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divyanshu144/Job_Agent

https://github.com/divyanshu144/Job_Agent · scanned 2026-06-17 01:57 UTC (1 month, 1 week ago)

31 raw signals (0 security + 31 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ +5.3 (diff) · 25 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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Combined
82.0
/100
Security checks
82
0 findings
System graph
82
88.9% cov · 25 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 11 Low 11 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 25 Crowd 0 Layer: Software 4 Frontend 1 Hardware 3 Quality 17
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Scan summary Repository scanned at 82.0/100 with 88.9% coverage. It contains 1565 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 31 findings — concentrated in quality (17), software (10), hardware (3). Risk profile is low: 0 critical, 0 high, 11 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 22 of 25 actionable findings. 31 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — frontend/src/api/client.ts:55
Bare `fetch(...)` will throw an unhandled rejection on network failure. Wrap in try/catch, attach a `.catch(...)`, or pass an AbortSignal with a timeout.
runtime safetyRobustness
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/settings.json
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/settings.json VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/conventions.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/skills/conventions.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/debug-playbook/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/skills/debug-playbook/SKILL.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: .claude/skills/fde-review/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
.claude/skills/fde-review/SKILL.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: CLAUDE.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
CLAUDE.md VerificationClaude instruction
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license, ci. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
medium System graph hardware Security conf 1.00 Dockerfile runs as root: Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph quality Integrity conf 1.00 Frontend route `/results/:id` has no Link/navigate to it — frontend/src/App.tsx
The route is registered but no `<Link to=…>` or `navigate(…)` in the codebase navigates here. Either it's reachable only via direct URL (intentional), it's dead, or the link broke during a refactor.
Orphan pageWiring
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 33 placeholder/mock markers across 13 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 80 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.
CleanupRepo hardeningGenerated repo pattern
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: node:20-alpine
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
Dockerfile:1 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: python:3.11-slim
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
Dockerfile:7 containersPinned dependencies
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: backend/services/profile_builder.py:build_profile_review_text, backend/services/profile_builder.py:build_profile This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or documen…
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `model_copy` in backend/services/orchestrator.py:79
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: do_run_migrations
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
alembic/env.py:39
low System graph software Dead code conf 1.00 7 occurrences Possibly dead Python function: downgrade
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
7 files, 7 locations
alembic/versions/0001_initial_initial_schema.py:238
alembic/versions/0002_add_profile_review_fields.py:47
alembic/versions/0003_pipeline_retry_fields.py:62
alembic/versions/0004_user_campaign_caps.py:59
alembic/versions/0005_user_target_companies.py:46
alembic/versions/0006_campaign_runs.py:45
alembic/versions/0007_review_fixes.py:50
low System graph software Dead code conf 1.00 Possibly dead Python function: require_admin
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/services/auth_service.py:53
low System graph software Dead code conf 1.00 Possibly dead Python function: send_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
backend/services/gmail_service.py:47
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