{"eval":{"version":"openagentskill-skill-eval-v1","slug":"microsoft-multi-agent-custom-automation-engine-solution-accelerator","name":"Multi Agent Custom Automation Engine Solution Accelerator","generated_at":"2026-08-22T20:25:49.703Z","task_input":"Evaluate Multi Agent Custom Automation Engine Solution Accelerator before installing it in an AI agent workflow","status":"review","score":83,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Move data between tools","Transform files"],"suited_agents":["Python","LLM","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install microsoft-multi-agent-custom-automation-engine-solution-accelerator"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Multi Agent Custom Automation Engine Solution Accelerator\" agent skill from https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Azure Foundry, Azure Cosmos DB, and infrastructure services, it provides a reference application, allowing you to hit the ground running. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"microsoft-multi-agent-custom-automation-engine-solution-accelerator\",\"task\":\"Install Multi Agent Custom Automation Engine Solution Accelerator\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Multi Agent Custom Automation Engine Solution Accelerator\" as a Claude Code skill from https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Azure Foundry, Azure Cosmos DB, and infrastructure services, it provides a reference application, allowing you to hit the ground running. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"microsoft-multi-agent-custom-automation-engine-solution-accelerator\",\"task\":\"Install Multi Agent Custom Automation Engine Solution Accelerator\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Multi Agent Custom Automation Engine Solution Accelerator\" from https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Azure Foundry, Azure Cosmos DB, and infrastructure services, it provides a reference application, allowing you to hit the ground running. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"microsoft-multi-agent-custom-automation-engine-solution-accelerator\",\"task\":\"Install Multi Agent Custom Automation Engine Solution Accelerator\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}]},"trust":{"score":84,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"842 GitHub stars","repoActivity":"842 stars, 704 forks","lastPushed":"2mo since push","license":"MIT","repository":"https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator","install":"npx skills add microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":86,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"score":74,"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["Quality score needs review"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Multi Agent Custom Automation Engine Solution Accelerator before installing it in an AI agent workflow","agent-frameworks","Coding agents workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator"]},{"id":"trust_score","label":"Trust score","status":"pass","score":84,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","842 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"pass","score":86,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":74,"required_for_auto_install":true,"detail":"Good audit and safety signals with no high-risk permission hints in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":90,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":88,"required_for_auto_install":false,"detail":"2mo since push","evidence":["2mo since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":100,"required_for_auto_install":true,"detail":"no high-risk permission surface in public metadata","evidence":["Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["firecrawl-firecrawl","agno-agi-agno","significant-gravitas-autogpt","nousresearch-hermes-agent"]}],"blockers":[],"warnings":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","Quality score needs review"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"alternatives":[{"slug":"firecrawl-firecrawl","name":"Firecrawl","url":"https://www.openagentskill.com/skills/firecrawl-firecrawl","stars":139273,"install_command":"npx skills add firecrawl/firecrawl","trust_score":89,"audit_score":92},{"slug":"agno-agi-agno","name":"Agno","url":"https://www.openagentskill.com/skills/agno-agi-agno","stars":41637,"install_command":"npx skills add agno-agi/agno","trust_score":90,"audit_score":94},{"slug":"significant-gravitas-autogpt","name":"AutoGPT","url":"https://www.openagentskill.com/skills/significant-gravitas-autogpt","stars":185599,"install_command":"npx skills add Significant-Gravitas/AutoGPT","trust_score":85,"audit_score":90},{"slug":"nousresearch-hermes-agent","name":"Hermes Agent","url":"https://www.openagentskill.com/skills/nousresearch-hermes-agent","stars":212819,"install_command":"npx skills add NousResearch/hermes-agent","trust_score":90,"audit_score":92}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"microsoft-multi-agent-custom-automation-engine-solution-accelerator","name":"Multi Agent Custom Automation Engine Solution Accelerator","description":"The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Azure Foundry, Azure Cosmos DB, and infrastructure services, it provides a reference application, allowing you to hit the ground running.","category":"agent-frameworks","url":"https://www.openagentskill.com/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator","repository":"https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator","github_repo":"microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator"},"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Move data between tools","Transform files"],"suited_agents":["Python","LLM","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install microsoft-multi-agent-custom-automation-engine-solution-accelerator"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Multi Agent Custom Automation Engine Solution Accelerator\" agent skill from https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Azure Foundry, Azure Cosmos DB, and infrastructure services, it provides a reference application, allowing you to hit the ground running. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"microsoft-multi-agent-custom-automation-engine-solution-accelerator\",\"task\":\"Install Multi Agent Custom Automation Engine Solution Accelerator\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Multi Agent Custom Automation Engine Solution Accelerator\" as a Claude Code skill from https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Azure Foundry, Azure Cosmos DB, and infrastructure services, it provides a reference application, allowing you to hit the ground running. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"microsoft-multi-agent-custom-automation-engine-solution-accelerator\",\"task\":\"Install Multi Agent Custom Automation Engine Solution Accelerator\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Multi Agent Custom Automation Engine Solution Accelerator\" from https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Azure Foundry, Azure Cosmos DB, and infrastructure services, it provides a reference application, allowing you to hit the ground running. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"microsoft-multi-agent-custom-automation-engine-solution-accelerator\",\"task\":\"Install Multi Agent Custom Automation Engine Solution Accelerator\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/microsoft-multi-agent-custom-automation-engine-solution-accelerator"},"trust":{"score":84,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"842 GitHub stars","repoActivity":"842 stars, 704 forks","lastPushed":"2mo since push","license":"MIT","repository":"https://github.com/microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator","install":"npx skills add microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["agent-frameworks","agent-framework","orchestration","ai-azd-templates","azd-templates","python"],"known_risks":["Quality score needs review"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":86,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":81,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"2mo since push","risk":"Safe to try"},"alternative_skills":[{"slug":"firecrawl-firecrawl","name":"Firecrawl","url":"https://www.openagentskill.com/skills/firecrawl-firecrawl","stars":139273,"install_command":"npx skills add firecrawl/firecrawl","trust_score":89,"audit_score":92},{"slug":"agno-agi-agno","name":"Agno","url":"https://www.openagentskill.com/skills/agno-agi-agno","stars":41637,"install_command":"npx skills add agno-agi/agno","trust_score":90,"audit_score":94},{"slug":"significant-gravitas-autogpt","name":"AutoGPT","url":"https://www.openagentskill.com/skills/significant-gravitas-autogpt","stars":185599,"install_command":"npx skills add Significant-Gravitas/AutoGPT","trust_score":85,"audit_score":90},{"slug":"nousresearch-hermes-agent","name":"Hermes Agent","url":"https://www.openagentskill.com/skills/nousresearch-hermes-agent","stars":212819,"install_command":"npx skills add NousResearch/hermes-agent","trust_score":90,"audit_score":92}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"agent_contract":{"task_input":"Evaluate Multi Agent Custom Automation Engine Solution Accelerator before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 84/100 Strong shortlist","Audit: 86/100 Safe to try","Safety: 74/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"microsoft-multi-agent-custom-automation-engine-solution-accelerator (Multi Agent Custom Automation Engine Solution Accelerator)","install_command":"npx skills add microsoft/Multi-Agent-Custom-Automation-Engine-Solution-Accelerator","risk_summary":"Safe to try; Reviewed; Low metadata risk","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"microsoft-multi-agent-custom-automation-engine-solution-accelerator","task":"Evaluate Multi Agent Custom Automation Engine Solution Accelerator before installing it in an AI agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator","api":"https://www.openagentskill.com/api/agent/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator","audit":"https://www.openagentskill.com/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=microsoft-multi-agent-custom-automation-engine-solution-accelerator&task=Evaluate%20Multi%20Agent%20Custom%20Automation%20Engine%20Solution%20Accelerator%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Multi%20Agent%20Custom%20Automation%20Engine%20Solution%20Accelerator%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Multi%20Agent%20Custom%20Automation%20Engine%20Solution%20Accelerator%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator/install","manifest":"https://www.openagentskill.com/api/registry/manifest/microsoft-multi-agent-custom-automation-engine-solution-accelerator"}},"endpoints":{"web":"https://www.openagentskill.com/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator","api":"https://www.openagentskill.com/api/agent/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator","eval":"https://www.openagentskill.com/api/agent/evals?slug=microsoft-multi-agent-custom-automation-engine-solution-accelerator","audit":"https://www.openagentskill.com/skills/microsoft-multi-agent-custom-automation-engine-solution-accelerator/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Multi%20Agent%20Custom%20Automation%20Engine%20Solution%20Accelerator%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-08-22T20:25:49.703Z"}}