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TwoD97/LokLM

https://github.com/TwoD97/LokLM · scanned 2026-06-16 00:43 UTC (2 months, 1 week ago)

177 raw signals (11 security + 166 graph)

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Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 166 actionable findings from 2 signal sources. 75 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
62.8
/100
Security checks
63
8 findings
System graph
63
88.9% cov · 158 findings
Critical
2
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Agents
10
0 votes
Crowd
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reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 2 High 4 Medium 21 Low 17 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 8 System graph 158 Crowd 0 Layer: Quality 145 Security 11 Frontend 7 Cicd 3
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Scan summary Repository scanned at 62.8/100 with 88.9% coverage. It contains 1953 nodes across 5 cross-layer flows, written primarily in mixed languages. Engine surfaced 166 findings — concentrated in quality (138), cicd (11), security (10). Risk profile is low: 0 critical, 0 high, 27 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 44 of 166 actionable findings. 241 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 Security checks quality Practices conf 0.82 3 occurrences Foundry mined mock as real or placeholder: TwoD97/LokLM
Graph query export: Mock, sample, placeholder, or self-attested behavior treated as real Query id: mock_as_real_or_placeholder Query type: motif_query Intent: Hard negatives for fake completeness and missing real data paths. Motif: mock_as_real_or_placeholder Training usage: hard_negative Graph gol…
3 occurrences
repo-level (3 hits)
critical Security checks security auth conf 0.78 2 occurrences Foundry mined security auth guardrail gaps: TwoD97/LokLM
Graph query export: Security/auth changes without enough guardrails Query id: security_auth_guardrail_gaps Query type: motif_query Intent: Assumption-check security/auth examples requiring stronger tests or CI. Motif: security_auth_without_guardrails Training usage: assumption_check Graph gold labe…
2 occurrences
repo-level (2 hits)
high Security checks quality Practices conf 0.84 8 occurrences Foundry mined bad chains: TwoD97/LokLM
Comment chain pattern product: bad_chains Repo: TwoD97/LokLM Thread: TwoD97/LokLM#9 Outcome: not_resolved_or_not_observed Thread label: thread_has_human_issue_without_fix_context Source graph label: source_backed_multi_signal_graph Reasons: source_graph_has_real_artifacts, source_graph_has_verifica…
8 occurrences
repo-level (8 hits)
high Security checks quality Practices conf 0.80 Foundry mined docs only runtime fix: TwoD97/LokLM
Graph query export: Docs-only response to runtime or integration issue Query id: docs_only_runtime_fix Query type: motif_query Intent: Assumption-check examples where docs or claims are not enough proof. Motif: docs_only_runtime_fix Training usage: assumption_check Graph gold label: weak_supervisio…
high Security checks quality Quality conf 0.76 3 occurrences Foundry mined schema ui api mismatch: TwoD97/LokLM
Graph query export: Schema, UI, and API mismatch Query id: schema_ui_api_mismatch Query type: motif_query Intent: Assumption-check examples for data-path consistency across layers. Motif: schema_ui_api_mismatch Training usage: assumption_check Graph gold label: supported_by_verification_signal Repo…
3 occurrences
repo-level (3 hits)
high Security checks quality Testing conf 0.78 16 occurrences Foundry mined test ci gap after feedback: TwoD97/LokLM
Graph query export: Feedback exposes missing tests or CI Query id: test_ci_gap_after_feedback Query type: motif_query Intent: Hard negatives for feedback/fix chains without adequate guardrails. Motif: test_ci_gap_after_feedback Training usage: hard_negative Graph gold label: needs_more_evidence Rep…
16 occurrences
repo-level (16 hits)
medium Security checks quality Practices conf 0.62 32 occurrences Foundry mined assumption checks: TwoD97/LokLM
Comment chain pattern product: assumption_checks Repo: TwoD97/LokLM Thread: TwoD97/LokLM#5 Outcome: ambiguous_needs_more_evidence Thread label: thread_needs_classification Source graph label: source_backed_multi_signal_graph Reasons: source_graph_has_real_artifacts, source_graph_has_verification_ar…
32 occurrences
repo-level (32 hits)
medium Security checks quality Practices conf 0.70 10 occurrences Foundry mined unresolved feedback: TwoD97/LokLM
Graph query export: Human feedback without linked fix evidence Query id: unresolved_feedback Query type: motif_query Intent: Negative/unresolved examples that should not be hallucinated into fixes. Motif: unlinked_feedback_needs_evidence Training usage: negative_or_unresolved Graph gold label: need…
10 occurrences
repo-level (10 hits)
medium System graph frontend Frontend quality conf 1.00 `dangerouslySetInnerHTML` used in a React component — src/main/db/database.ts:873
Open XSS surface unless the input is provably trusted. Replace with explicit JSX or sanitize via a vetted library. Why: OWASP basics. Already partially flagged by the security analyzer. Rule id: fq.dangerous-html
Fq dangerous html
medium System graph quality Integrity conf 1.00 `fetch()` without try/.catch or AbortSignal — scripts/download-models.mjs:323
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 — scripts/download-tessdata.mjs:36
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 — src/main/services/models/ModelDownloader.ts:205
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 — src/main/services/qa/router.ts:125
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 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 cicd CI/CD security conf 1.00 9 occurrences GitHub Action is tag-pinned rather than SHA-pinned
Jimver/[email protected] can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 9 locations
.github/workflows/release-installer.yml:116, 125, 359, 365, 530, 536 (6 hits)
.github/workflows/build-translator-sidecar.yml:54, 100, 157 (3 hits)
CI/CD securitySupply chainGithub actions
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/release-installer.yml CI/CD securitySupply chainGithub actions
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in installer-wizard/frontend/renderer.js:231
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
installer-wizard/frontend/renderer.js:231 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/build-installer-dmg.mjs:13
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/build-installer-dmg.mjs:13 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/build-installer-stub-linux.mjs:23
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/build-installer-stub-linux.mjs:23 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/build-installer-stub.mjs:24
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/build-installer-stub.mjs:24 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/build-installer-wizard.mjs:22
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/build-installer-wizard.mjs:22 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/build-mac-payloads.mjs:11
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/build-mac-payloads.mjs:11 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/capture-screenshots.mjs:9
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/capture-screenshots.mjs:9 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in scripts/sign-windows.mjs:33
Found a known-risky pattern (node_child_process). Review and replace if possible.
scripts/sign-windows.mjs:33 Node child process
medium System graph security security conf 1.00 Insecure pattern 'node_child_process' in src/main/services/translation/TranslatorSidecar.ts:13
Found a known-risky pattern (node_child_process). Review and replace if possible.
src/main/services/translation/TranslatorSidecar.ts:13 Node child process
medium System graph security Coverage conf 1.00 No auth library detected
The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.
auth
medium System graph quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 32 placeholder/mock markers across 22 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 Integrity conf 1.00 10 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `CERTUM_SUBJECT`, `CERTUM_THUMBPRINT`, `CERTUM_TIMESTAMP_URL`, `HOME`, `LOCALAPPDATA`, `LOKLM_PAYLOAD_BASE_URL`, `LOKLM_SIGN`, `LOKLM_TRANSLATOR_BIN` + 2 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 77 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 quality Integrity conf 1.00 Old/deprecated-named symbol `doc_v1` in tests/tx/db/search-repo.test.ts:366
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 `loginOld` in tests/integration/auth-e2e.test.ts:61
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 `row__copy` in src/renderer/src/settings/AdvancedTab.tsx:111
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 `view__copy` in src/renderer/src/translation/TranslationView.tsx:309
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 `view__copy` in src/renderer/src/writing/WritingView.tsx:114
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 cicd CI/CD security conf 1.00 package.json defines install-time lifecycle scripts
preinstall/install/postinstall/prepare scripts execute during dependency installation. Review them carefully for network calls, obfuscation, shell execution, or credential access.
package.json CI/CD securitySupply chainNpm
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 — src/main/index.ts:1975
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 — tests/bench/quiz-pipeline.ts:414
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 — tests/evals/runpod/pod.ts:86
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 — tests/evals/synth/inspect-dataset.ts:60
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 — tests/unit/translator-sidecar.test.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 — website/tests/e2e/a11y.spec.ts:38
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 Complexity conf 1.00 Very large file: src/main/db/database.ts (1867 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/main/index.ts (2023 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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