Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.
Sign up free Scan another repo

AMAP-ML/SkillClaw

https://github.com/AMAP-ML/SkillClaw · scanned 2026-05-17 01:36 UTC (14 hours, 42 minutes ago) · 10 languages

112 findings (24 legacy + 88 scanner) 69th percentile · Python · medium (20-100K LoC) Scanner says 86 (lower by 15)

File as issue Image
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 14 hours, 41 minutes ago · v1 · 112 findings from 2 sources. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

JSON
Combined
80.5
/100
Repobility
75
24 legacy
9-layer
86
100.0% cov · 88 gaps
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: layer: quality × excluding tests × Reset all
Severity: Critical 0 High 24 Medium 13 Low 74 Source: Legacy 24 9-layer 88 Crowd 0 Layer: Quality 43 Security 28 Software 15 Frontend 1 Api 25
Scan summary Repository scanned at 85.9/100 with 100.0% coverage. It contains 1089 nodes across 28 cross-layer flows, written primarily in mixed languages. Engine surfaced 88 findings — concentrated in quality (33), api (25), security (16). Risk profile is high: 0 critical, 15 high, 1 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 43 of 112 findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high Legacy quality error_handling conf 1.00 [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even in cleanup code, log at DEBUG level.
Log the error: `except Exception: logger.debug('cleanup failed', exc_info=True)`. Or handle specific exception types.
skillclaw/dashboard_server.py:181 error_handlinglegacy
high Legacy quality error_handling conf 1.00 [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even in cleanup code, log at DEBUG level.
Log the error: `except Exception: logger.debug('cleanup failed', exc_info=True)`. Or handle specific exception types.
skillclaw/cli.py:220 error_handlinglegacy
high Legacy quality error_handling conf 1.00 [ERR001] Silent Exception Swallowing: Silently swallowing all exceptions hides bugs. Even in cleanup code, log at DEBUG level.
Log the error: `except Exception: logger.debug('cleanup failed', exc_info=True)`. Or handle specific exception types.
skillclaw/api_server.py:1236 error_handlinglegacy
medium Legacy quality quality conf 0.72 Agent control bridge may listen on a network interface without visible auth
Agent, MCP, sidecar, and command bridge servers often start as local helpers. Binding them to 0.0.0.0 or a default all-interface listener without an authorization guard can expose tool execution or session data to the LAN.
skillclaw/config.py:6 qualitylegacy
medium Legacy quality quality conf 0.72 Agent control bridge may listen on a network interface without visible auth
Agent, MCP, sidecar, and command bridge servers often start as local helpers. Binding them to 0.0.0.0 or a default all-interface listener without an authorization guard can expose tool execution or session data to the LAN.
evolve_server/__main__.py:260 qualitylegacy
medium Legacy quality quality conf 0.80 localStorage write failures are swallowed silently
localStorage quotas are small and writes can fail. Catching storage errors without a user-visible warning causes silent data loss when notes, images, or snapshots exceed quota.
skillclaw/dashboard_assets/app.js:1116 qualitylegacy
medium Legacy quality quality conf 0.78 Public web service has no security.txt
security.txt gives researchers and customers a safe disclosure channel. Public web apps and APIs should publish it under /.well-known/security.txt.
.well-known/security.txt qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
skillclaw/validation_store.py:45 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
evolve_server/pipeline/skill_verifier.py:60 qualitylegacy
low Legacy quality quality conf 0.86 Duplicated implementation block across source files
Duplicated blocks are a common artifact when generated code is pasted or recreated instead of reused. They increase maintenance cost because every future bug fix must be found in multiple locations.
evolve_server/engines/workflow.py:98 qualitylegacy
low 9-layer quality integrity conf 1.00 Legacy-named symbol `bundle_v1` in evolve_server/engines/agent.py:327
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `bundle_v1` in evolve_server/engines/workflow.py:189
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `bundle_v1` in evolve_server/storage/oss_helpers.py:206
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `bundle_v1` in skillclaw/dashboard_ingest.py:90
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `bundle_v1` in skillclaw/dashboard_server.py:137
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `bundle_v1` in skillclaw/skill_hub.py:181
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `bundle_v1` in tests/test_dashboard.py:66
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `bundle_v1` in tests/test_skill_bundle_support.py:63
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `latest_backup` in skillclaw/claw_adapter.py:536
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `latest_backup` in skillclaw/cli.py:74
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `list_objects_v2` in skillclaw/object_store.py:164
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `restored_from_backup` in skillclaw/api_server.py:2882
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.
integritylegacy-markerdead-code
low 9-layer quality integrity conf 1.00 Legacy-named symbol `restored_from_backup` in skillclaw/launcher.py:141
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.
integritylegacy-markerdead-code
low 9-layer quality tests conf 1.00 Low test-to-source ratio
8 tests / 52 src (ratio 0.15).
tests
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/validation_store.py:from_config, skillclaw/skill_hub.py:from_config 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/api_server.py:get_response, skillclaw/api_server.py:delete_response 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/runtime_state.py:daemon_start_lock_path, skillclaw/runtime_state.py:daemon_start_lock 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 sep…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/validation_worker.py:run_once, skillclaw/validation_worker.py:run 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/dashboard_server.py:pull_skills, skillclaw/dashboard_server.py:pull_skills 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/dashboard_server.py:push_skills, skillclaw/dashboard_server.py:push_skills 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/dashboard_server.py:sync_skills, skillclaw/dashboard_server.py:sync_skills 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/dashboard_server.py:activate_skill_version, skillclaw/dashboard_server.py:activate_skill 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 …
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skillclaw/dashboard_server.py:trigger_evolve, skillclaw/dashboard_server.py:trigger_evolve 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.
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: evolve_server/core/skill_registry.py:get_or_create, evolve_server/core/skill_registry.py:get 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 separa…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: skillclaw/object_store.py:get_object, skillclaw/object_store.py:get_object, skillclaw/object_store.py:get_object This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or documen…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: skillclaw/object_store.py:put_object, skillclaw/object_store.py:put_object, skillclaw/object_store.py:put_object This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or documen…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: skillclaw/object_store.py:delete_object, skillclaw/object_store.py:delete_object, skillclaw/object_store.py:delete_object This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate o…
integrityduplicatedry
low 9-layer quality integrity conf 1.00 Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: skillclaw/object_store.py:iter_objects, skillclaw/object_store.py:iter_objects, skillclaw/object_store.py:iter_objects This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or d…
integrityduplicatedry
low 9-layer quality complexity conf 1.00 Very large file: skillclaw/api_server.py (3279 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
complexity
low 9-layer quality complexity conf 1.00 Very large file: skillclaw/claw_adapter.py (1483 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
complexity
low 9-layer quality complexity conf 1.00 Very large file: skillclaw/dashboard_assets/app.js (2643 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
complexity
low 9-layer quality complexity conf 1.00 Very large file: skillclaw/dashboard_ingest.py (1374 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
complexity
low 9-layer quality complexity conf 1.00 Very large file: tests/test_dashboard.py (1512 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
complexity
{# ── 2026-05-17 Round 14: AI-agent bridge footer ────────────────────── Discoverability: the /agents/voting/ guide + MCP manifest exist but aren't linked from anywhere users actually land. Small, opt-in footer. #}
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/6305a5e6-dcd4-4ac8-a363-2cfcd00740d3/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/6305a5e6-dcd4-4ac8-a363-2cfcd00740d3/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.