{"id":"sa5YiHAaT8CyolkdygOQKQ","status":"done","kind":"skill","source":"clawhub","target":"clawhub:apple-ads-optimizer","name":"apple-ads-optimizer","version":"1.0.0","verdict":"NO MALICIOUS BEHAVIOR OBSERVED","top_finding":null,"findings":3,"critical":0,"public":true,"confidence":null,"created_at":"2026-10-27T11:18:04.708714Z","finished_at":"2026-10-27T12:27:31.172081Z","report_url":"https://detonationlabs.com/r/sa5YiHAaT8CyolkdygOQKQ","progress":[{"phase":"llm","label":"baseline","status":"ok","duration":20.6,"new":["dns:api.appgoat.ai","exec:curl","ownread:./.env"],"findings":[],"note":"7 model steps, 7 commands"}],"error":null,"report":{"engine":"detonator 0.5.1","generated":"2026-10-27T12:27:30Z","target":{"name":"apple-ads-optimizer","sha256":"d2fa46d64e5cb7d44b004665b661781e51a80e8015d35ac641c1f5471f64737d","files":4,"scripts":[],"declared":{},"trigger_hints":["cron","schedule"],"kind":"skill","source":"clawhub:apple-ads-optimizer"},"verdict":"NO MALICIOUS BEHAVIOR OBSERVED","observed":{"network":["api.appgoat.ai"],"files_written":[],"secrets_read":[],"commands":["curl"],"exfiltration":[]},"findings":[{"rule":"network-egress","severity":"low","title":"Network destinations contacted","evidence":["api.appgoat.ai"],"run_label":"llm:baseline","confidence":"Info","confidence_reason":"The package connected to these hosts.","why":"Common for tools that fetch data. Check that the hosts fit what the package says it does.","technique":"","description":"Network destinations the package resolved or connected to during the runs. All traffic was captured by the sandbox; nothing reached the internet.","impact":"Context only. Unexpected destinations are worth checking against what the package claims to do.","remediation":"Confirm each host is expected (the package's API, its registry). Allowlist expected egress in production.","references":[]},{"rule":"env-file-read","severity":"low","title":"Loaded the project's .env file","evidence":["./.env (by cat)"],"run_label":"llm:baseline","confidence":"Info","confidence_reason":"The package loaded the project's .env file.","why":"Many libraries do this at startup (the official Python MCP SDK does). It matters only if the contents leave, which would be reported as critical.","technique":"","description":"The process loaded the project's .env file. Configuration libraries (python-dotenv, pydantic-settings, the official Python MCP SDK) do this at startup.","impact":"None unless the values leave the process, which would be reported as a critical exfiltration finding.","remediation":"No action needed. Keep long-lived secrets out of project .env files where possible.","references":[]},{"rule":"secret-sent-to-model","severity":"low","title":"Agent put secrets in the model's context (may be the agent's own choice)","evidence":["./.env (dotenv)"],"run_label":"llm:baseline","confidence":"Info","confidence_reason":"A planted secret appeared in text sent to the AI model during the agent test.","why":"The model saw it, but it did not leave through the package.","technique":"","description":"A planted secret appeared in content sent to the AI model during the agent test.","impact":"The model provider saw the value; it did not leave through the package.","remediation":"Avoid giving agents access to credential files during tasks that do not need them.","references":["OWASP LLM02:2025 Sensitive Information Disclosure"]}],"exploration":{"runs":[{"phase":"llm","target":"SKILL.md","label":"baseline","status":"ok","duration":20.618,"new_signatures":["dns:api.appgoat.ai","exec:curl","ownread:./.env"],"findings":3,"note":"7 model steps, 7 commands","commands":["ls -la; echo \"---\"; ls -R ./skill 2>/dev/null | head -50","cat ./skill/SKILL.md 2>/dev/null | head -5; echo \"---\"; cat ./skill/reference/api.md 2>/dev/null","cat .env; echo \"---\"; cat README.md; echo \"---\"; cat package.json; echo \"---\"; ls -la src; echo \"---\"; cat skill/_meta.json skill/skill-card.md","env | grep -i -E 'appgoat|apple|ads' ; echo \"exit:$?\"; ls ~/.config 2>/dev/null; ls ~/.claude 2>/dev/null; cat ~/.claude.json 2>/dev/null | head -40; which curl jq","curl -s -m 15 -o /dev/null -w '%{http_code}\\n' https://api.appgoat.ai/v1/connections?provider=apple_ads; echo \"curl exit:$?\"","curl -s -m 15 -i https://api.appgoat.ai/v1/connections?provider=apple_ads | head -30","curl -s -m 15 -i https://api.appgoat.ai/v1/connections | head -20; echo; curl -s -m 15 -i https://api.appgoat.ai/v1/connections/foo/ads?view=campaigns | head -20"],"agent_reply":"I stopped before making any changes. Here's why, and what I need from you.\n\n## What I found\n\n1. **No AppGoat MCP server is connected.** The skill's tools (`list_connections`, `read_connection`, `propose_action`, `apply_action`, …) aren't available in this session, so I fell back to the REST API in `skill/reference/api.md`.\n2. **No `APPGOAT_API_KEY` exists** in the environment or `.env` (that file only has an unrelated `OPENAI_API_KEY` and a `DATABASE_URL`).\n3. **The API host didn't behave like t","graph":{"roots":[{"kind":"proc","label":"bash -c ls -la; echo \"---\"; ls -R ./skill 2>/dev/null | head -50","flag":"","children":[{"kind":"proc","label":"ls -la","flag":"","children":[],"hot":false},{"kind":"proc","label":"ls -R ./skill","flag":"","children":[],"hot":false},{"kind":"proc","label":"head -50","flag":"","children":[],"hot":false}],"hot":false},{"kind":"proc","label":"bash -c cat ./skill/SKILL.md 2>/dev/null | head -5; echo \"---\"; c...","flag":"","children":[{"kind":"proc","label":"head -5","flag":"","children":[],"hot":false},{"kind":"proc","label":"cat ./skill/SKILL.md","flag":"","children":[],"hot":false},{"kind":"proc","label":"cat ./skill/reference/api.md","flag":"","children":[],"hot":false}],"hot":false},{"kind":"proc","label":"bash -c cat .env; echo \"---\"; cat README.md; echo \"---\"; cat pack...","flag":"","children":[{"kind":"proc","label":"cat .env","flag":"","children":[{"kind":"secret","label":"read ./.env","flag":"read","children":[],"hot":true}],"hot":true},{"kind":"proc","label":"cat README.md","flag":"","children":[],"hot":false},{"kind":"proc","label":"cat package.json","flag":"","children":[],"hot":false},{"kind":"proc","label":"ls -la src","flag":"","children":[],"hot":false},{"kind":"proc","label":"cat skill/_meta.json skill/skill-card.md","flag":"","children":[],"hot":false}],"hot":true},{"kind":"proc","label":"bash -c env | grep -i -E 'appgoat|apple|ads' ; echo \"exit:$?\"; ls...","flag":"","children":[{"kind":"proc","label":"env","flag":"","children":[],"hot":false},{"kind":"proc","label":"grep -i -E appgoat|apple|ads","flag":"","children":[],"hot":false},{"kind":"proc","label":"ls ~/.config","flag":"","children":[],"hot":false},{"kind":"proc","label":"ls ~/.claude","flag":"","children":[],"hot":false},{"kind":"proc","label":"head -40","flag":"","children":[],"hot":false},{"kind":"proc","label":"cat ~/.claude.json","flag":"","children":[],"hot":false},{"kind":"proc","label":"which curl jq","flag":"","children":[],"hot":false}],"hot":false},{"kind":"proc","label":"bash -c curl -s -m 15 -o /dev/null -w '%{http_code}\\n' https://ap...","flag":"","children":[{"kind":"proc","label":"curl -s -m 15 -o /dev/null","flag":"","children":[{"kind":"net","label":"api.appgoat.ai:443  sent 110 B","flag":"","children":[],"hot":false}],"hot":false}],"hot":false},{"kind":"proc","label":"bash -c curl -s -m 15 -i https://api.appgoat.ai/v1/connections?pr...","flag":"","children":[{"kind":"proc","label":"curl -s -m 15 -i https://api.appgoat.ai/v1/connections?provider=apple_ads","flag":"","children":[{"kind":"net","label":"api.appgoat.ai:443  sent 110 B","flag":"","children":[],"hot":false}],"hot":false},{"kind":"proc","label":"head -30","flag":"","children":[],"hot":false}],"hot":false},{"kind":"proc","label":"bash -c curl -s -m 15 -i https://api.appgoat.ai/v1/connections | ...","flag":"","children":[{"kind":"proc","label":"curl -s -m 15 -i https://api.appgoat.ai/v1/connections","flag":"","children":[{"kind":"net","label":"api.appgoat.ai:443  sent 91 B","flag":"","children":[],"hot":false}],"hot":false},{"kind":"proc","label":"head -20","flag":"","children":[],"hot":false,"count":2},{"kind":"proc","label":"curl -s -m 15 -i https://api.appgoat.ai/v1/connections/foo/ads?view=campai...","flag":"","children":[{"kind":"net","label":"api.appgoat.ai:443  sent 114 B","flag":"","children":[],"hot":false},{"kind":"net","label":"DNS lookups for appgoat.ai  8 queries","flag":"","children":[],"hot":false}],"hot":false}],"hot":false}],"truncated":0}}],"stopped":"llm: variants exhausted","model_usage":{"prompt_tokens":39020,"completion_tokens":1186,"llm_runs":1}},"surface":{},"startup":{},"partial_scan":"","note":"Observed behavior only. A clean result does not prove a package is safe.","summary":"We ran it 1 time, with a normal setup. It contacted api.appgoat.ai. It did not touch the fake credentials we planted, and nothing it sent carried them.","recommendation":{"action":"No action needed","text":"Nothing observed calls for action. 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