/materials/lab4/simulator.py:454`
`grade_pairs`	software	dead	`course/materials/lab4/simulator.py:475`
`ndcg_at_k`	software	dead	`course/materials/lab4/simulator.py:496`
`_pick`	software	healthy	`course/materials/lab4/make_data.py:130`
`build_review`	software	healthy	`course/materials/lab4/make_data.py:138`
`build_product`	software	healthy	`course/materials/lab4/make_data.py:168`
`calibration_ids`	software	healthy	`course/materials/lab4/make_data.py:191`
`write_csv`	software	healthy	`course/materials/lab4/make_data.py:199`
`main`	software	healthy	`course/materials/lab4/make_data.py:206`
`load_db`	software	healthy	`course/materials/lab3/grader/grade.py:47`
`run`	software	healthy	`course/materials/lab3/grader/grade.py:58`

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

Label	Layer	Status	Path
`.github`	software	healthy	`.github`
`workflows`	software	healthy	`.github/workflows`
`course`	software	healthy	`course`
`materials`	software	healthy	`course/materials`
`lab4`	software	healthy	`course/materials/lab4`
`lab2`	software	healthy	`course/materials/lab2`
`cmd`	software	healthy	`course/materials/lab2/cmd`
`walgen`	software	healthy	`course/materials/lab2/cmd/walgen`
`lab3`	software	healthy	`course/materials/lab3`
`grader`	software	healthy	`course/materials/lab3/grader`
`lab1`	software	healthy	`course/materials/lab1`
`src`	software	healthy	`course/materials/lab1/src`

Label	Layer	Status	Path
`CascadeConfig`	software	healthy	`course/materials/lab4/operators_stub.py:42`
`OpConfig`	software	healthy	`course/materials/lab4/operators_stub.py:54`
`Plan`	software	healthy	`course/materials/lab4/operators_stub.py:65`
`Cost`	software	healthy	`course/materials/lab4/operators_stub.py:87`
`ModelTier`	software	healthy	`course/materials/lab4/simulator.py:74`
`LedgerEntry`	software	healthy	`course/materials/lab4/simulator.py:94`
`Ledger`	software	healthy	`course/materials/lab4/simulator.py:104`
`Simulator`	software	healthy	`course/materials/lab4/simulator.py:320`

Label	Layer	Status	Path
`finance`	data	healthy	`course/materials/lab3/schema.sql`
`sales`	data	healthy	`course/materials/lab3/schema.sql`
`ops`	data	healthy	`course/materials/lab3/schema.sql`
`orders`	data	healthy	`course/materials/lab3/schema.sql`
`returns`	data	healthy	`course/materials/lab3/schema.sql`
`marketing`	data	healthy	`course/materials/lab3/schema.sql`
`web`	data	healthy	`course/materials/lab3/schema.sql`
`hr`	data	healthy	`course/materials/lab3/schema.sql`

Label	Layer	Status	Path
`lab1-vlsm-rust`	cicd	healthy	`.github/workflows/labs.yml`
`lab2-mini-neon-go`	cicd	healthy	`.github/workflows/labs.yml`
`lab3-trap-schema`	cicd	healthy	`.github/workflows/labs.yml`
`lab4-semantic-operators`	cicd	healthy	`.github/workflows/labs.yml`

Label	Layer	Status	Path
`postgres`	data	healthy	`course/materials/lab2/README.md`
`postgresql`	data	healthy	`course/materials/lab3/README.md`

Label	Layer	Status	Path
`port:9000`	network	healthy	`course/materials/lab2/README.md`
`port:9001`	network	healthy	`course/materials/lab2/README.md`

Label	Layer	Status	Path
`auth::course/week-12.html`	security	healthy	`course/week-12.html`
`auth::course/slides-week-12.html`	security	healthy	`course/slides-week-12.html`

Label	Layer	Status	Path
`repobility-clone-n945k8m9`	software	healthy	`/tmp/repobility-clone-n945k8m9`

Label	Layer	Status	Path
`gha::labs`	cicd	healthy	`.github/workflows/labs.yml`

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zozo123/databases-in-the-ai-era

Complete repo analysis

file 50+

function 50+

directory 12

class 8

table 8

job 4

database 2

port 2

auth 2

repo 1

pipeline 1