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whobat/AI-Agent-skills

https://github.com/whobat/AI-Agent-skills · scanned 2026-06-16 00:57 UTC (2 months, 1 week ago)

21 raw signals (0 security + 21 graph)

UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 21 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Scan summary Repository scanned at 82.9/100 with 66.7% coverage. It contains 284 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 21 findings — concentrated in quality (11), software (5), security (4). Risk profile is high: 0 critical, 2 high, 7 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 17 of 21 actionable findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: AGENTS.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
AGENTS.md:81 SecretsAgents md
high System graph security Agent instructions conf 1.00 Agent instruction/config may expose a secret: skills/repo-tooling/ai-agent-skills-update/SKILL.md
Agent-facing files are routinely pasted into LLM/tool contexts. Move literal tokens, keys, and passwords into a secret manager or document them as placeholders only.
skills/repo-tooling/ai-agent-skills-update/SKILL.md:23 SecretsSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: skills/documents/branded-report/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
skills/documents/branded-report/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: skills/nav-2009/nav2009-development/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
skills/nav-2009/nav2009-development/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: skills/nav-2009/nav2009-permissions-security/SKILL.md
This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.
skills/nav-2009/nav2009-permissions-security/SKILL.md VerificationSkill file
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: skills/repo-tooling/ai-agent-skills-update/SKILL.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
skills/repo-tooling/ai-agent-skills-update/SKILL.md:23 Supply chainSkill file
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — skills/documents/branded-report/scripts/build_report.py:211
`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 — skills/time-tracking/7pace-time-tracker/scripts/timetracker.py:337
`requests.get(...)` 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 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
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 37 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 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: skills/time-tracking/7pace-time-tracker/scripts/timetracker.py:get_worklogs, skills/time-tracking/7pace-time-tracker/scripts/timetracker.py:get_worklog This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/a…
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: heading1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/documents/branded-report/scripts/docx_render.py:95
low System graph software Dead code conf 1.00 Possibly dead Python function: heading2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/documents/branded-report/scripts/docx_render.py:106
low System graph software Dead code conf 1.00 Possibly dead Python function: heading3
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/documents/branded-report/scripts/docx_render.py:117
low System graph software Dead code conf 1.00 Possibly dead Python function: paragraph
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/documents/branded-report/scripts/docx_render.py:127
low System graph software Dead code conf 1.00 Possibly dead Python function: walk
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
skills/documents/branded-report/scripts/docx_render.py:260
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
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
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