{
  "schema": "botshelf-library-registry/v1",
  "generated_at": "2026-09-08",
  "canonical": "https://botshelfvampire.com/library/",
  "teams_hub": "https://botshelfvampire.com/library/teams/",
  "github": "https://github.com/BotShelfVampire/botshelf-ai-team-registry",
  "entity_note": "GitHub = source/distribution; BotShelf = canonical registry. Marketplace Teams are separate commercial pages.",
  "terminology_note": "Primary term is AI Team. alternate_terms are close labels when accurate; discovery_terms are broader search vocabulary, not synonyms. No swarm terms.",
  "counts": {
    "teams": 10,
    "implementations": 70,
    "verified": 3,
    "untested": 67
  },
  "license": "free-use-at-own-risk",
  "teams": [
    {
      "team_id": "coding-review",
      "title": "Coding Review",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Review a diff or file for bugs, risky paths, and missing tests — without auto-committing or running destructive commands.",
      "category": "Engineering",
      "url": "/library/teams/coding-review/",
      "github_path": "teams/coding-review",
      "counts": {
        "implementations": 7,
        "verified": 0,
        "untested": 7
      },
      "implementations": [
        {
          "implementation_id": "crewai/coding-review",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/coding-review/",
          "github_path": "teams/coding-review/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/coding-review",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/coding-review/",
          "github_path": "teams/coding-review/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/coding-review",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/coding-review/",
          "github_path": "teams/coding-review/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/coding-review",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/coding-review/",
          "github_path": "teams/coding-review/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/coding-review",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/coding-review/",
          "github_path": "teams/coding-review/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/coding-review",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/ollama/coding-review/",
          "github_path": "teams/coding-review/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "open-webui/coding-review",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/coding-review/",
          "github_path": "teams/coding-review/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent System"
      ],
      "discovery_terms": [
        "AI Agents",
        "Multi-Agent AI",
        "Agent Orchestration",
        "Agentic Workflow",
        "AI Workflow"
      ],
      "definition_snippet": "Reviews a diff or file for bugs, risky paths, and missing tests without auto-committing.",
      "inputs": [
        "diff or file paste"
      ],
      "outputs": [
        "bug/risk findings",
        "missing-test notes",
        "reversible next steps"
      ],
      "capabilities": [
        "static review of pasted code",
        "no auto-commit",
        "no destructive shell"
      ]
    },
    {
      "team_id": "data-analysis",
      "title": "Data Analysis",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Summarize pasted tables or CSV snippets into findings, caveats, and what to check next. Analysis only.",
      "category": "Analytics",
      "url": "/library/teams/data-analysis/",
      "github_path": "teams/data-analysis",
      "counts": {
        "implementations": 7,
        "verified": 0,
        "untested": 7
      },
      "implementations": [
        {
          "implementation_id": "crewai/data-analysis",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/data-analysis/",
          "github_path": "teams/data-analysis/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/data-analysis",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/data-analysis/",
          "github_path": "teams/data-analysis/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/data-analysis",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/data-analysis/",
          "github_path": "teams/data-analysis/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/data-analysis",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/data-analysis/",
          "github_path": "teams/data-analysis/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/data-analysis",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/data-analysis/",
          "github_path": "teams/data-analysis/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/data-analysis",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/ollama/data-analysis/",
          "github_path": "teams/data-analysis/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "open-webui/data-analysis",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/data-analysis/",
          "github_path": "teams/data-analysis/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent System"
      ],
      "discovery_terms": [
        "AI Agents",
        "Multi-Agent AI",
        "Agent Orchestration",
        "Agentic Workflow",
        "AI Workflow"
      ],
      "definition_snippet": "Summarizes pasted tables or CSV snippets into findings, caveats, and next checks.",
      "inputs": [
        "pasted table or CSV snippet"
      ],
      "outputs": [
        "findings",
        "caveats",
        "next checks"
      ],
      "capabilities": [
        "analysis of pasted data only"
      ]
    },
    {
      "team_id": "deep-research",
      "title": "Deep Research",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Turn a fuzzy question into a sourced research brief with open questions and next checks — not a final verdict.",
      "category": "Research",
      "url": "/library/teams/deep-research/",
      "github_path": "teams/deep-research",
      "counts": {
        "implementations": 7,
        "verified": 1,
        "untested": 6
      },
      "implementations": [
        {
          "implementation_id": "crewai/deep-research",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/deep-research/",
          "github_path": "teams/deep-research/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/deep-research",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/deep-research/",
          "github_path": "teams/deep-research/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/deep-research",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/deep-research/",
          "github_path": "teams/deep-research/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/deep-research",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/deep-research/",
          "github_path": "teams/deep-research/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/deep-research",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/deep-research/",
          "github_path": "teams/deep-research/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/deep-research",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Verified",
          "url": "/library/ollama/deep-research/",
          "github_path": "teams/deep-research/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "ollama local box; ollama version is 0.33.3; OLLAMA_MODELS=/workspace/tools/ollama-models"
        },
        {
          "implementation_id": "open-webui/deep-research",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/deep-research/",
          "github_path": "teams/deep-research/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent System",
        "Multi-Agent Workflow"
      ],
      "discovery_terms": [
        "AI Agents",
        "Multi-Agent AI",
        "Multi-Agent Orchestration",
        "Agent Orchestration",
        "Agentic Workflow",
        "AI Workflow"
      ],
      "definition_snippet": "Coordinates research roles around a fuzzy question to produce a sourced brief — not a verdict.",
      "inputs": [
        "fuzzy question",
        "labeled source pastes (optional)"
      ],
      "outputs": [
        "scoped research brief",
        "open questions",
        "next checks",
        "confidence note"
      ],
      "capabilities": [
        "structured research brief",
        "source separation",
        "no invented citations"
      ]
    },
    {
      "team_id": "doc-review",
      "title": "Doc Review",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Review docs for clarity, broken promises, and missing prerequisites before publish.",
      "category": "Documentation",
      "url": "/library/teams/doc-review/",
      "github_path": "teams/doc-review",
      "counts": {
        "implementations": 7,
        "verified": 0,
        "untested": 7
      },
      "implementations": [
        {
          "implementation_id": "crewai/doc-review",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/doc-review/",
          "github_path": "teams/doc-review/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/doc-review",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/doc-review/",
          "github_path": "teams/doc-review/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/doc-review",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/doc-review/",
          "github_path": "teams/doc-review/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/doc-review",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/doc-review/",
          "github_path": "teams/doc-review/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/doc-review",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/doc-review/",
          "github_path": "teams/doc-review/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/doc-review",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/ollama/doc-review/",
          "github_path": "teams/doc-review/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "open-webui/doc-review",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/doc-review/",
          "github_path": "teams/doc-review/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent System"
      ],
      "discovery_terms": [
        "AI Agents",
        "Agentic Workflow",
        "AI Workflow",
        "Multi-Agent AI"
      ],
      "definition_snippet": "Reviews docs for clarity, broken promises, and missing prerequisites before publish.",
      "inputs": [
        "doc draft paste"
      ],
      "outputs": [
        "clarity issues",
        "broken promises",
        "missing prerequisites"
      ],
      "capabilities": [
        "doc review before publish"
      ]
    },
    {
      "team_id": "lead-research",
      "title": "Lead Research",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Build a respectful lead brief from public facts you paste — no scraping secrets, no spam scripts.",
      "category": "Sales",
      "url": "/library/teams/lead-research/",
      "github_path": "teams/lead-research",
      "counts": {
        "implementations": 7,
        "verified": 0,
        "untested": 7
      },
      "implementations": [
        {
          "implementation_id": "crewai/lead-research",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/lead-research/",
          "github_path": "teams/lead-research/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/lead-research",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/lead-research/",
          "github_path": "teams/lead-research/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/lead-research",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/lead-research/",
          "github_path": "teams/lead-research/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/lead-research",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/lead-research/",
          "github_path": "teams/lead-research/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/lead-research",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/lead-research/",
          "github_path": "teams/lead-research/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/lead-research",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/ollama/lead-research/",
          "github_path": "teams/lead-research/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "open-webui/lead-research",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/lead-research/",
          "github_path": "teams/lead-research/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent Workflow"
      ],
      "discovery_terms": [
        "AI Agents",
        "Multi-Agent AI",
        "Agentic Workflow",
        "AI Workflow",
        "Agent Orchestration"
      ],
      "definition_snippet": "Builds a respectful lead brief from public facts you paste — no secret scraping or spam scripts.",
      "inputs": [
        "public facts you paste"
      ],
      "outputs": [
        "respectful lead brief"
      ],
      "capabilities": [
        "brief from pasted public facts",
        "no scrape/spam scripts"
      ]
    },
    {
      "team_id": "monitoring",
      "title": "Monitoring Check",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Turn a status paste or log snippet into a short health note: what changed, severity, and a reversible next step.",
      "category": "Ops",
      "url": "/library/teams/monitoring/",
      "github_path": "teams/monitoring",
      "counts": {
        "implementations": 7,
        "verified": 0,
        "untested": 7
      },
      "implementations": [
        {
          "implementation_id": "crewai/monitoring",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/monitoring/",
          "github_path": "teams/monitoring/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/monitoring",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/monitoring/",
          "github_path": "teams/monitoring/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/monitoring",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/monitoring/",
          "github_path": "teams/monitoring/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/monitoring",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/monitoring/",
          "github_path": "teams/monitoring/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/monitoring",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/monitoring/",
          "github_path": "teams/monitoring/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/monitoring",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/ollama/monitoring/",
          "github_path": "teams/monitoring/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "open-webui/monitoring",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/monitoring/",
          "github_path": "teams/monitoring/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent Workflow"
      ],
      "discovery_terms": [
        "AI Agents",
        "Agent Orchestration",
        "Agentic Workflow",
        "AI Workflow",
        "Multi-Agent Orchestration"
      ],
      "definition_snippet": "Turns a status paste or log snippet into a health note: what changed, severity, reversible next step.",
      "inputs": [
        "status paste or log snippet"
      ],
      "outputs": [
        "health note",
        "severity",
        "reversible next step"
      ],
      "capabilities": [
        "status interpretation",
        "no auto-remediation"
      ]
    },
    {
      "team_id": "personal-assistant",
      "title": "Personal Assistant",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Daily capture → prioritized plan with stop rules. Local-first; does not spend money or send mail alone.",
      "category": "Productivity",
      "url": "/library/teams/personal-assistant/",
      "github_path": "teams/personal-assistant",
      "counts": {
        "implementations": 7,
        "verified": 0,
        "untested": 7
      },
      "implementations": [
        {
          "implementation_id": "crewai/personal-assistant",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/personal-assistant/",
          "github_path": "teams/personal-assistant/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/personal-assistant",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/personal-assistant/",
          "github_path": "teams/personal-assistant/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/personal-assistant",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/personal-assistant/",
          "github_path": "teams/personal-assistant/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/personal-assistant",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/personal-assistant/",
          "github_path": "teams/personal-assistant/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/personal-assistant",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/personal-assistant/",
          "github_path": "teams/personal-assistant/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/personal-assistant",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/ollama/personal-assistant/",
          "github_path": "teams/personal-assistant/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "open-webui/personal-assistant",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/personal-assistant/",
          "github_path": "teams/personal-assistant/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team"
      ],
      "discovery_terms": [
        "AI Agents",
        "Agentic Workflow",
        "AI Workflow",
        "Agentic System"
      ],
      "definition_snippet": "Daily capture to a prioritized plan with stop rules — local-first; does not spend or send mail alone.",
      "inputs": [
        "daily capture notes"
      ],
      "outputs": [
        "prioritized plan",
        "stop rules"
      ],
      "capabilities": [
        "local-first planning",
        "no spend/send alone"
      ]
    },
    {
      "team_id": "seo-brief",
      "title": "SEO Brief",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Produce a one-page SEO brief (intent, title options, outline, risks) from a keyword and URL context.",
      "category": "Marketing",
      "url": "/library/teams/seo-brief/",
      "github_path": "teams/seo-brief",
      "counts": {
        "implementations": 7,
        "verified": 1,
        "untested": 6
      },
      "implementations": [
        {
          "implementation_id": "crewai/seo-brief",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/seo-brief/",
          "github_path": "teams/seo-brief/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/seo-brief",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/seo-brief/",
          "github_path": "teams/seo-brief/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/seo-brief",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/seo-brief/",
          "github_path": "teams/seo-brief/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/seo-brief",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/seo-brief/",
          "github_path": "teams/seo-brief/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/seo-brief",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/seo-brief/",
          "github_path": "teams/seo-brief/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/seo-brief",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Verified",
          "url": "/library/ollama/seo-brief/",
          "github_path": "teams/seo-brief/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "ollama local box; ollama version is 0.33.3; OLLAMA_MODELS=/workspace/tools/ollama-models"
        },
        {
          "implementation_id": "open-webui/seo-brief",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/seo-brief/",
          "github_path": "teams/seo-brief/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent Workflow"
      ],
      "discovery_terms": [
        "AI Agents",
        "Agentic Workflow",
        "AI Workflow",
        "Multi-Agent Orchestration"
      ],
      "definition_snippet": "Turns a keyword and URL context into a one-page SEO brief with intent, outline, and risks.",
      "inputs": [
        "keyword",
        "URL/context notes"
      ],
      "outputs": [
        "intent",
        "title options",
        "outline",
        "risks"
      ],
      "capabilities": [
        "one-page SEO brief",
        "no fake rankings"
      ]
    },
    {
      "team_id": "support-triage",
      "title": "Support Triage",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Classify an inbound message, propose a first reply hold, and flag escalation — human sends.",
      "category": "Support",
      "url": "/library/teams/support-triage/",
      "github_path": "teams/support-triage",
      "counts": {
        "implementations": 7,
        "verified": 0,
        "untested": 7
      },
      "implementations": [
        {
          "implementation_id": "crewai/support-triage",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/support-triage/",
          "github_path": "teams/support-triage/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/support-triage",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/support-triage/",
          "github_path": "teams/support-triage/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/support-triage",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/support-triage/",
          "github_path": "teams/support-triage/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/support-triage",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/support-triage/",
          "github_path": "teams/support-triage/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/support-triage",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/support-triage/",
          "github_path": "teams/support-triage/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/support-triage",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/ollama/support-triage/",
          "github_path": "teams/support-triage/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "open-webui/support-triage",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/support-triage/",
          "github_path": "teams/support-triage/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent Workflow"
      ],
      "discovery_terms": [
        "AI Agents",
        "Agent Orchestration",
        "Agentic Workflow",
        "AI Workflow",
        "Agentic System"
      ],
      "definition_snippet": "Classifies inbound messages, proposes a held first reply, and flags escalation — human sends.",
      "inputs": [
        "inbound message paste"
      ],
      "outputs": [
        "classification",
        "first-reply hold",
        "escalation flag"
      ],
      "capabilities": [
        "triage draft",
        "human sends"
      ]
    },
    {
      "team_id": "writing-draft",
      "title": "Writing Draft",
      "entity_type": "AI Team",
      "primary_term": "AI Team",
      "short_description": "Draft a clear first pass from notes — then stop for human edit. No fake claims or invented metrics.",
      "category": "Content",
      "url": "/library/teams/writing-draft/",
      "github_path": "teams/writing-draft",
      "counts": {
        "implementations": 7,
        "verified": 1,
        "untested": 6
      },
      "implementations": [
        {
          "implementation_id": "crewai/writing-draft",
          "platform": "CrewAI",
          "runtime": "crewai",
          "type": "AI Team",
          "status": "Untested",
          "url": "/library/crewai/writing-draft/",
          "github_path": "teams/writing-draft/crewai",
          "execution": "multi-agent",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "langgraph/writing-draft",
          "platform": "LangGraph",
          "runtime": "langgraph",
          "type": "Code",
          "status": "Untested",
          "url": "/library/langgraph/writing-draft/",
          "github_path": "teams/writing-draft/langgraph",
          "execution": "graph",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "lm-studio/writing-draft",
          "platform": "LM Studio",
          "runtime": "lm-studio",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/lm-studio/writing-draft/",
          "github_path": "teams/writing-draft/lm-studio",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "mcp/writing-draft",
          "platform": "MCP",
          "runtime": "mcp",
          "type": "MCP",
          "status": "Untested",
          "url": "/library/mcp/writing-draft/",
          "github_path": "teams/writing-draft/mcp",
          "execution": "tool-protocol",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "n8n/writing-draft",
          "platform": "n8n",
          "runtime": "n8n",
          "type": "Workflow",
          "status": "Untested",
          "url": "/library/n8n/writing-draft/",
          "github_path": "teams/writing-draft/n8n",
          "execution": "workflow",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        },
        {
          "implementation_id": "ollama/writing-draft",
          "platform": "Ollama",
          "runtime": "ollama",
          "type": "Prompt",
          "status": "Verified",
          "url": "/library/ollama/writing-draft/",
          "github_path": "teams/writing-draft/ollama",
          "execution": "local",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "ollama local box; ollama version is 0.33.3; OLLAMA_MODELS=/workspace/tools/ollama-models"
        },
        {
          "implementation_id": "open-webui/writing-draft",
          "platform": "Open WebUI",
          "runtime": "open-webui",
          "type": "Prompt",
          "status": "Untested",
          "url": "/library/open-webui/writing-draft/",
          "github_path": "teams/writing-draft/open-webui",
          "execution": "self-hosted",
          "access": "free",
          "structural_check": "PASS",
          "verification_environment": "structural"
        }
      ],
      "alternate_terms": [
        "AI Agent Team",
        "Agent Team",
        "Multi-Agent Workflow"
      ],
      "discovery_terms": [
        "AI Agents",
        "Agentic Workflow",
        "AI Workflow",
        "Agentic System"
      ],
      "definition_snippet": "Drafts a clear first pass from notes, then stops for human edit — no invented metrics.",
      "inputs": [
        "notes / outline"
      ],
      "outputs": [
        "first-pass draft",
        "stop for human edit"
      ],
      "capabilities": [
        "draft from notes",
        "no invented metrics"
      ]
    }
  ],
  "source_commit": "eb87e8e049fdf9908e438305ff827c7b617505b5"
}