virattt/ai-hedge-fund

Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.

94 of your 333 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.

Scan timing: clone 1.39s · analysis 56.28s · 2.6 MB · GitHub API rate-limit (preflight)

https://github.com/virattt/ai-hedge-fund · scanned 2026-06-05 09:47 UTC (5 days, 17 hours ago) · 10 languages

625 raw signals (315 security + 310 graph) 37th percentile · Python · medium (20-100K LoC) System graph score 69 (lower by 22)

File as issue Image

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 5 days, 17 hours ago · v2 · 331 actionable findings from 2 signal sources. 139 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON

100.0% cov · 131 findings

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	85.0	0.15	12.75
`security_score`	19.2	0.25	4.80
`testing_score`	55.0	0.20	11.00
`documentation_score`	57.0	0.15	8.55
`practices_score`	42.0	0.15	6.30
`code_quality`	40.6	0.10	4.06
Overall		1.00	47.5

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 1 High 92 Medium 70 Low 116 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 200 System graph 131 Crowd 0 Layer: Quality 56 Security 33 Software 171 Cicd 9 Frontend 18 Hardware 3 Api 41

Exclude dismissed / FP Exclude test files

Bug-class explainers. Each card groups findings of the same shape — these are the patterns most likely to ship to prod and reappear in future scans unless you systematically fix the cause, not just the instance.

Duplicates & near-duplicates 1 finding

What it is: Same function copy-pasted into multiple modules with minor variations.

Why it matters: Each copy drifts independently — bug fixes apply to one, miss the others.

How AI causes it: AI completes the same pattern in each file rather than refactoring to a shared helper.

Fix approach: Extract the duplicated logic into the most general module both call sites already import. Add tests at the helper level.

1 matching finding on this repo

low Near-duplicate function bodies in 2 places repo-level

View all duplicates & near-duplicates findings →

Commented-out code 5 findings

What it is: Lines of source that were intentionally disabled but never deleted.

Why it matters: Git already remembers history — commented code rots, becomes wrong, and adds noise to diffs.

How AI causes it: AI sometimes comments out broken code instead of fixing it. Reviewers approve out of inertia.

Fix approach: Delete. Trust `git log`. If you really need to remember, save it in a notes file under `docs/`.

5 matching findings on this repo

info Commented-code block (5 lines) in tests/backtesting/integration/test_integratio…
info Commented-code block (7 lines) in app/frontend/src/components/Flow.tsx:184
info Commented-code block (15 lines) in app/frontend/src/lib/utils.ts:22
info Commented-code block (5 lines) in src/agents/phil_fisher.py:45
info Commented-code block (5 lines) in src/agents/bill_ackman.py:203

View all commented-out code findings →

Config drift 5 findings

What it is: Settings duplicated across env files, Docker compose, K8s, and code defaults, all with slightly different values.

Why it matters: Production behaviour depends on whichever copy your loader reads first. Subtle bugs in staging that don't reproduce in dev.

How AI causes it: AI writes new config from memory rather than reading the existing source.

Fix approach: Pick one source of truth (env vars + a settings module). Have every other place import from there. Lint for duplicates in CI.

5 matching findings on this repo

medium No CI/CD configuration found
low [COMP001] High cognitive complexity: Function `get_agent_model_config` has cogn… app/backend/models/schemas.py:76
low Python package `iniconfig` is minor version(s) behind (2.1.0 -> 2.3.0) poetry.lock
low File has no detected symbols: app/frontend/vite.config.ts
low File has no detected symbols: app/frontend/tailwind.config.ts

View all config drift findings →

For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.

For AI agents + API integrations

Email me when this repo regresses

Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.

API access

This page is publicly accessible at: https://repobility.com/scan/969af918-800c-4c7e-85b0-b124b88cdd8c/

To check status programmatically (no auth required):

curl -s https://repobility.com/api/v1/public/scan/969af918-800c-4c7e-85b0-b124b88cdd8c/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.