{"slug":"danicat-swarm-coding","name":"swarm-coding","description":"Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains.","long_description":"---\nname: swarm-coding\ndescription: >\n  Orchestrates multi-agent hierarchical swarms using a divide-and-conquer\n  architecture for complex, multi-system, or orthogonal engineering initiatives\n  (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead\n  Agents and Specialists, disjoint work allocations, and strict parent-child\n  communication. Activate whenever the user mentions 'swarm', requests\n  multi-agent team coordination, or needs context isolation across multiple\n  technical domains.\nlicense: Apache-2.0\nmetadata:\n  category: agents\n  tags: \"swarm, subagents, parallel, orchestration, strategy, complexity, coordination\"\n  author: Daniela Petruzalek (daniela@danicat.dev)\n  version: \"0.2.0\"\n  catalog: https://skills.danicat.dev\n---\n\n# Swarm Coding\n\nSwarm Coding divides complex engineering objectives among multiple specialized subagents structured in a clear hierarchical organization chart. This divide-and-conquer strategy guarantees context isolation, prevents cross-domain pollution, and accelerates execution by keeping subagent tasks narrowly scoped.\n\n> [!NOTE]\n> In this guide, the terms \"agent\" and \"subagent\" are used interchangeably.\n\n---\n\n## ⚡ Core Principles & Operational Rules\n\n1. **Mandatory Activation:** Activate this skill immediately on any mention of the word \"swarm\" (case-insensitive) in relation to planning or executing a task.\n2. **Coordinator Persistence & Non-Execution:**\n   - The ROOT Swarm Coordinator ALWAYS remains a coordinator and NEVER falls back to an executor.\n   - The Swarm Coordinator is strictly forbidden from writing production implementation code, running tests/builds, or performing direct command execution.\n3. **Split Coordinator Profiles:**\n   - **Swarm Coordinator (ROOT):** Attributed strictly to the ROOT agent that activated the skill (Multiplicity: 1). Defines the top-level **Org Chart**, names Lead Agents, allocates the agent budget, writes top-level architecture specs, and coordinates overall progress.\n   - **Lead Agent:** Attributed to domain or system leads (Multiplicity: N, one per system/domain). Receives an allocated sub-budget from the Swarm Coordinator, assembles a specialist team, writes domain specifications, delegates tasks, and integrates domain deliverables.\n4. **Specialist Role:** Attributed to task executors. Designs and implements narrowly-scoped components within a single domain, adhering to domain specs and running operational validation loops.\n5. **Strict Communication Hierarchy (No Lateral Messaging):**\n   - **Allowed:** Messaging between immediate parents and children ONLY (Swarm Coordinator $\\leftrightarrow$ Lead Agent, Lead Agent $\\leftrightarrow$ Specialist).\n   - **Forbidden:** Direct communication between agents on the SAME layer (Lead Agent $\\leftrightarrow$ Lead Agent, Specialist $\\leftrightarrow$ Specialist) or direct escalation (Specialist $\\leftrightarrow$ Swarm Coordinator) is strictly forbidden.\n   - **Design Document First:** Inter-domain or cross-layer coordination MUST be handled by writing or updating shared design documents first, then notifying parent/child agents via hierarchical messaging.\n6. **Team Continuity & Semi-Permanent Hierarchy (No Disposable Assets):** Treat agents as persistent team members, not disposable assets. Do not prematurely terminate subagents and spawn new ones. Retain and aggressively reuse active Lead Agents and Specialists across task iterations to preserve accumulated context.\n7. **Fine-Grained Targeted Testing (No Broad Root Sweeps):** Specialists MUST execute fine-grained, package-scoped unit tests (e.g., `go test ./internal/physics/...`) strictly targeting their assigned task. Running broad project-root test commands (e.g., `go test ./...`) is strictly forbidden for Specialists unless explicitly requested by the Swarm Coordinator, preventing cross-task contamination and false failures while parallel agents work concurrently.\n\n---\n\n## 🎯 Agent Budget & Degree of Parallelism (DOP)\n\n* **Definition**: **Agent Budget** is synonymous with **Degree of Parallelism (DOP)**. It defines the maximum number of **active, concurrent subagents** allowed to execute at the exact same time across the entire swarm hierarchy.\n* **Active vs. Past Capacity**: Completed or terminated subagents do **not** consume budget. The budget applies strictly to currently running subagents. When a subagent completes its work, its concurrency slot is immediately freed.\n* **Default Concurrency**: Assumes a default budget of **10** active concurrent agents if omitted by the user.\n* **Low Budget Guard ($\\le 1$):** If the user explicitly specifies an `agent budget <= 1`:\n  - **HALT immediately** and do NOT spawn subagents or start implementation.\n  - Trigger an interactive conversation with the user using `ask_question`.\n  - Explain that multi-agent swarm orchestration requires budget $> 1$ (recommended 10). Present choices: (1) Increase budget to 10 (Recommended), (2) Specify a custom budget $> 1$, or (3) Fall back to single-agent execution.\n* **Adaptive Team Hierarchy**:\n  - **Focused ($\\text{DOP} \\le 4$)**: Flat structure (Coordinator $\\rightarrow$ Specialists directly).\n  - **Standard / Multi-Domain ($\\text{DOP} \\ge 6$)**: Hierarchical structure (Coordinator $\\rightarrow$ Domain Tech Leads $\\rightarrow$ Specialists).\n  - **Massive Swarms ($\\text{DOP} \\ge 20\\text{--}50+$)**: Subagents act as focused micro-probes, returning dense, high-signal structured findings ($\\le 150$ words) to enable crisp synthesis without context dilution.\n\n### Concurrency Sizing Matrix:\n\n| Initiative Scale | Agent Budget ($\\text{DOP}$) | Structure Type | Domain Tech Leads | Specialists per Lead | Typical Scope |\n| :--- | :---: | :---: | :---: | :---: | :--- |\n| **Focused** | **2–4** | Flat | None (Direct Coordinator) | 2–4 Specialists | Targeted dual-subsystem or focused feature |\n| **Standard (Default)** | **10** | Hierarchical | 2–3 (e.g., Backend, Frontend, QA) | 2–3 per domain | Full-stack application, multi-package service |\n| **Complex Platform** | **16–20+** | Hierarchical | 4–5 (API, Core Engine, UI, Infra, QA) | 3–4 per domain | Distributed microservices, full platform build |\n| **Massive Swarm** | **20–50+** | Elastic Micro-Probes | Distributed Leads / Probes | Micro-probes ($\\le 150$w) | Wide ecosystem sweeps, multi-file migrations |\n\n---\n\n## 📡 Non-Blocking Coordinator & Reactive Concurrency\n\nThe Swarm Coordinator is the primary user interface and top-level organizational conductor. It must remain **unblocked $\\ge 99\\%$ of the time** to receive steering comments, scope modifications, and status requests from the user.\n\n1. **Role Separation (Delegation over Execution):**\n   - The Swarm Coordinator acts like an engineering director: it breaks down epics, writes top-level architectural contracts, and manages the org chart. It **never** blocks itself with sequential coding, manual building, or terminal test runs.\n2. **Fire-and-Yield Concurrency:**\n   - When the Coordinator spawns Lead Agents via `invoke_subagent`, it **immediately halts tool calls to end its turn**. It never loops, sleeps, or polls.\n3. **Always Unblocked for User Steering & Status Inquiries:**\n   - Because the Coordinator never enters busy-wait polling loops, it is permanently available to process incoming user messages while the swarm works in the background:\n     - **Status Inquiries**: The Coordinator can immediately provide live progress updates or inspect active workers via `manage_subagents (Action=\"list\")`.\n     - **In-Flight Steering / Scope Changes**: If the user provides new constraints or changes requirements mid-run, the Coordinator can steer active Lead Agents via `send_message` or cancel/restart them via `manage_subagents (Action=\"kill\")`.\n4. **Sole User Escalation Interface:**\n   - Subagents do not possess `ask_question`. All requirement ambiguities or design trade-offs encountered by Specialists are messaged up to their Tech Lead, who routes them to the Swarm Coordinator via `send_message`. The Coordinator prompts the user with `ask_question` and relays decisions back down the hierarchy.\n\n---\n\n## 🔄 Map-Reduce Workflow & The \"Reduce\" (Reconciliation) Step\n\nSwarm Coding operates as a two-stage **Map-Reduce** engineering pipeline:\n\n```mermaid\ngraph TD\n    subgraph Map Phase [1. Map Phase: Parallel Stream Execution]\n        direction TB\n        L1[Tech Lead Backend] --> S1[Specialist: Core API]\n        L1 --> S2[Specialist: Database Models]\n        L2[Tech Lead Frontend] --> S3[Specialist: UI Components]\n    end\n\n    subgraph Reduce Phase [2. Reduce Phase: Reconciliation & Final Verification]\n        direction TB\n        AUD[Audit Boundaries & Scan Placeholders] --> WIRE[Task QA/Integration Specialist to Wire Real Components]\n        WIRE --> PURGE[Purge Temporary Stubs & Mock Adapters]\n        PURGE --> E2E[Run End-to-End Integration Test Suite]\n        E2E --> PROOF[Deliver Verified Evidence Log to Coordinator]\n    end\n\n    Map Phase --> Reduce Phase\n```\n\n### 1. Map Phase (Parallel Development & Collision Avoidance)\n* **Flexible Subagent Prompting**: Provide clear domain goals and target boundaries in prompts without brittle syntax constraints.\n* **Tech Lead Arbitration**: Team Leads dynamically arbitrate file boundaries and dependencies among their specialists as changes evolve.\n* **Temporary Interface Contracts**: When Specialist A depends on in-progress work from Specialist B, they program against agreed interface stubs or mocks.\n\n### 2. The Final \"Reduce\" Phase (Integration & Placeholder Purge)\nParallel execution often leaves behind temporary mocks or stubs where real implementations were created by peer agents. Before declaring success, the Coordinator orchestrates the final **Reduce** step:\n\n1. **Placeholder & Stub Audit**: Scans code boundaries to ensure no dangling `TODO` comments, dummy return values, or temporary mock adapters survive.\n2. **Reconciliation & Real Component Wiring**: The Coordinator tasks a designated **Integration/QA Specialist** to connect all real modules together.\n3. **End-to-End Project Verification**: The QA Specialist runs full project builds, integration tests, and linters, reporting actual terminal proof back to the Coordinator before final delivery to the user.\n\n---\n\n## 👥 Mechanics and Roles\n\nSubagents in a Swarm Coding session assume one of three roles:\n\n1. **Swarm Coordinator (ROOT)** [Multiplicity: 1]\n   - Acts as top-level architect and organizational manager.\n   - Defines the **Org Chart**, names Lead Agents for each domain, allocates agent budgets, and writes top-level architecture specs.\n   - **Persistence & Non-Execution:** Strictly forbidden from executing code or running build/test commands.\n   - **Sole User Interface:** Sole agent in the swarm authorized to interact with the user via `ask_question`.\n2. **Lead Agent (Domain Tech Lead)** [Multiplicity: N]\n   - Technical lead for a specific domain or system (e.g., Frontend, Backend, Database).\n   - Assembles a Specialist team within their allocated sub-budget, writes domain specs (\"Design Document First\"), deconstructs domain tasks, arbitrates collisions, and integrates deliverables.\n   - **Tool Restrictions:** Command/script execution is disabled (`commandExecutionPolicy: off`). Delegates execution to Specialists and routes user questions up to the Swarm Coordinator via `send_message`.\n3. **Specialist (Task Implementer / QA)** [Multiplicity: N]\n   - Executes narrowly-scoped technical tasks within their assigned domain.\n   - Follows domain specifications, executes the operational validation loop (build, test, lint, format), replaces stubs, and provides proof-of-validation logs to their parent Lead Agent.\n\n---\n\n## 💬 Communication Hierarchy & Rules\n\n```mermaid\ngraph TD\n    ROOT[\"Swarm Coordinator (ROOT)\"] <-->|Parent-Child Message| LEAD1[\"Lead Agent (Backend)\"]\n    ROOT <-->|Parent-Child Message| LEAD2[\"Lead Agent (Frontend)\"]\n    LEAD1 <-->|Parent-Child Message| SPEC1[\"Specialist (API Dev)\"]\n    LEAD1 <-->|Parent-Child Messa","tagline":"Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, a","category":"research","tags":["agent-skill"],"author":"danicat","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"recursive skill source sync","sourceDetail":"danicat/skills","creatorName":"danicat","creatorUrl":"https://github.com/danicat","sourceUrl":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/danicat-swarm-coding#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":16,"forks":3,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":32.01},"quality":{"score":59,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"16","tone":"neutral"},{"label":"Freshness","value":"Today","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"Apache-2.0","tone":"neutral"}],"warnings":["Low GitHub adoption signal","The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability."]},"trust":{"version":"trust-score-v5","score":53,"base_score":61,"outcome_confidence":0,"tier":"risk","label":"Do not auto-install","summary":"Trust Score v5 found insufficient evidence for agent installation. Treat this as discovery material, not an executable recommendation.","recommendedAction":"Choose a stronger alternative or inspect the source manually before any install attempt.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["53/100 Trust Score v5","61/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human 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"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"16 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"16 stars, 3 forks; 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issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add danicat/skills --skill swarm-coding"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/danicat/skills/tree/main/agents/swarm-coding"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 3 forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","install":"npx skills add danicat/skills --skill swarm-coding","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add danicat/skills --skill swarm-coding","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","Pushed today","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add danicat/skills --skill swarm-coding","trust_score":53,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["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"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["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"],"knownRisks":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 3 forks; 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issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, filesystem or document access","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 3 forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","install":"npx skills add danicat/skills --skill swarm-coding","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add danicat/skills --skill swarm-coding","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","Pushed today","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v3","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["research","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add danicat/skills --skill swarm-coding","trust_score":53,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["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"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["research","agent-skill"],"doNotUseFor":["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"],"knownRisks":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, filesystem or document access"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":61,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"version":"trust-score-v4","score":61,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":30,"weight":0.13,"status":"fail","detail":"16 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":32,"weight":0.08,"status":"fail","detail":"16 stars, 3 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"Pushed today"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"Apache-2.0"},{"id":"documentation","label":"README/SKILL.md completeness","score":76,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":56,"weight":0.12,"status":"warn","detail":"command execution surface, network or browser surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add danicat/skills --skill swarm-coding"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":36,"weight":0.07,"status":"fail","detail":"shell or command execution, filesystem or document access"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/danicat/skills/tree/main/agents/swarm-coding"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"fail","label":"GitHub adoption","detail":"16 GitHub stars"},{"status":"fail","label":"Stars/forks activity","detail":"16 stars, 3 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"Pushed today"},{"status":"pass","label":"License clarity","detail":"Apache-2.0"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, network or browser surface"},{"status":"pass","label":"Install availability","detail":"npx skills add danicat/skills --skill swarm-coding"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"shell or command execution, filesystem or document access"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/danicat/skills/tree/main/agents/swarm-coding"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, filesystem or document access"],"evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 3 forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","install":"npx skills add danicat/skills --skill swarm-coding","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add danicat/skills --skill swarm-coding","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","Pushed today"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["research","agent-skill"],"doNotUseFor":["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"],"knownRisks":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, filesystem or document access"]},"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"]},"outcome_stats":null,"safety":{"score":39,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","summary":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_policy":"review","reasons":["High-risk permission hints: Shell or command execution","39/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"experimental","label":"Experimental","badge":"EXPERIMENTAL","auto_install_policy":"review","auto_install_allowed":false,"blocked":false,"human_review_required":true,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","reasons":["High-risk permission hints: Shell or command execution","39/100 agent safety score"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":62,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: shell or command execution, filesystem or document access","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Permission surface: shell or command execution, filesystem or document access"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing","The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","The SKILL.md does not include explicit setup or installation instructions, though this is acceptable for a skill that is primarily a workflow definition.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access"],"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."],"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 swarm-coding before installing it in an agent workflow","research","Testing and QA workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add danicat/skills --skill swarm-coding"]},{"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 danicat/skills --skill swarm-coding"]},{"id":"trust_score","label":"Trust score","status":"warn","score":61,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","16 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":71,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":39,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":76,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"Pushed today","evidence":["Pushed today"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":36,"required_for_auto_install":true,"detail":"shell or command execution, filesystem or document access","evidence":["Shell or command execution: high","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/danicat-swarm-coding/evals","api":"/api/agent/evals?slug=danicat-swarm-coding","text":"/api/agent/evals?slug=danicat-swarm-coding&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"danicat-swarm-coding","name":"swarm-coding","description":"Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains.","category":"research","url":"https://www.openagentskill.com/skills/danicat-swarm-coding","repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","github_repo":"danicat/skills"},"suited_tasks":["Testing and QA workflows","Claude Code teams","builders willing to evaluate younger projects","Run test suites","Capture failures","Report what changed after a fix","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add danicat/skills --skill swarm-coding","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 danicat-swarm-coding"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"swarm-coding\" agent skill from https://github.com/danicat/skills/tree/main/agents/swarm-coding. 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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 \"swarm-coding\" as a Claude Code skill from https://github.com/danicat/skills/tree/main/agents/swarm-coding. 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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 \"swarm-coding\" from https://github.com/danicat/skills/tree/main/agents/swarm-coding 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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/danicat-swarm-coding/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/danicat-swarm-coding"},"trust":{"score":61,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 3 forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","install":"npx skills add danicat/skills --skill swarm-coding","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","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":["research","agent-skill"],"known_risks":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, filesystem or document access"]},"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":71,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","The SKILL.md does not include explicit setup or installation instructions, though this is acceptable for a skill that is primarily a workflow definition.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":59,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Testing and QA","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing"],"agent_contract":{"task_input":"Use swarm-coding in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 61/100 Manual review","Audit: 71/100 Needs review","Safety: 39/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"danicat-swarm-coding (swarm-coding)","install_command":"npx skills add danicat/skills --skill swarm-coding","risk_summary":"Needs review; Experimental; Review before production","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":"danicat-swarm-coding","task":"Use swarm-coding in an 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/danicat-swarm-coding","api":"https://www.openagentskill.com/api/agent/skills/danicat-swarm-coding","audit":"https://www.openagentskill.com/skills/danicat-swarm-coding/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=danicat-swarm-coding&task=Use%20swarm-coding%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20swarm-coding%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20swarm-coding%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/danicat-swarm-coding/install","manifest":"https://www.openagentskill.com/api/registry/manifest/danicat-swarm-coding"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"danicat-swarm-coding","name":"swarm-coding","description":"Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains.","category":"research","url":"https://www.openagentskill.com/skills/danicat-swarm-coding","repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","github_repo":"danicat/skills"},"suited_tasks":["Testing and QA workflows","Claude Code teams","builders willing to evaluate younger projects","Run test suites","Capture failures","Report what changed after a fix","Navigate pages","Click and type safely"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add danicat/skills --skill swarm-coding","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 danicat-swarm-coding"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"swarm-coding\" agent skill from https://github.com/danicat/skills/tree/main/agents/swarm-coding. 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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 \"swarm-coding\" as a Claude Code skill from https://github.com/danicat/skills/tree/main/agents/swarm-coding. 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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 \"swarm-coding\" from https://github.com/danicat/skills/tree/main/agents/swarm-coding 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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/danicat-swarm-coding/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/danicat-swarm-coding"},"trust":{"score":61,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"16 GitHub stars","repoActivity":"16 stars, 3 forks","lastPushed":"Pushed today","license":"Apache-2.0","repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","install":"npx skills add danicat/skills --skill swarm-coding","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Usable metadata, review docs","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":["research","agent-skill"],"known_risks":["The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, filesystem or document access"]},"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":71,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","The SKILL.md does not include explicit setup or installation instructions, though this is acceptable for a skill that is primarily a workflow definition.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":59,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"Testing and QA","maintenance":"Pushed today","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution","Dependency or permission surface needs review","Permission surface may require sandboxing"],"agent_contract":{"task_input":"Use swarm-coding in an agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 61/100 Manual review","Audit: 71/100 Needs review","Safety: 39/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"danicat-swarm-coding (swarm-coding)","install_command":"npx skills add danicat/skills --skill swarm-coding","risk_summary":"Needs review; Experimental; Review before production","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":"danicat-swarm-coding","task":"Use swarm-coding in an 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/danicat-swarm-coding","api":"https://www.openagentskill.com/api/agent/skills/danicat-swarm-coding","audit":"https://www.openagentskill.com/skills/danicat-swarm-coding/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=danicat-swarm-coding&task=Use%20swarm-coding%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20swarm-coding%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20swarm-coding%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/danicat-swarm-coding/install","manifest":"https://www.openagentskill.com/api/registry/manifest/danicat-swarm-coding"}},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"Testing and QA","description":"I need my agent to test a web app, reproduce bugs, and verify fixes.","useCases":[{"slug":"testing-qa","title":"Testing and QA"},{"slug":"browser-automation","title":"Browser automation"},{"slug":"workflow-automation","title":"Workflow automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add danicat/skills --skill swarm-coding","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":16,"starsLabel":"16","forks":3,"license":"Apache-2.0","qualityScore":59,"trustScore":61,"auditScore":71},"maintenance":{"status":"fresh","label":"Pushed today","daysSincePush":0,"lastPushedAt":"2026-08-23T23:26:16+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","The SKILL.md does not include explicit setup or installation instructions, though this is acceptable for a skill that is primarily a workflow definition.","Low GitHub adoption signal"]},"coverageTags":["Coding","Testing and QA","research","agent-skill"]},"audit":{"audit_score":71,"risk_level":"needs_review","risk_label":"Needs review","quality_score":59,"trust_score":61,"maintenance_score":100,"security_score":72,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","The skill references specific agent framework tools (e.g., define_subagent, invoke_subagent, ask_question) without clarifying that these are environment-specific, which may limit portability.","The SKILL.md does not include explicit setup or installation instructions, though this is acceptable for a skill that is primarily a workflow definition.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, filesystem or document access","GitHub adoption: 16 GitHub stars","Stars/forks activity: 16 stars, 3 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, network or browser surface","Permission surface: shell or command execution, filesystem or document access"]},"quality_signals":{"model":"v2","star_score":8.61,"usage_score":0,"review_score":5.4,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"testing-qa","title":"Testing and QA","url":"https://www.openagentskill.com/use-cases/testing-qa"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"workflow-automation","title":"Workflow automation","url":"https://www.openagentskill.com/use-cases/workflow-automation"},{"slug":"local-desktop","title":"Local desktop","url":"https://www.openagentskill.com/use-cases/local-desktop"}],"stacks":[{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"},{"slug":"frontend-product-ui","title":"Frontend and UI","url":"https://www.openagentskill.com/collections/frontend-product-ui"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"}],"install":"npx skills add danicat/skills --skill swarm-coding","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install danicat-swarm-coding","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"swarm-coding\" agent skill from https://github.com/danicat/skills/tree/main/agents/swarm-coding. 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"swarm-coding\" as a Claude Code skill from https://github.com/danicat/skills/tree/main/agents/swarm-coding. 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"swarm-coding\" from https://github.com/danicat/skills/tree/main/agents/swarm-coding 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: Orchestrates multi-agent hierarchical swarms using a divide-and-conquer architecture for complex, multi-system, or orthogonal engineering initiatives (e.g., concurrent backend, frontend, database, QA). Manages hierarchical Lead Agents and Specialists, disjoint work allocations, and strict parent-child communication. Activate whenever the user mentions 'swarm', requests multi-agent team coordination, or needs context isolation across multiple technical domains. 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\":\"danicat-swarm-coding\",\"task\":\"Install swarm-coding\",\"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.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","github_repo":"danicat/skills","version":"1.0.0","license":"Apache-2.0","urls":{"web":"https://www.openagentskill.com/skills/danicat-swarm-coding","repository":"https://github.com/danicat/skills/tree/main/agents/swarm-coding","api":"/api/agent/skills/danicat-swarm-coding","install_api":"/api/skills/danicat-swarm-coding/install"},"meta":{"created_at":"2026-08-24T00:35:52.089353+00:00","updated_at":"2026-08-24T00:35:52.089353+00:00","agent_friendly":true}}