[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M6MW2NE2Q4FR2CB2PY9GEANY":3,"skill-same:01M6MW2NE2Q4FR2CB2PY9GEANY":109},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":23,"publishedAt":38,"linkOnly":39,"markdownContent":40,"markdownBody":41,"frontMatter":42,"refName":46,"commitSha":47,"skillDirectory":48,"forksCount":49,"repositoryHtmlUrl":50,"repositoryHomepageUrl":6,"ownerHtmlUrl":51,"ownerBlogUrl":6,"ownerDescription":6,"updatedAt":52,"install":53,"resources":66},"01M6MW2NE2Q4FR2CB2PY9GEANY","ruflo",null,"Manage multi-agent swarms, memory, tasks, hooks, workflows, and browser automation via CLI. Use when spawning agents, storing\u002Fsearching memory, orchestrating workflows, coordinating hive-minds, or automating browser interactions.","makabakaxy\u002Fmcp2cli","makabakaxy","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F52183517?v=4","01M6MVJJY7V34V4B21GKK8CJ3Z","Xiangyu Meng","01M6MVY2R0Q5AC6KZX918QJPY0",65,"MIT","https:\u002F\u002Fgithub.com\u002Fmakabakaxy\u002Fmcp2cli\u002Fblob\u002Fmain\u002Fpresets\u002Fruflo\u002F3.0.0\u002Fskills\u002FSKILL.md",[18],{"categoryNo":19,"categoryName":20,"taxonomyType":21,"taxonomyTypeDesc":22},"01JBSEEDCAT000000000000023","Skill与智能体开发","SCENARIO","使用场景",[5,24,25,26,27,28,29,30,31,32,33,34,35,36,37],"cli","browser automation","memory","automation","workflows","tasks","browser","hive","multi-agent","use","hooks","manage","via","multi","2026-11-10 10:12:30",false,"---\nname: ruflo\ndescription: Manage multi-agent swarms, memory, tasks, hooks, workflows, and browser automation via CLI. Use when spawning agents, storing\u002Fsearching memory, orchestrating workflows, coordinating hive-minds, or automating browser interactions.\nsource_version: \"3.0.0\"\nsource_cli_hash: \"d3fd1093\"\ngenerated_at: \"2026-04-06T08:38:53.305460+00:00\"\n---\n\n# ruflo (via mcp2cli)\n\nMulti-agent orchestration, vector memory, task management, and browser automation.\n\n## Shortcuts\n\nNo shortcuts configured. Use full form: `mcp2cli ruflo \u003Cgroup> \u003Ccmd>`\n\n## Commands\n\n### Agent\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo agent spawn` | Spawn a new agent | `mcp2cli ruflo agent spawn --agent-type worker --model sonnet` | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent list` | List all agents | `mcp2cli ruflo agent list` | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent status` | Get agent status | `mcp2cli ruflo agent status --agent-id agent-1` | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent update` | Update agent config | | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent terminate` | Terminate an agent | `mcp2cli ruflo agent terminate --agent-id agent-1` | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent health` | Check agent health | | [ref](reference\u002Fagent.md) |\n\n### Memory\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo memory store` | Store value with vector embedding | `mcp2cli ruflo memory store --key mykey --value \"data\"` | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory get` | Retrieve value by key | `mcp2cli ruflo memory get --key mykey` | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory search` | Semantic vector search | `mcp2cli ruflo memory search --query \"auth patterns\"` | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory list` | List memory entries | | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory delete` | Delete memory entry | `mcp2cli ruflo memory delete --key mykey` | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory stats` | Get memory statistics | | [ref](reference\u002Fmemory.md) |\n\n### Task\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo task create` | Create a new task | `mcp2cli ruflo task create --type feature --description \"Add login\"` | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task list` | List all tasks | `mcp2cli ruflo task list --status pending` | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task status` | Get task status | `mcp2cli ruflo task status --task-id t1` | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task update` | Update task progress | | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task complete` | Mark task complete | `mcp2cli ruflo task complete --task-id t1` | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task assign` | Assign task to agents | | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task cancel` | Cancel a task | | [ref](reference\u002Ftask.md) |\n\n### Hooks\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo hooks pre-task` | Record task start, get agent suggestions | `mcp2cli ruflo hooks pre-task --task-id t1 --description \"Fix bug\"` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks post-task` | Record task completion | `mcp2cli ruflo hooks post-task --task-id t1 --success true` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks route` | Route task to optimal agent | `mcp2cli ruflo hooks route --task \"implement OAuth\"` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks pre-edit` | Get context before editing file | `mcp2cli ruflo hooks pre-edit --file-path src\u002Fauth.ts` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks init` | Initialize hooks in project | `mcp2cli ruflo hooks init --template standard` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks metrics` | View learning metrics | | [ref](reference\u002Fhooks.md) |\n\n### Hive-Mind\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo hive-mind spawn` | Spawn workers and join hive | `mcp2cli ruflo hive-mind spawn --count 3 --role worker` | [ref](reference\u002Fhive-mind.md) |\n| `mcp2cli ruflo hive-mind init` | Initialize hive-mind collective | `mcp2cli ruflo hive-mind init --topology mesh` | [ref](reference\u002Fhive-mind.md) |\n| `mcp2cli ruflo hive-mind status` | Get hive-mind status | | [ref](reference\u002Fhive-mind.md) |\n| `mcp2cli ruflo hive-mind consensus` | Propose or vote on consensus | `mcp2cli ruflo hive-mind consensus --action propose --type config` | [ref](reference\u002Fhive-mind.md) |\n| `mcp2cli ruflo hive-mind broadcast` | Broadcast to all workers | `mcp2cli ruflo hive-mind broadcast --message \"Start phase 2\"` | [ref](reference\u002Fhive-mind.md) |\n\n### Workflow\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo workflow run` | Run workflow from template | `mcp2cli ruflo workflow run --template ci-pipeline` | [ref](reference\u002Fworkflow.md) |\n| `mcp2cli ruflo workflow create` | Create a new workflow | `mcp2cli ruflo workflow create --name my-flow` | [ref](reference\u002Fworkflow.md) |\n| `mcp2cli ruflo workflow list` | List all workflows | | [ref](reference\u002Fworkflow.md) |\n| `mcp2cli ruflo workflow status` | Get workflow status | `mcp2cli ruflo workflow status --workflow-id wf1` | [ref](reference\u002Fworkflow.md) |\n| `mcp2cli ruflo workflow execute` | Execute a workflow | `mcp2cli ruflo workflow execute --workflow-id wf1` | [ref](reference\u002Fworkflow.md) |\n\n### Claims\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo claims claim` | Claim an issue for work | `mcp2cli ruflo claims claim --issue-id 123 --claimant \"agent:coder-1:coder\"` | [ref](reference\u002Fclaims.md) |\n| `mcp2cli ruflo claims list` | List all claims | | [ref](reference\u002Fclaims.md) |\n| `mcp2cli ruflo claims release` | Release a claim | `mcp2cli ruflo claims release --issue-id 123 --claimant \"agent:coder-1:coder\"` | [ref](reference\u002Fclaims.md) |\n| `mcp2cli ruflo claims handoff` | Handoff issue to another agent | | [ref](reference\u002Fclaims.md) |\n| `mcp2cli ruflo claims load` | Get agent load info | | [ref](reference\u002Fclaims.md) |\n\n### Browser\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo browser open` | Navigate to URL | `mcp2cli ruflo browser open --url https:\u002F\u002Fexample.com` | [ref](reference\u002Fbrowser.md) |\n| `mcp2cli ruflo browser snapshot` | Get accessibility tree | | [ref](reference\u002Fbrowser.md) |\n| `mcp2cli ruflo browser screenshot` | Capture screenshot | | [ref](reference\u002Fbrowser.md) |\n| `mcp2cli ruflo browser click` | Click an element | `mcp2cli ruflo browser click --ref elem-1` | [ref](reference\u002Fbrowser.md) |\n| `mcp2cli ruflo browser fill` | Fill an input field | `mcp2cli ruflo browser fill --ref input-1 --value \"text\"` | [ref](reference\u002Fbrowser.md) |\n\n### Swarm\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo swarm init` | Initialize a swarm | `mcp2cli ruflo swarm init --topology hierarchical` | [ref](reference\u002Fswarm.md) |\n| `mcp2cli ruflo swarm status` | Get swarm status | | [ref](reference\u002Fswarm.md) |\n| `mcp2cli ruflo swarm health` | Check swarm health | | [ref](reference\u002Fswarm.md) |\n| `mcp2cli ruflo swarm shutdown` | Shutdown a swarm | | [ref](reference\u002Fswarm.md) |\n\n## Discover Parameters\n\nAppend `--help` to any command for full parameter list:\n\n    mcp2cli ruflo agent spawn --help\n\n> **Note**: Use Ref links above to view detailed parameter reference and more examples.\n\n## User Notes\n\n> **MUST READ** [users\u002Fskill.md](users\u002Fskill.md) for custom workflows and tips.\n> **Config**: MCP server settings live in `~\u002F.agents\u002Fmcp2cli\u002Fservers.yaml` - edit there to take effect.\n","# ruflo (via mcp2cli)\n\nMulti-agent orchestration, vector memory, task management, and browser automation.\n\n## Shortcuts\n\nNo shortcuts configured. Use full form: `mcp2cli ruflo \u003Cgroup> \u003Ccmd>`\n\n## Commands\n\n### Agent\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo agent spawn` | Spawn a new agent | `mcp2cli ruflo agent spawn --agent-type worker --model sonnet` | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent list` | List all agents | `mcp2cli ruflo agent list` | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent status` | Get agent status | `mcp2cli ruflo agent status --agent-id agent-1` | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent update` | Update agent config | | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent terminate` | Terminate an agent | `mcp2cli ruflo agent terminate --agent-id agent-1` | [ref](reference\u002Fagent.md) |\n| `mcp2cli ruflo agent health` | Check agent health | | [ref](reference\u002Fagent.md) |\n\n### Memory\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo memory store` | Store value with vector embedding | `mcp2cli ruflo memory store --key mykey --value \"data\"` | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory get` | Retrieve value by key | `mcp2cli ruflo memory get --key mykey` | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory search` | Semantic vector search | `mcp2cli ruflo memory search --query \"auth patterns\"` | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory list` | List memory entries | | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory delete` | Delete memory entry | `mcp2cli ruflo memory delete --key mykey` | [ref](reference\u002Fmemory.md) |\n| `mcp2cli ruflo memory stats` | Get memory statistics | | [ref](reference\u002Fmemory.md) |\n\n### Task\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo task create` | Create a new task | `mcp2cli ruflo task create --type feature --description \"Add login\"` | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task list` | List all tasks | `mcp2cli ruflo task list --status pending` | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task status` | Get task status | `mcp2cli ruflo task status --task-id t1` | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task update` | Update task progress | | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task complete` | Mark task complete | `mcp2cli ruflo task complete --task-id t1` | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task assign` | Assign task to agents | | [ref](reference\u002Ftask.md) |\n| `mcp2cli ruflo task cancel` | Cancel a task | | [ref](reference\u002Ftask.md) |\n\n### Hooks\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo hooks pre-task` | Record task start, get agent suggestions | `mcp2cli ruflo hooks pre-task --task-id t1 --description \"Fix bug\"` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks post-task` | Record task completion | `mcp2cli ruflo hooks post-task --task-id t1 --success true` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks route` | Route task to optimal agent | `mcp2cli ruflo hooks route --task \"implement OAuth\"` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks pre-edit` | Get context before editing file | `mcp2cli ruflo hooks pre-edit --file-path src\u002Fauth.ts` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks init` | Initialize hooks in project | `mcp2cli ruflo hooks init --template standard` | [ref](reference\u002Fhooks.md) |\n| `mcp2cli ruflo hooks metrics` | View learning metrics | | [ref](reference\u002Fhooks.md) |\n\n### Hive-Mind\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo hive-mind spawn` | Spawn workers and join hive | `mcp2cli ruflo hive-mind spawn --count 3 --role worker` | [ref](reference\u002Fhive-mind.md) |\n| `mcp2cli ruflo hive-mind init` | Initialize hive-mind collective | `mcp2cli ruflo hive-mind init --topology mesh` | [ref](reference\u002Fhive-mind.md) |\n| `mcp2cli ruflo hive-mind status` | Get hive-mind status | | [ref](reference\u002Fhive-mind.md) |\n| `mcp2cli ruflo hive-mind consensus` | Propose or vote on consensus | `mcp2cli ruflo hive-mind consensus --action propose --type config` | [ref](reference\u002Fhive-mind.md) |\n| `mcp2cli ruflo hive-mind broadcast` | Broadcast to all workers | `mcp2cli ruflo hive-mind broadcast --message \"Start phase 2\"` | [ref](reference\u002Fhive-mind.md) |\n\n### Workflow\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo workflow run` | Run workflow from template | `mcp2cli ruflo workflow run --template ci-pipeline` | [ref](reference\u002Fworkflow.md) |\n| `mcp2cli ruflo workflow create` | Create a new workflow | `mcp2cli ruflo workflow create --name my-flow` | [ref](reference\u002Fworkflow.md) |\n| `mcp2cli ruflo workflow list` | List all workflows | | [ref](reference\u002Fworkflow.md) |\n| `mcp2cli ruflo workflow status` | Get workflow status | `mcp2cli ruflo workflow status --workflow-id wf1` | [ref](reference\u002Fworkflow.md) |\n| `mcp2cli ruflo workflow execute` | Execute a workflow | `mcp2cli ruflo workflow execute --workflow-id wf1` | [ref](reference\u002Fworkflow.md) |\n\n### Claims\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo claims claim` | Claim an issue for work | `mcp2cli ruflo claims claim --issue-id 123 --claimant \"agent:coder-1:coder\"` | [ref](reference\u002Fclaims.md) |\n| `mcp2cli ruflo claims list` | List all claims | | [ref](reference\u002Fclaims.md) |\n| `mcp2cli ruflo claims release` | Release a claim | `mcp2cli ruflo claims release --issue-id 123 --claimant \"agent:coder-1:coder\"` | [ref](reference\u002Fclaims.md) |\n| `mcp2cli ruflo claims handoff` | Handoff issue to another agent | | [ref](reference\u002Fclaims.md) |\n| `mcp2cli ruflo claims load` | Get agent load info | | [ref](reference\u002Fclaims.md) |\n\n### Browser\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo browser open` | Navigate to URL | `mcp2cli ruflo browser open --url https:\u002F\u002Fexample.com` | [ref](reference\u002Fbrowser.md) |\n| `mcp2cli ruflo browser snapshot` | Get accessibility tree | | [ref](reference\u002Fbrowser.md) |\n| `mcp2cli ruflo browser screenshot` | Capture screenshot | | [ref](reference\u002Fbrowser.md) |\n| `mcp2cli ruflo browser click` | Click an element | `mcp2cli ruflo browser click --ref elem-1` | [ref](reference\u002Fbrowser.md) |\n| `mcp2cli ruflo browser fill` | Fill an input field | `mcp2cli ruflo browser fill --ref input-1 --value \"text\"` | [ref](reference\u002Fbrowser.md) |\n\n### Swarm\n| Command | Description | Example | Ref |\n|---|---|---|---|\n| `mcp2cli ruflo swarm init` | Initialize a swarm | `mcp2cli ruflo swarm init --topology hierarchical` | [ref](reference\u002Fswarm.md) |\n| `mcp2cli ruflo swarm status` | Get swarm status | | [ref](reference\u002Fswarm.md) |\n| `mcp2cli ruflo swarm health` | Check swarm health | | [ref](reference\u002Fswarm.md) |\n| `mcp2cli ruflo swarm shutdown` | Shutdown a swarm | | [ref](reference\u002Fswarm.md) |\n\n## Discover Parameters\n\nAppend `--help` to any command for full parameter list:\n\n    mcp2cli ruflo agent spawn --help\n\n> **Note**: Use Ref links above to view detailed parameter reference and more examples.\n\n## User Notes\n\n> **MUST READ** [users\u002Fskill.md](users\u002Fskill.md) for custom workflows and tips.\n> **Config**: MCP server settings live in `~\u002F.agents\u002Fmcp2cli\u002Fservers.yaml` - edit there to take effect.\n",{"name":5,"description":7,"generated_at":43,"source_version":44,"source_cli_hash":45},"2026-04-06T08:38:53.305460+00:00","3.0.0","d3fd1093","main","089b0cef6d270ba5000e3169f560524fb28ca2b3","presets\u002Fruflo\u002F3.0.0\u002Fskills",5,"https:\u002F\u002Fgithub.com\u002Fmakabakaxy\u002Fmcp2cli","https:\u002F\u002Fgithub.com\u002Fmakabakaxy","2026-04-13 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