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REST API design best practices covering versioning, error handling, pagination, and OpenAPI documentation. Use when designing or implementing REST APIs or HTTP endpoints. TRIGGER when: API design, REST endpoint, HTTP route, OpenAPI, swagger, pagination. DO NOT TRIGGER when: internal library code, CLI tools, non-HTTP interfaces.
Claude Skills are markdown + scripts loaded into Claude Code; scanned with the same pipeline.
We found this by crawling public sources and nobody has attested to it. That is how most of the registry gets here, and it is not a mark against the artifact — it only means no authenticated act of publication is on record. An artifact can be the vendor's own and still appear here.
283 critical findings reported by cisco-skill-scanner, agent-audit-kit, 47 of them in the installed artifact. The composite score alone does not reflect this — read the per-scanner reports below.
Claude Skills install to a single target, no runtime picker.
nerlo install -- 'akaszubski/autonomous-dev (api-design)'
Manual alternative: copy the skill folder into ~/.claude/skills/ so Claude Code loads it on next launch.
cp -r -- 'akaszubski/autonomous-dev (api-design)' ~/.claude/skills/
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
5 of 11 scanners examined this package. The rest do not apply to it — language, ecosystem and packaging decide which analyzers can say anything, and a scanner that cannot examine an artifact reports nothing rather than passing it.
v1.4.0
0 findings · 0.8s
v2.0.11
1161 findings · 196.2s
v0.3.74
146 findings · 230.5s
v0.1.0
2 findings · 26.4s
v0.1.0
61 findings · 26.4s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.1s
v0.1.0
This scanner found nothing in this artifact that it assesses. What each scanner covers
0 findings · 1.1s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image.
1 scan on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Aug 20, 2026 | Scan Halted | — | agentshield: completecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicablenerlo-multi-source ·n/a: not applicable | rejected |
Findings in files this artifact installs stand as reported; a model re-read the rest and said which ones it believes are false positives. This is a second opinion published beside the evidence, not a correction to it: the per-scanner reports above are unchanged, every dismissed finding is still listed there at its original severity, and the score and the Flagged badge are computed from those raw severities alone. Nothing below moved them.
Out of 1,370 findings across every scanner that examined this package. 221 of 283 findings rated critical by their scanner were among the dismissals.
Not reviewed is not the same as clean. Those 902 findings stand exactly as their scanners reported them, at full severity, as they would have without this review.
Two keys had to turn. The model had to name a reason from a fixed list of six, and a deterministic check of ours — over which files this artifact actually installs — had to independently agree. Anything it could not corroborate is in “not reviewed” above, at full severity.
345 Test or fixture file — The match is in a test or fixture. Our own check confirmed the file is not part of what gets installed.
Rules: YARA_command_injection_generic, COMMAND_INJECTION_EVAL, SECRET_GITHUB_TOKEN and 17 more · Files: /repo/tests/archived/unit/lib/test_feature_dependency_analyzer.py, /repo/tests/archived/unit/lib/test_mcp_permission_validator.py, /repo/tests/archived/unit/lib/test_staging_manager.py and 96 more · reported by cisco-skill-scanner, agent-audit-kit
46 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: COMPOUND_FIND_EXEC, YARA_code_execution_generic, AAK-HEALTHCARE-AI-004 and 3 more · Files: /repo/plugins/autonomous-dev/tests/synthetic-projects/cleanup-all.sh, /repo/docs/archived/skills-subdocs/cross-reference-validation/docs/SKILL.md, /repo/docs/archived/skills-subdocs/security-patterns/code-examples.md/SKILL.md and 13 more · reported by cisco-skill-scanner, agent-audit-kit
5 CI or editor configuration — The match is in build, CI or editor configuration, confirmed by our own check to be outside the installed artifact.
Rules: AAK-GHA-IMMUTABLE-001 · Files: .github/workflows/claude-implement.yml, .github/workflows/claude-review.yml, .github/workflows/drain-watchdog.yml and 2 more · reported by agent-audit-kit
The model could have called any of these a false positive and did not.
18 COMMAND_INJECTION_EVAL
Files: /repo/plugins/autonomous-dev/lib/active_security_scanner.py, /repo/plugins/autonomous-dev/lib/python_write_detector.py, /repo/plugins/autonomous-dev/lib/secret_patterns.py and 1 more · reported by cisco-skill-scanner
18 DATA_EXFIL_NETWORK_REQUESTS
Files: /repo/plugins/autonomous-dev/lib/sync_dispatcher/modes.py, /repo/plugins/autonomous-dev/scripts/install.py, /repo/scripts/check_doc_links.py · reported by cisco-skill-scanner
14 YARA_command_injection_generic
Files: /repo/plugins/autonomous-dev/hooks/archived/mcp_security_enforcer.py, /repo/plugins/autonomous-dev/lib/auto_implement_git_integration.py, /repo/scripts/verification/verify_fixes_manual.py · reported by cisco-skill-scanner
5 FIND_EXEC_PATTERN
Files: /repo/scripts/deploy-all.sh, /repo/scripts/dogfood-bootstrap.sh · reported by cisco-skill-scanner
4 AAK-MCP-AUTH-PATHTRAVERSAL-001
Files: plugins/autonomous-dev/lib/completion_verifier.py, plugins/autonomous-dev/lib/pipeline_completion_state.py, plugins/autonomous-dev/hooks/unified_session_tracker.py and 1 more · reported by agent-audit-kit
340 The review budget for this scan was already spent before these findings were reached.
Rules: YARA_autonomy_abuse_generic, AAK-MCP-005, LOW_ANALYZABILITY and 17 more · Files: /repo/plugins/autonomous-dev/agents/SKILL.md, .mcp.json, /repo/plugins/autonomous-dev/tests and 175 more · reported by cisco-skill-scanner, agent-audit-kit, nerlo-install-instruction
283 The model called these false positives and our own check did not agree, so the dismissal was refused.
Rules: YARA_autonomy_abuse_generic, YARA_code_execution_generic, PIPELINE_TAINT_FLOW and 3 more · Files: /repo/plugins/autonomous-dev/agents/SKILL.md, /repo/plugins/autonomous-dev/skills/security-patterns/SKILL.md, /repo/plugins/autonomous-dev/commands/improve.md and 7 more · reported by cisco-skill-scanner, agent-audit-kit
279 The model's answer could not be read.
Rules: YARA_sql_injection_generic, YARA_command_injection_generic, YARA_credential_harvesting_generic and 29 more · Files: /repo/tests/unit/lib/test_realign_orchestrator.py, /repo/tests/unit/lib/test_performance_profiler.py, /repo/plugins/autonomous-dev/config/sandbox_policy.json and 99 more · reported by cisco-skill-scanner, agent-audit-kit, nerlo-install-instruction and 1 more
Critical risks from command injection and credential exposure
The artifact contains numerous critical findings, including multiple instances of command injection vulnerabilities that could lead to shell execution. There are also critical path traversal findings in `plugins/autonomous-dev` and exposed AWS keys, indicating potential credential access. Additionally, the artifact exhibits critical SQL injection vulnerabilities and generic critical findings across various files, suggesting broad security concerns.
Concern level assessed by the review: Critical. This is the review's scale, not the registry badge.
Reviewed by gemini-2.5-flash. The model sees the findings, not your code, and cannot change a score.
4 GLOB_HIDDEN_FILE_TARGETING
Files: /repo/plugins/autonomous-dev/lib/workflow_violation_logger.py, /repo/plugins/autonomous-dev/lib/code_patcher.py · reported by cisco-skill-scanner
2 FILE_MAGIC_MISMATCH
Files: /repo/plugins/autonomous-dev/__init__.py · reported by cisco-skill-scanner
2 TOOL_ABUSE_SYSTEM_PACKAGE_INSTALL
Files: /repo/plugins/autonomous-dev/lib/auto_implement_git_integration.py · reported by cisco-skill-scanner
2 YARA_code_execution_generic
Files: /repo/plugins/autonomous-dev/lib/worktree_manager.py · reported by cisco-skill-scanner
2 YARA_indirect_prompt_injection_generic
Files: /repo/plugins/autonomous-dev/lib/tool_intent.py · reported by cisco-skill-scanner
1 AAK-MCP-ATTEST-001
Files: .mcp.json · reported by agent-audit-kit
Showing 7 of 7; the rest are in the per-scanner reports above.