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TKCen/sera

https://github.com/TKCen/sera · scanned 2026-06-16 00:38 UTC (2 months, 1 week ago)

410 raw signals (0 security + 410 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 370 actionable findings from 1 signal source. 40 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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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 2 findings
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.
2 matching findings on this repo
  • low Near-duplicate function bodies in 2 places repo-level
  • low Near-duplicate function bodies in 29 places repo-level
View all duplicates & near-duplicates findings →
Legacy markers 239 findings
What it is: TODO, FIXME, XXX, HACK comments. Often indicate a known-broken path the author meant to fix.
Why it matters: Each marker is an unfinished thought. Production code shouldn't ship with debt that's documented but not tracked.
How AI causes it: AI mirrors the style of the codebase, so existing TODOs propagate into new code.
Fix approach: Convert each into a ticket. Delete the comment when the ticket lands. Use a pre-commit hook to block new TODOs without an issue link.
12 matching findings on this repo
  • low Stray `console.log` in TS/JS — legacy/verify_schema.ts:14
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
  • info `truncate` class without `title=` for hover reveal — legacy/web/src/components/…
View all legacy markers findings →
Commented-out code 12 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/`.
12 matching findings on this repo
  • info Commented-code block (5 lines) in legacy/tools/bridges/task-router.ts:223
  • info Commented-code block (9 lines) in legacy/core/agent-runtime/src/contextManager.…
  • info Commented-code block (12 lines) in legacy/core/agent-runtime/src/__tests__/memo…
  • info Commented-code block (6 lines) in legacy/core/src/routes/delegation.security.te…
  • info Commented-code block (5 lines) in legacy/core/src/sandbox/PermissionRequestServ…
  • info Commented-code block (6 lines) in legacy/core/src/sandbox/ContainerSecurityMapp…
  • info Commented-code block (5 lines) in legacy/core/src/agents/Orchestrator.ts:176
  • info Commented-code block (5 lines) in legacy/core/src/agents/process/HierarchicalPr…
  • info Commented-code block (5 lines) in legacy/core/src/services/vector.service.test.…
  • info Commented-code block (13 lines) in legacy/core/src/channels/adapters/DiscordAda…
  • info Commented-code block (5 lines) in legacy/core/src/llm/ContextAssembler.ts:153
  • info Commented-code block (5 lines) in sdk/typescript/sera-plugin-sdk/scripts/genera…
View all commented-out code findings →
Config drift 6 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.
6 matching findings on this repo
  • critical Possible secret in rust/crates/sera-config/src/core_config.rs rust/crates/sera-config/src/core_config.rs:347
  • medium Runtime service client appears to use placeholder configuration
  • high Agent instruction/config may expose a secret: rust/CLAUDE.md rust/CLAUDE.md:143
  • high Dangling fetch: GET /embedding/config (legacy/web/src/lib/api/embedding.ts:50)
  • high Dangling fetch: PUT /embedding/config (legacy/web/src/lib/api/embedding.ts:59)
  • low Unused endpoint: GET /oidc-config
View all config drift findings →
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