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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)

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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.

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Combined
41.3
/100
Security checks
41
0 findings
System graph
41
100.0% cov · 199 findings
Critical
1
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Severity distribution — click a segment to filter
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Severity: Critical 1 High 25 Medium 34 Low 113 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 199 Crowd 0 Layer: Software 22 Frontend 35 Hardware 7 Security 37 Cicd 1 Quality 77 Api 20
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Scan summary Repository scanned at 41.3/100 with 100.0% coverage. It contains 13402 nodes across 25 cross-layer flows, written primarily in mixed languages. Engine surfaced 214 findings — concentrated in quality (92), security (37), frontend (35). Risk profile is high: 1 critical, 25 high, 34 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 172 of 199 actionable findings. 214 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.

critical System graph security Secrets conf 1.00 Possible secret in phases/15-autonomous-systems/18-llama-guard/code/main.py
Detected pattern matching openai_or_anthropic_key. Rotate the credential and move to a secret manager.
phases/15-autonomous-systems/18-llama-guard/code/main.py:154
high System graph api Wiring conf 1.00 Dangling fetch: GET /document/10k-acme-2025 (phases/19-capstone-projects/04-multimodal-document-qa/code/ts/tests/server.test.ts:22)
`phases/19-capstone-projects/04-multimodal-document-qa/code/ts/tests/server.test.ts:22` calls `GET /document/10k-acme-2025` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/document/10k-acme-2025` If this poi…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /document/10k-acme-2025 (phases/19-capstone-projects/04-multimodal-document-qa/code/ts/tests/server.test.ts:32)
`phases/19-capstone-projects/04-multimodal-document-qa/code/ts/tests/server.test.ts:32` calls `GET /document/10k-acme-2025` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/document/10k-acme-2025` If this poi…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /document/has.dot (phases/19-capstone-projects/04-multimodal-document-qa/code/ts/tests/server.test.ts:45)
`phases/19-capstone-projects/04-multimodal-document-qa/code/ts/tests/server.test.ts:45` calls `GET /document/has.dot` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/document/has.dot` If this points at an ex…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: GET /document/missing (phases/19-capstone-projects/04-multimodal-document-qa/code/ts/tests/server.test.ts:38)
`phases/19-capstone-projects/04-multimodal-document-qa/code/ts/tests/server.test.ts:38` calls `GET /document/missing` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: helper:request Normalized path used for matching: `/document/missing` If this points at an ex…
Dangling fetchHelper:request
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/activate (site/checkout.js:168)
`site/checkout.js:168` calls `POST /api/activate` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/activate` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST /api/issue (site/checkout.js:194)
`site/checkout.js:194` calls `POST /api/issue` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/issue` If this points at an external API, prefix it with `https://` so the matcher skips it.
Dangling fetchFetch
high System graph api Wiring conf 1.00 Dangling fetch: POST https://api.anthropic.com/v1/messages (phases/00-setup-and-tooling/04-apis-and-keys/code/first_api_call.ts:74)
`phases/00-setup-and-tooling/04-apis-and-keys/code/first_api_call.ts:74` calls `POST https://api.anthropic.com/v1/messages` but no backend route matches that path. This is a runtime 404 waiting to happen. Tool: fetch Normalized path used for matching: `/https:/api.anthropic.com/v1/messages` If thi…
Dangling fetchFetch
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/03-deep-learning-core/10-mini-framework/exercises.json:15
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/03-deep-learning-core/10-mini-framework/exercises.json:15 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/10-llms-from-scratch/09-constitutional-ai-self-improvement/code/main.py:79
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/10-llms-from-scratch/09-constitutional-ai-self-improvement/code/main.py:79 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/11-llm-engineering/02-few-shot-cot/code/advanced_prompting.py:324
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/11-llm-engineering/02-few-shot-cot/code/advanced_prompting.py:324 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/11-llm-engineering/09-function-calling/code/function_calling.py:28
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/11-llm-engineering/09-function-calling/code/function_calling.py:28 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/11-llm-engineering/09-function-calling/code/main.ts:144
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/11-llm-engineering/09-function-calling/code/main.ts:144 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/11-llm-engineering/16-langgraph-state-machines/code/main.py:55
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/11-llm-engineering/16-langgraph-state-machines/code/main.py:55 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/14-agent-engineering/01-the-agent-loop/code/main.py:61
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/14-agent-engineering/01-the-agent-loop/code/main.py:61 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/14-agent-engineering/14-autogen-actor-model/code/main.py:85
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/14-agent-engineering/14-autogen-actor-model/code/main.py:85 Eval used
high System graph security security conf 1.00 Insecure pattern 'eval_used' in phases/18-ethics-safety-alignment/08-in-context-scheming-frontier-models/code/main.py:124
Found a known-risky pattern (eval_used). Review and replace if possible.
phases/18-ethics-safety-alignment/08-in-context-scheming-frontier-models/code/main.py:124 Eval used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in phases/11-llm-engineering/09-function-calling/code/function_calling.py:103
Found a known-risky pattern (exec_used). Review and replace if possible.
phases/11-llm-engineering/09-function-calling/code/function_calling.py:103 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in phases/13-tools-and-protocols/07-building-an-mcp-server/code/main.ts:185
Found a known-risky pattern (exec_used). Review and replace if possible.
phases/13-tools-and-protocols/07-building-an-mcp-server/code/main.ts:185 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in phases/15-autonomous-systems/08-bounded-self-improvement/code/main.py:60
Found a known-risky pattern (exec_used). Review and replace if possible.
phases/15-autonomous-systems/08-bounded-self-improvement/code/main.py:60 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in phases/15-autonomous-systems/10-claude-code-permission-modes/code/main.py:46
Found a known-risky pattern (exec_used). Review and replace if possible.
phases/15-autonomous-systems/10-claude-code-permission-modes/code/main.py:46 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in phases/18-ethics-safety-alignment/16-red-team-tooling-garak-llamaguard-pyrit/code/main.py:35
Found a known-risky pattern (exec_used). Review and replace if possible.
phases/18-ethics-safety-alignment/16-red-team-tooling-garak-llamaguard-pyrit/code/main.py:35 Exec used
high System graph security security conf 1.00 Insecure pattern 'exec_used' in phases/19-capstone-projects/49-lm-eval-harness/code/main.py:224
Found a known-risky pattern (exec_used). Review and replace if possible.
phases/19-capstone-projects/49-lm-eval-harness/code/main.py:224 Exec used
high System graph security security conf 1.00 Insecure pattern 'new_function_used' in phases/11-llm-engineering/09-function-calling/code/main.ts:62
Found a known-risky pattern (new_function_used). Review and replace if possible.
phases/11-llm-engineering/09-function-calling/code/main.ts:62 New function used
high System graph security security conf 1.00 Insecure pattern 'new_function_used' in phases/14-agent-engineering/01-the-agent-loop/code/main.ts:58
Found a known-risky pattern (new_function_used). Review and replace if possible.
phases/14-agent-engineering/01-the-agent-loop/code/main.ts:58 New function used
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — phases/00-setup-and-tooling/04-apis-and-keys/code/first_api_call.ts:6
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 Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — phases/19-capstone-projects/12-video-understanding-pipeline/code/ts/src/index.ts:51
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 Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — phases/19-capstone-projects/16-github-issue-to-pr-agent/code/ts/src/index.ts:119
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 instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing lockfile. 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 hardware Security conf 1.00 Dockerfile runs as root: phases/00-setup-and-tooling/07-docker-for-ai/code/Dockerfile
No non-root USER set. Containers running as root expand the blast radius of any vulnerability inside the image.
Container
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/curriculum.yml CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/app.js:134
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/app.js:134 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/catalog.html:430
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/catalog.html:430 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/checkout.js:95
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/checkout.js:95 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/cmdpalette.js:235
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/cmdpalette.js:235 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/glossary.html:288
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/glossary.html:288 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/lesson.html:2032
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/lesson.html:2032 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/pet.js:287
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/pet.js:287 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/plan.html:669
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/plan.html:669 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in site/prereqs.html:990
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
site/prereqs.html:990 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'insert_adjacent_html' in site/lesson.html:3122
Found a known-risky pattern (insert_adjacent_html). Review and replace if possible.
site/lesson.html:3122 Insert adjacent html
medium System graph security security conf 1.00 Insecure pattern 'local_storage_auth_token' in site/checkout.js:83
Found a known-risky pattern (local_storage_auth_token). Review and replace if possible.
site/checkout.js:83 Local storage auth token
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in phases/00-setup-and-tooling/01-dev-environment/code/verify.ts:5
Found a known-risky pattern (node_child_process). Review and replace if possible.
phases/00-setup-and-tooling/01-dev-environment/code/verify.ts:5 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in phases/11-llm-engineering/09-function-calling/code/main.ts:356
Found a known-risky pattern (node_child_process). Review and replace if possible.
phases/11-llm-engineering/09-function-calling/code/main.ts:356 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in phases/19-capstone-projects/10-multi-agent-software-team/code/ts/README.md:14
Found a known-risky pattern (node_child_process). Review and replace if possible.
phases/19-capstone-projects/10-multi-agent-software-team/code/ts/README.md:14 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in phases/19-capstone-projects/10-multi-agent-software-team/code/ts/src/runtime.ts:1
Found a known-risky pattern (node_child_process). Review and replace if possible.
phases/19-capstone-projects/10-multi-agent-software-team/code/ts/src/runtime.ts:1 Node child process
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in phases/19-capstone-projects/01-terminal-native-coding-agent/code/main.py:116
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
phases/19-capstone-projects/01-terminal-native-coding-agent/code/main.py:116 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in phases/19-capstone-projects/26-sandbox-runner-denylist/code/main.py:191
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
phases/19-capstone-projects/26-sandbox-runner-denylist/code/main.py:191 Subprocess shell true
medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in phases/19-capstone-projects/26-sandbox-runner-denylist/quiz.json:45
Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.
phases/19-capstone-projects/26-sandbox-runner-denylist/quiz.json:45 Subprocess shell true
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — phases/00-setup-and-tooling/04-apis-and-keys/code/first_api_call.py:42
`urllib.request.urlopen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — phases/03-deep-learning-core/11-intro-to-pytorch/code/pytorch_intro.py:25
`urllib.request.urlretrieve(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — phases/11-llm-engineering/09-function-calling/code/function_calling.py:417
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — phases/13-tools-and-protocols/09-mcp-transports/code/main.py:200
`urllib.request.urlopen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — phases/16-multi-agent-and-swarms/12-a2a-protocol/code/main.py:129
`urllib.request.urlopen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — phases/19-capstone-projects/72-code-exec-metric/code/main.py:313
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 105 placeholder/mock markers across 62 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph quality Placeholder conf 1.00 Runtime service client appears to use placeholder configuration
A runtime source file appears to wire Supabase/Firebase/AI/payment-style clients to placeholder URLs, keys, or fallback values. In the Fable corpus this often means the UI/API shape is present while the backend service is not actually configured.
Runtime configService clientGenerated repo pattern
low System graph quality Integrity conf 1.00 11 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `ANTHROPIC_API_KEY`, `BRANCH`, `GH_WEBHOOK_SECRET`, `LINK_CHECK_SKIP`, `MOCK`, `OPENAI_API_KEY`, `OTEL_CAPTURE_CONTENT`, `PATH` + 3 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph hardware Coverage conf 1.00 Containers defined but no K8s/orchestration manifest found
Repo has Dockerfiles/compose but no Kubernetes/Nomad manifests. If the target deployment is K8s, the manifests may live in a separate ops repo.
Deployment
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 11582 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: caddy:2-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:11 containersPinned dependencies
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:3 containersPinned dependencies
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.
deploy/license-service/Dockerfile:2 containersPinned dependencies
low System graph hardware Supply chain conf 1.00 Docker base image is tag-pinned but not digest-pinned: nvidia/cuda:12.4.1-devel-ubuntu22.04
Container tags can be retagged upstream. Pin production base images to a reviewed digest (`image@sha256:...`) when reproducibility and supply-chain integrity matter.
phases/00-setup-and-tooling/07-docker-for-ai/code/Dockerfile:1 containersPinned dependencies
low System graph quality Tests conf 1.00 Low test-to-source ratio
102 tests / 649 src (ratio 0.16).
low System graph quality Integrity conf 1.00 11 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/lesson_run.py:iter_lesson_dirs, scripts/audit_lessons.py:iter_lesson_dirs This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
11 occurrences
repo-level (11 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 20 places
Functions with the same first-5-line body hash: phases/19-capstone-projects/34-transformer-block/code/main.py:forward, phases/19-capstone-projects/34-transformer-block/code/main.py:forward, phases/19-capstone-projects/34-transformer-block/code/main.py:forward, phases/19-capstone-projects/34-transfo…
duplicatesduplication
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: phases/19-capstone-projects/69-end-to-end-rag-system/code/main.py:add, phases/19-capstone-projects/69-end-to-end-rag-system/code/main.py:add, phases/19-capstone-projects/69-end-to-end-rag-system/code/main.py:add This is *the* AI-coder failure mode (4…
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: phases/19-capstone-projects/32-token-positional-embeddings/code/main.py:forward, phases/19-capstone-projects/32-token-positional-embeddings/code/main.py:forward, phases/19-capstone-projects/32-token-positional-embeddings/code/main.py:forward, phases/1…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 9 places
Functions with the same first-5-line body hash: phases/19-capstone-projects/40-dpo-from-scratch/code/main.py:forward, phases/19-capstone-projects/40-dpo-from-scratch/code/main.py:forward, phases/19-capstone-projects/40-dpo-from-scratch/code/main.py:forward, phases/19-capstone-projects/41-eval-pipel…
duplicatesduplication
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/01-terminal-native-coding-agent/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/01-terminal-native-coding-agent/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/02-rag-over-codebase/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/02-rag-over-codebase/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/03-realtime-voice-assistant/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/03-realtime-voice-assistant/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/04-multimodal-document-qa/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/04-multimodal-document-qa/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/06-devops-troubleshooting-agent/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/06-devops-troubleshooting-agent/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/08-production-rag-chatbot/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/08-production-rag-chatbot/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/09-code-migration-agent/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/09-code-migration-agent/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/10-multi-agent-software-team/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/10-multi-agent-software-team/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/11-llm-observability-dashboard/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/11-llm-observability-dashboard/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/12-video-understanding-pipeline/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/12-video-understanding-pipeline/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/13-mcp-server-with-registry/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/13-mcp-server-with-registry/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/16-github-issue-to-pr-agent/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/16-github-issue-to-pr-agent/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality dependencies conf 1.00 Node manifest has dependencies but no lockfile: phases/19-capstone-projects/17-personal-ai-tutor/code/ts/package.json
`package.json` declares dependencies, but no same-directory npm/pnpm/yarn/bun lockfile was found. Generated projects without lockfiles are less reproducible and harder to secure-scan precisely.
phases/19-capstone-projects/17-personal-ai-tutor/code/ts/package.json LockfileReproducibilityGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_craft_iron_pick_v1` in phases/14-agent-engineering/10-skill-libraries-voyager/code/main.py:125
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 quality Integrity conf 1.00 Old/deprecated-named symbol `diff_v1` in phases/10-llms-from-scratch/16-differential-attention-v2/code/main.py:125
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 quality Integrity conf 1.00 Old/deprecated-named symbol `exp_old` in phases/07-transformers-deep-dive/12-kv-cache-flash-attention/code/main.py:48
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 quality Integrity conf 1.00 Old/deprecated-named symbol `idxs_copy` in phases/19-capstone-projects/38-classifier-finetuning/code/main.py:272
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 quality Integrity conf 1.00 Old/deprecated-named symbol `idxs_copy` in phases/19-capstone-projects/39-instruction-tuning-sft/code/main.py:357
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 quality Integrity conf 1.00 Old/deprecated-named symbol `log_pi_old` in phases/09-reinforcement-learning/09-reward-modeling-rlhf/code/main.py:106
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 quality Integrity conf 1.00 Old/deprecated-named symbol `maskrcnn_resnet50_fpn_v2` in phases/04-computer-vision/08-instance-segmentation-mask-rcnn/code/main.py:47
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 quality Integrity conf 1.00 Old/deprecated-named symbol `rs_old` in phases/01-math-foundations/17-linear-systems/code/linear_systems.py:122
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 quality Integrity conf 1.00 Old/deprecated-named symbol `transform_v1` in phases/19-capstone-projects/24-plan-execute-control-flow/code/tests/test_agent.py:50
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 quality Integrity conf 1.00 Old/deprecated-named symbol `v_old` in phases/09-reinforcement-learning/08-ppo/code/main.py:81
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 quality Integrity conf 1.00 Old/deprecated-named symbol `π_old` in site/data.js:1862
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: apply_known_fixes
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/main.py:290
low System graph software Dead code conf 1.00 Possibly dead Python function: baseline_pipeline
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/68-rag-eval-precision-recall/code/main.py:272
low System graph software Dead code conf 1.00 Possibly dead Python function: check_url
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/link_check.py:262
low System graph software Dead code conf 1.00 Possibly dead Python function: destructive_guard
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/01-terminal-native-coding-agent/code/main.py:164
low System graph software Dead code conf 1.00 Possibly dead Python function: deterministic_expander
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/56-iteration-scheduler/code/main.py:319
low System graph software Dead code conf 1.00 Possibly dead Python function: fizzbuzz
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/tasks/task_001_fizzbuzz_offbyone/expected/fizzbuzz.py:1
low System graph software Dead code conf 1.00 Possibly dead Python function: fizzbuzz
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/tasks/task_001_fizzbuzz_offbyone/buggy/fizzbuzz.py:1
low System graph software Dead code conf 1.00 Possibly dead Python function: hybrid_plus_rerank_pipeline
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/68-rag-eval-precision-recall/code/main.py:324
low System graph software Dead code conf 1.00 Possibly dead Python function: inject_inf_into_first_grad
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/45-gradient-clipping-amp/code/main.py:361
low System graph software Dead code conf 1.00 Possibly dead Python function: linked_list_length
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/tasks/task_005_linked_list_traversal/expected/linked_list.py:7
low System graph software Dead code conf 1.00 Possibly dead Python function: linked_list_length
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/tasks/task_005_linked_list_traversal/buggy/linked_list.py:7
low System graph software Dead code conf 1.00 Possibly dead Python function: noop_candidate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/main.py:317
low System graph software Dead code conf 1.00 Possibly dead Python function: rank_main
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/48-distributed-fsdp-ddp/code/main.py:223
low System graph software Dead code conf 1.00 Possibly dead Python function: reverse_list
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/tasks/task_004_empty_reverse/expected/reverse.py:1
low System graph software Dead code conf 1.00 Possibly dead Python function: reverse_list
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/tasks/task_004_empty_reverse/buggy/reverse.py:1
low System graph software Dead code conf 1.00 Possibly dead Python function: safe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/84-refusal-evaluation/code/prompts.py:103
low System graph software Dead code conf 1.00 Possibly dead Python function: synthetic_loader
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/47-checkpoint-save-resume/code/main.py:70
low System graph software Dead code conf 1.00 Possibly dead Python function: to_envelope
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/23-function-call-dispatcher/code/main.py:50
low System graph software Dead code conf 1.00 Possibly dead Python function: tokenize_jsonl_path
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/43-hdf5-tokenized-corpus/code/main.py:437
low System graph software Dead code conf 1.00 Possibly dead Python function: tool_run_shell
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/01-terminal-native-coding-agent/code/main.py:115
low System graph software Dead code conf 1.00 Possibly dead Python function: unsafe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/84-refusal-evaluation/code/prompts.py:99
low System graph software Dead code conf 1.00 Possibly dead Python function: write_response
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
phases/19-capstone-projects/22-jsonrpc-stdio-transport/code/main.py:122
low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence
The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.
Git historyGenerated repo pattern
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — deploy/license-service/keygen.js:26
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — deploy/license-service/server.js:246
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/05-nlp-foundations-to-advanced/19-subword-tokenization/code/main.ts:174
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/05-nlp-foundations-to-advanced/23-chunking-strategies-rag/code/main.ts:169
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/11-llm-engineering/01-prompt-engineering/code/main.ts:360
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/11-llm-engineering/04-embeddings/code/main.ts:249
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/11-llm-engineering/09-function-calling/code/main.ts:324
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/11-llm-engineering/12-guardrails/code/main.ts:351
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/13-tools-and-protocols/01-the-tool-interface/code/main.ts:206
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/13-tools-and-protocols/07-building-an-mcp-server/code/main.ts:298
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/13-tools-and-protocols/19-a2a-protocol/code/main.ts:107
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/14-agent-engineering/01-the-agent-loop/code/main.ts:143
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/14-agent-engineering/06-tool-use-and-function-calling/code/main.ts:204
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/14-agent-engineering/13-langgraph-stateful-graphs/code/main.ts:187
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/16-multi-agent-and-swarms/01-why-multi-agent/code/single_vs_multi.ts:228
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/16-multi-agent-and-swarms/03-communication-protocols/code/main.ts:681
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/17-infrastructure-and-production/13-llm-observability/code/main.ts:119
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/17-infrastructure-and-production/14-prompt-semantic-caching/code/main.ts:308
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/17-infrastructure-and-production/15-batch-apis/code/main.ts:154
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/17-infrastructure-and-production/16-model-routing/code/main.ts:326
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/17-infrastructure-and-production/19-ai-gateways/code/main.ts:362
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/17-infrastructure-and-production/20-shadow-canary-progressive/code/main.ts:224
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/01-terminal-native-coding-agent/code/ts/src/index.ts:32
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/01-terminal-native-coding-agent/code/ts/src/repl.ts:39
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/02-rag-over-codebase/code/ts/src/index.ts:81
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/03-realtime-voice-assistant/code/ts/src/index.ts:107
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/03-realtime-voice-assistant/code/ts/src/orchestrator.ts:154
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/04-multimodal-document-qa/code/ts/src/index.ts:47
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/06-devops-troubleshooting-agent/code/ts/src/index.ts:59
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/08-production-rag-chatbot/code/ts/src/index.ts:52
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/09-code-migration-agent/code/ts/src/index.ts:19
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/10-multi-agent-software-team/code/ts/src/index.ts:17
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/10-multi-agent-software-team/code/ts/tests/runtime.test.ts:46
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — phases/19-capstone-projects/11-llm-observability-dashboard/code/ts/src/index.ts:67
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph frontend Frontend quality conf 1.00 Stray `console.log` in TS/JS — site/build.js:492
Replace with the toast helper, an error boundary, or remove. `console.warn` / `console.error` are acceptable. Why: Hygiene — easy to leak debug output. Rule id: fq.console-leak
Fq console leak
low System graph quality Integrity conf 1.00 Stub function `close` (body is just `pass`/`return`) — phases/19-capstone-projects/28-observability-otel-traces/code/main.py:174
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `log_message` (body is just `pass`/`return`) — phases/16-multi-agent-and-swarms/12-a2a-protocol/code/main.py:84
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `on_edited` (body is just `pass`/`return`) — phases/14-agent-engineering/15-crewai-role-based-crews/code/main.py:316
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph quality Integrity conf 1.00 Stub function `reverse_list` (body is just `pass`/`return`) — phases/19-capstone-projects/27-eval-harness-fixture-tasks/code/tasks/task_004_empty_reverse/buggy/reverse.py:1
Likely an AI scaffold that was never filled in. Remove or implement.
Empty handlerDead code
low System graph api Wiring conf 1.00 Unused endpoint: GET /dashboard
`phases/19-capstone-projects/09-code-migration-agent/code/ts/src/server.ts` declares `GET /dashboard` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or docum…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /dashboard.json
`phases/19-capstone-projects/11-llm-observability-dashboard/code/ts/src/server.ts` declares `GET /dashboard.json` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider remov…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /document/:id
`phases/19-capstone-projects/04-multimodal-document-qa/code/ts/src/server.ts` declares `GET /document/:id` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or …
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /job/:id
`phases/19-capstone-projects/12-video-understanding-pipeline/code/ts/src/server.ts` declares `GET /job/:id` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /jobs
`phases/19-capstone-projects/12-video-understanding-pipeline/code/ts/src/server.ts` declares `GET /jobs` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or do…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /lesson/next
`phases/19-capstone-projects/17-personal-ai-tutor/code/ts/src/server.ts` declares `GET /lesson/next` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or docume…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /migrations
`phases/19-capstone-projects/09-code-migration-agent/code/ts/src/server.ts` declares `GET /migrations` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or docu…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /migrations/:id
`phases/19-capstone-projects/09-code-migration-agent/code/ts/src/server.ts` declares `GET /migrations/:id` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or …
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /query
`phases/19-capstone-projects/02-rag-over-codebase/code/ts/src/server.ts` declares `GET /query` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting …
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /lesson/:id/submit
`phases/19-capstone-projects/17-personal-ai-tutor/code/ts/src/server.ts` declares `POST /lesson/:id/submit` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /query
`phases/19-capstone-projects/02-rag-over-codebase/code/ts/src/server.ts` declares `POST /query` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /trace
`phases/19-capstone-projects/11-llm-observability-dashboard/code/ts/src/server.ts` declares `POST /trace` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or d…
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /webhook
`phases/19-capstone-projects/16-github-issue-to-pr-agent/code/ts/src/server.ts` declares `POST /webhook` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or do…
Unused endpoint
low System graph quality Complexity conf 1.00 Very large file: site/data.js (12958 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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