imbue-ai/mngr

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https://github.com/imbue-ai/mngr · scanned 2026-06-05 17:48 UTC (4 days, 21 hours ago) · 10 languages

1553 raw signals (285 security + 1268 graph) 10th percentile · Python · large (100-500K LoC) System graph score 47 (higher by 13)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 21 hours ago · v2 · 746 actionable findings from 2 signal sources. 173 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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100.0% cov · 577 findings

Score breakdown â 2026-05-18-v5

Component	Sub-score	Weight	Contribution
`structure_score`	60.0	0.15	9.00
`security_score`	16.4	0.25	4.10
`testing_score`	97.0	0.20	19.40
`documentation_score`	83.0	0.15	12.45
`practices_score`	77.0	0.15	11.55
`code_quality`	33.2	0.10	3.32
Overall		1.00	59.8

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 7 High 75 Medium 96 Low 303 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 169 System graph 577 Crowd 0 Layer: Quality 501 Security 21 Software 146 Cicd 14 Frontend 4 Network 3 Hardware 4 Api 53

Exclude dismissed / FP Exclude test files

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

Duplicates & near-duplicates 5 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.

5 matching findings on this repo

low Near-duplicate function bodies in 2 places repo-level
low Near-duplicate function bodies in 5 places
low Near-duplicate function bodies in 3 places repo-level
low Near-duplicate function bodies in 7 places
low Near-duplicate function bodies in 4 places repo-level

View all duplicates & near-duplicates findings →

Legacy markers 1 finding

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.

1 matching finding on this repo

low Old/deprecated-named symbol `result_legacy` in apps/minds/imbue/minds/desktop_c…

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Commented-out code 220 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 test_meta_ratchets.py:689
info Commented-code block (5 lines) in apps/slack_exporter/imbue/slack_exporter/expo…
info Commented-code block (11 lines) in apps/modal_litellm/app.py:32
info Commented-code block (6 lines) in apps/modal_litellm/test_ratchets.py:71
info Commented-code block (6 lines) in apps/remote_service_connector/imbue/remote_se…
info Commented-code block (5 lines) in apps/remote_service_connector/imbue/remote_se…
info Commented-code block (6 lines) in apps/remote_service_connector/scripts/cleanup…
info Commented-code block (7 lines) in apps/minds/test_snapshot_resume.py:65
info Commented-code block (7 lines) in apps/minds/test_desktop_client_e2e.py:132
info Commented-code block (5 lines) in apps/minds/imbue/minds/test_claude_version_al…
info Commented-code block (17 lines) in apps/minds/imbue/minds/test_ratchets.py:34
info Commented-code block (6 lines) in apps/minds/imbue/minds/bootstrap.py:33

View all commented-out code findings →

Config drift 15 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.

12 matching findings on this repo

low File has no detected symbols: libs/mngr/imbue/mngr/config/consts.py
low Very large file: libs/mngr/imbue/mngr/config/data_types_test.py (1524 lines)
low Very large file: libs/mngr/imbue/mngr/config/loader_test.py (2280 lines)
low Very large file: libs/mngr/imbue/mngr/config/loader.py (1117 lines)
info Commented-code block (7 lines) in libs/mngr_claude/imbue/mngr_claude/claude_con…
info Commented-code block (7 lines) in libs/mngr_antigravity/imbue/mngr_antigravity/…
info Commented-code block (5 lines) in libs/mngr/imbue/mngr/config/data_types_test.p…
info Commented-code block (5 lines) in libs/mngr/imbue/mngr/config/pre_readers.py:15
info Commented-code block (5 lines) in libs/mngr/imbue/mngr/config/loader_test.py:20…
info Commented-code block (6 lines) in libs/mngr/imbue/mngr/config/completion_writer…
info Commented-code block (5 lines) in libs/mngr/imbue/mngr/config/data_types.py:217
low Old/deprecated-named symbol `defaults_copy` in libs/mngr/imbue/mngr/config/load…

View all config drift findings →

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