{"id":"7339beca-41a1-483b-8323-81977f052c78","entityType":"agent","slug":"clawhub-my12121-beep-gbrain-multi-agent-search","name":"Gbrain Multi-Agent Search","canonicalUrl":"https://www.xpersona.co/agent/clawhub-my12121-beep-gbrain-multi-agent-search","canonicalPath":"/agent/clawhub-my12121-beep-gbrain-multi-agent-search","generatedAt":"2026-10-10T02:05:01.940Z","source":"CLAWHUB","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-09T20:58:01.266Z","emptyReason":null},"description":"Search and manage a local gbrain personal knowledge base (full-text search, semantic search, knowledge graph). Use when searching personal notes, emails, doc... Skill: Gbrain Multi-Agent Search Owner: my12121-beep Summary: Search and manage a local gbrain personal knowledge base (full-text search, semantic search, knowledge graph). Use when searching personal notes, emails, doc... 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Use when searching personal notes, emails, doc...\n\nTags: latest:1.0.0\n\nVersion history:\n\nv1.0.0 | 2026-04-16T03:47:35.067Z | user\n\nInitial release: bilingual (EN/CN) gbrain CLI wrapper for multi-agent knowledge base search\n\nArchive index:\n\nArchive v1.0.0: 4 files, 4199 bytes\n\nFiles: scripts/gbrain.sh (111b), skill-card.md (2503b), SKILL.md (4573b), _meta.json (144b)\n\nFile v1.0.0:SKILL.md\n\n---\nname: gbrain-multi-agent-search\ndescription: \"Search and manage a local gbrain personal knowledge base (full-text search, semantic search, knowledge graph). Use when searching personal notes, emails, documents, diary entries, or any knowledge stored in gbrain. Triggers: search brain, query brain, find in brain, brain search, gbrain, knowledge base search, personal knowledge, 知识库搜索, 脑库查询, 记忆搜索, 搜索知识库, 查询脑库.\"\n---\n\n# Gbrain Multi-Agent Search\n\nLocal knowledge base with full-text search, semantic search, and knowledge graph. Requires [gbrain](https://github.com/nicepkg/gbrain) installed and a brain repo initialized.\n\n## Prerequisites\n\n- gbrain CLI installed (`bun install` in gbrain repo)\n- A brain repo with synced markdown content\n- Embedding API configured (OpenAI-compatible endpoint)\n\n## Configuration / 配置\n\nSet these variables or replace inline:\n\n| Variable | Description | 示例 |\n|----------|-------------|------|\n| `GBRAIN_DIR` | Path to gbrain source repo | `~/gbrain` |\n| `BRAIN_DIR` | Path to brain content repo | `~/brain` |\n| `OPENAI_API_KEY` | Embedding API key | `sk-...` |\n| `OPENAI_BASE_URL` | Embedding API base URL | `https://api.openai.com/v1` |\n\n### One-liner setup (add to TOOLS.md)\n\n```bash\nexport GBRAIN_DIR=~/gbrain\nexport BRAIN_DIR=~/brain\nexport OPENAI_API_KEY=your-key-here\nexport OPENAI_BASE_URL=https://api.openai.com/v1\nalias gb=\"cd $GBRAIN_DIR && bun run src/cli.ts\"\n```\n\n## Search / 搜索\n\n### Keyword search (fast, exact match) / 关键词搜索\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts search \"<query>\" [--limit N]\n```\n\nBest for: exact names, terms, file references.\n适合：精确的人名、术语、文件名搜索。\n\n### Semantic search (hybrid, understands meaning) / 语义搜索\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts query \"<question>\" [--limit N]\n```\n\nBest for: natural language questions, fuzzy concepts, cross-topic queries.\n适合：自然语言提问、模糊概念、跨主题查询。\n\nExamples / 示例:\n```\nquery \"When did I join company X\"        / \"什么时候加入的公司X\"\nquery \"Heart rate trends in 2024\"         / \"2024年心率趋势\"\nquery \"Email about project approval\"      / \"项目审批相关的邮件\"\n```\n\n### List pages / 列出页面\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts list [--type source|person|concept|company|project|deal|media|civic] [--tag T] [-n N]\n```\n\n### Read a page / 读取页面\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts get \"<slug>\" [--fuzzy]\n```\n\nUse `--fuzzy` for approximate slug matching.\n使用 `--fuzzy` 进行模糊匹配。\n\n## Knowledge Graph / 知识图谱\n\n### Create link / 创建关联\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts link \"<from>\" \"<to>\" [--link-type TYPE] [--context \"description\"]\n```\n\n### Traverse graph / 遍历图谱\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts graph \"<slug>\" [--depth N]\n```\n\n### Common link types / 常用关联类型\n\n`works_at`, `invested_in`, `related_to`, `wrote`, `attended`, `located_in`, `managed`, `friend_of`, `reported_to`, `parent_of`, `spouse_of`\n\n## Data Management / 数据管理\n\n### Import & embed / 导入与嵌入\n\n```bash\n# Sync markdown files from repo to brain\ncd $GBRAIN_DIR && bun run src/cli.ts sync --repo $BRAIN_DIR --no-pull --no-embed --full\n\n# Generate embeddings for new/changed content\ncd $GBRAIN_DIR && OPENAI_API_KEY=... OPENAI_BASE_URL=... bun run src/cli.ts embed --stale\n```\n\n### Statistics / 统计信息\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts stats\n```\n\n### Health check / 健康检查\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts doctor\n```\n\n## Workflow / 工作流程\n\n### Adding new content / 添加新内容\n\n1. Add markdown files to `$BRAIN_DIR/sources/<category>/`\n2. `git add && git commit`\n3. Run `sync --full --no-pull --no-embed`\n4. Run `embed --stale`\n\n### Typical search pattern / 典型搜索模式\n\n1. Start with `search` for exact matches\n2. If no results or need deeper understanding, use `query`\n3. Use `get <slug>` to read full page content\n4. Use `graph <slug>` to explore related pages\n\n## Tips / 提示\n\n- `search` is faster, `query` is smarter — use `search` first / `search` 更快，`query` 更智能\n- Add `--limit 5` for concise results / 加 `--limit 5` 获取简洁结果\n- Use `--fuzzy` when unsure of exact slug / 不确定 slug 时用 `--fuzzy`\n- For embedding issues with large files (>64 chunks), split into smaller files / 大文件嵌入失败时，拆分为小文件\n- Run `stats` periodically to check brain health / 定期运行 `stats` 检查知识库状态\n\nFile v1.0.0:_meta.json\n\n{\n  \"ownerId\": \"kn74dybbpw0neewpr5tyk77qs983wzw6\",\n  \"slug\": \"gbrain-multi-agent-search\",\n  \"version\": \"1.0.0\",\n  \"publishedAt\": 1776311255067\n}\n\nFile v1.0.0:skill-card.md\n\n## Description:\n\nSearch and manage a local gbrain personal knowledge base with full-text search, semantic search, and knowledge graph commands for notes, emails, documents, diary entries, and other stored knowledge.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[my12121-beep](https://clawhub.ai/user/my12121-beep)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers and agent users use this skill to configure and run gbrain CLI workflows for querying a local personal knowledge base, reading matched pages, traversing graph links, and syncing or embedding markdown content.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill can access sensitive personal notes, emails, documents, and diary entries in a local gbrain or brain repository.\n\nMitigation: Install only for agents authorized to inspect that repository and limit repository access to the content needed for the task.\n\nRisk: Embedding workflows may send private material to a remote OpenAI-compatible endpoint.\n\nMitigation: Use a local or self-hosted embedding backend for private material when possible and configure any remote endpoint deliberately.\n\nRisk: Sync, embed, link, and related data-management commands can mutate the brain repository or knowledge graph.\n\nMitigation: Require explicit confirmation before running sync, embed, link, or other mutation commands.\n\nRisk: Persistent setup examples include an OPENAI_API_KEY variable.\n\nMitigation: Avoid storing real API keys in persistent instruction files; provide credentials through controlled environment or secret-management mechanisms.\n\n## Reference(s):\n\n- [gbrain GitHub repository](https://github.com/nicepkg/gbrain)\n- [ClawHub skill page](https://clawhub.ai/my12121-beep/skills/gbrain-multi-agent-search)\n\n## Skill Output:\n\n**Output Type(s):** [Text, Markdown, Shell commands, Configuration, Guidance]\n\n**Output Format:** [Markdown with inline bash code blocks]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Produces command-oriented guidance for an agent to run local gbrain search, graph, sync, embed, statistics, and health-check workflows.]\n\n## Skill Version(s):\n\n1.0.0 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.","readmeExcerpt":"Skill: Gbrain Multi-Agent Search Owner: my12121-beep Summary: Search and manage a local gbrain personal knowledge base (full-text search, semantic search, knowledge graph). Use when searching personal notes, emails, doc... Tags: latest:1.0.0 Version history: v1.0.0 | 2026-04-16T03:47:35.067Z | user Initial release: bilingual (EN/CN) gbrain CLI wrapper for multi-agent knowledge base search Archive index: Archive v1.0.","codeSnippets":[],"executableExamples":[{"language":"bash","snippet":"export GBRAIN_DIR=~/gbrain\nexport BRAIN_DIR=~/brain\nexport OPENAI_API_KEY=your-key-here\nexport OPENAI_BASE_URL=https://api.openai.com/v1\nalias gb=\"cd $GBRAIN_DIR && bun run src/cli.ts\""},{"language":"bash","snippet":"cd $GBRAIN_DIR && bun run src/cli.ts search \"<query>\" [--limit N]"},{"language":"bash","snippet":"cd $GBRAIN_DIR && bun run src/cli.ts query \"<question>\" [--limit N]"},{"language":"text","snippet":"query \"When did I join company X\"        / \"什么时候加入的公司X\"\nquery \"Heart rate trends in 2024\"         / \"2024年心率趋势\"\nquery \"Email about project approval\"      / \"项目审批相关的邮件\""},{"language":"bash","snippet":"cd $GBRAIN_DIR && bun run src/cli.ts list [--type source|person|concept|company|project|deal|media|civic] [--tag T] [-n N]"},{"language":"bash","snippet":"cd $GBRAIN_DIR && bun run src/cli.ts get \"<slug>\" [--fuzzy]"}],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[{"path":"SKILL.md","content":"---\nname: gbrain-multi-agent-search\ndescription: \"Search and manage a local gbrain personal knowledge base (full-text search, semantic search, knowledge graph). Use when searching personal notes, emails, documents, diary entries, or any knowledge stored in gbrain. Triggers: search brain, query brain, find in brain, brain search, gbrain, knowledge base search, personal knowledge, 知识库搜索, 脑库查询, 记忆搜索, 搜索知识库, 查询脑库.\"\n---\n\n# Gbrain Multi-Agent Search\n\nLocal knowledge base with full-text search, semantic search, and knowledge graph. Requires [gbrain](https://github.com/nicepkg/gbrain) installed and a brain repo initialized.\n\n## Prerequisites\n\n- gbrain CLI installed (`bun install` in gbrain repo)\n- A brain repo with synced markdown content\n- Embedding API configured (OpenAI-compatible endpoint)\n\n## Configuration / 配置\n\nSet these variables or replace inline:\n\n| Variable | Description | 示例 |\n|----------|-------------|------|\n| `GBRAIN_DIR` | Path to gbrain source repo | `~/gbrain` |\n| `BRAIN_DIR` | Path to brain content repo | `~/brain` |\n| `OPENAI_API_KEY` | Embedding API key | `sk-...` |\n| `OPENAI_BASE_URL` | Embedding API base URL | `https://api.openai.com/v1` |\n\n### One-liner setup (add to TOOLS.md)\n\n```bash\nexport GBRAIN_DIR=~/gbrain\nexport BRAIN_DIR=~/brain\nexport OPENAI_API_KEY=your-key-here\nexport OPENAI_BASE_URL=https://api.openai.com/v1\nalias gb=\"cd $GBRAIN_DIR && bun run src/cli.ts\"\n```\n\n## Search / 搜索\n\n### Keyword search (fast, exact match) / 关键词搜索\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts search \"<query>\" [--limit N]\n```\n\nBest for: exact names, terms, file references.\n适合：精确的人名、术语、文件名搜索。\n\n### Semantic search (hybrid, understands meaning) / 语义搜索\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts query \"<question>\" [--limit N]\n```\n\nBest for: natural language questions, fuzzy concepts, cross-topic queries.\n适合：自然语言提问、模糊概念、跨主题查询。\n\nExamples / 示例:\n```\nquery \"When did I join company X\"        / \"什么时候加入的公司X\"\nquery \"Heart rate trends in 2024\"         / \"2024年心率趋势\"\nquery \"Email about project approval\"      / \"项目审批相关的邮件\"\n```\n\n### List pages / 列出页面\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts list [--type source|person|concept|company|project|deal|media|civic] [--tag T] [-n N]\n```\n\n### Read a page / 读取页面\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts get \"<slug>\" [--fuzzy]\n```\n\nUse `--fuzzy` for approximate slug matching.\n使用 `--fuzzy` 进行模糊匹配。\n\n## Knowledge Graph / 知识图谱\n\n### Create link / 创建关联\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts link \"<from>\" \"<to>\" [--link-type TYPE] [--context \"description\"]\n```\n\n### Traverse graph / 遍历图谱\n\n```bash\ncd $GBRAIN_DIR && bun run src/cli.ts graph \"<slug>\" [--depth N]\n```\n\n### Common link types / 常用关联类型\n\n`works_at`, `invested_in`, `related_to`, `wrote`, `attended`, `located_in`, `managed`, `friend_of`, `reported_to`, `parent_of`, `spouse_of`\n\n## Data Management / 数据管理\n\n### Import & embed / 导入与嵌入\n\n```bash\n# Sync markdown files from repo to brain\ncd $GBRAIN_DIR && bun run src/cli.ts sync --repo $BRAIN_DIR --no-pull --no-embed"},{"path":"_meta.json","content":"{\n  \"ownerId\": \"kn74dybbpw0neewpr5tyk77qs983wzw6\",\n  \"slug\": \"gbrain-multi-agent-search\",\n  \"version\": \"1.0.0\",\n  \"publishedAt\": 1776311255067\n}"},{"path":"skill-card.md","content":"## Description:\n\nSearch and manage a local gbrain personal knowledge base with full-text search, semantic search, and knowledge graph commands for notes, emails, documents, diary entries, and other stored knowledge.\n\nThis skill is ready for commercial/non-commercial use.\n\n## Publisher:\n\n[my12121-beep](https://clawhub.ai/user/my12121-beep)\n\n### License/Terms of Use:\n\nMIT-0\n\n## Use Case:\n\nDevelopers and agent users use this skill to configure and run gbrain CLI workflows for querying a local personal knowledge base, reading matched pages, traversing graph links, and syncing or embedding markdown content.\n\n### Deployment Geography for Use:\n\nGlobal\n\n## Known Risks and Mitigations:\n\nRisk: The skill can access sensitive personal notes, emails, documents, and diary entries in a local gbrain or brain repository.\n\nMitigation: Install only for agents authorized to inspect that repository and limit repository access to the content needed for the task.\n\nRisk: Embedding workflows may send private material to a remote OpenAI-compatible endpoint.\n\nMitigation: Use a local or self-hosted embedding backend for private material when possible and configure any remote endpoint deliberately.\n\nRisk: Sync, embed, link, and related data-management commands can mutate the brain repository or knowledge graph.\n\nMitigation: Require explicit confirmation before running sync, embed, link, or other mutation commands.\n\nRisk: Persistent setup examples include an OPENAI_API_KEY variable.\n\nMitigation: Avoid storing real API keys in persistent instruction files; provide credentials through controlled environment or secret-management mechanisms.\n\n## Reference(s):\n\n- [gbrain GitHub repository](https://github.com/nicepkg/gbrain)\n- [ClawHub skill page](https://clawhub.ai/my12121-beep/skills/gbrain-multi-agent-search)\n\n## Skill Output:\n\n**Output Type(s):** [Text, Markdown, Shell commands, Configuration, Guidance]\n\n**Output Format:** [Markdown with inline bash code blocks]\n\n**Output Parameters:** [1D]\n\n**Other Properties Related to Output:** [Produces command-oriented guidance for an agent to run local gbrain search, graph, sync, embed, statistics, and health-check workflows.]\n\n## Skill Version(s):\n\n1.0.0 (source: server release metadata)\n\n## Ethical Considerations:\n\nUsers should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment."}],"languages":[],"docsSourceLabel":"CLAWHUB","editorialOverview":"Search and manage a local gbrain personal knowledge base (full-text search, semantic search, knowledge graph). Use when searching personal notes, emails, doc... Skill: Gbrain Multi-Agent Search Owner: my12121-beep Summary: Search and manage a local gbrain personal knowledge base (full-text search, semantic search, knowledge graph). Use when searching personal notes, emails, doc... Tags: latest:1.0.0 Version history: v1.0.0 | 2026-04-16T03:47:35.067Z | user Initial release: bilingual (EN/CN) gbrain CLI wrapper for multi-agent knowledge base search Archive index: Archive v1.0.","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":988,"uniquenessScore":50,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-09T20:58:01.266Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-09T20:58:01.266Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"protocol-neighbors","verified":false,"confidence":"medium","updatedAt":"2026-10-10T02:05:01.940Z","emptyReason":null},"items":[{"id":"8ebccd8e-3863-4187-8355-c3f14e1f9edf","entityType":"agent","canonicalPath":"/agent/iofficeai-aionui","slug":"iofficeai-aionui","name":"AionUi","description":"Free, local, open-source 24/7 Cowork app and OpenClaw for Gemini CLI, Claude Code, Codex, OpenCode, Qwen Code, Goose CLI, Auggie, and more | 🌟 Star if you like it!","url":"https://github.com/iOfficeAI/AionUi","homepage":"https://www.aionui.com","source":"GITHUB_REPOS","protocols":["MCP","OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-10-09T19:11:12.944Z","createdAt":"2026-02-25T03:38:16.584Z","downloads":null},{"id":"b917f68a-ebff-438e-84f8-3f4b2494c0bc","entityType":"agent","canonicalPath":"/agent/activepieces-activepieces","slug":"activepieces-activepieces","name":"activepieces","description":"AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents","url":"https://github.com/activepieces/activepieces","homepage":"https://www.activepieces.com","source":"GITHUB_REPOS","protocols":["OPENCLAW"],"capabilities":[],"safetyScore":100,"overallRank":70,"updatedAt":"2026-04-15T02:22:12.426Z","createdAt":"2026-02-25T03:38:12.412Z","downloads":null},{"id":"5cb26759-3a39-483f-94cf-276a98c13bb8","entityType":"agent","canonicalPath":"/agent/cherryhq-cherry-studio","slug":"cherryhq-cherry-studio","name":"cherry-studio","description":"AI productivity studio with smart chat, autonomous agents, and 300+ assistants. 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