关于
Use this skill when working with a SwarmVault knowledge vault to interact with its structured three-layer system (raw/, wiki/, state/). It enforces schema-first conventions via `swarmvault.schema.md` and prioritizes precise graph queries over broad searches for efficient knowledge retrieval.
快速安装
Claude Code
推荐npx skills add swarmclawai/swarmclaw -a claude-code/plugin add https://github.com/swarmclawai/swarmclawgit clone https://github.com/swarmclawai/swarmclaw.git ~/.claude/skills/swarmvault在 Claude Code 中复制并粘贴此命令以安装该技能
技能文档
SwarmVault
Use when the agent has a SwarmVault MCP server enabled (transport stdio, command npx -y @swarmvaultai/cli mcp) pointed at a vault directory.
A SwarmVault workspace is a three-layer knowledge system:
raw/— immutable source inputs (PDFs, transcripts, code, emails, URLs, sheets). Never edit.wiki/— generated markdown owned by the agent and the SwarmVault compiler. Pages carry frontmatter (page_id,source_ids,node_ids,freshness,source_hashes).state/— generated indexes, graphs, and approvals. Treat as opaque output ofcompile.
The vault contract lives in swarmvault.schema.md at the workspace root. The vault config lives in swarmvault.config.json.
Rules
- Read
swarmvault.schema.mdfirst before any compile or query work. It defines categories, naming, freshness rules, and grounding conventions for this specific vault. - Read
wiki/graph/report.mdbefore broad file searching when it exists; otherwise start withwiki/index.md. Both summarize the vault structure so you don't re-scan everything. - Treat
raw/as immutable. Never edit, rename, or delete files there. New sources go throughingest. - Treat
wiki/as compiler-owned. Edits should preserve frontmatter fields exactly:page_id,source_ids,node_ids,freshness,source_hashes. If those drift, the nextcompilewill overwrite or flag the page. - Prefer graph queries over grep/glob for "how does X relate to Y" or "what depends on Z" questions. The vault's typed graph is more reliable than text search.
- Save high-value answers to
wiki/outputs/(use thequeryorexploretools) instead of leaving them only in chat. That way they become first-class vault content for next time.
Tool Palette
The SwarmVault MCP server exposes the following tools (names are prefixed by SwarmClaw with mcp_<sanitized server name>_, e.g. mcp_SwarmVault_query_vault). Match the user's intent to the closest tool:
Vault inspection:
workspace_info— return current vault paths and high-level counts. Use this first when you've never seen this vault.list_sources— list source manifests underraw/.search_pages— full-text search across compiled wiki pages.read_page— read a specific wiki page by itswiki/-relative path.
Graph (prefer over grep for relational questions):
graph_report— machine-readable graph report and trust artifact. Read this before broad searching.query_graph— traverse the graph from search seeds without calling an LLM provider.get_node— explain a graph node, its page, community, neighbors, and group patterns.get_neighbors— neighbors of a node or page target.get_hyperedges— list graph hyperedges, optionally filtered.shortest_path— shortest path between two graph targets.god_nodes— highest-connectivity nodes (the vault's hubs).blast_radius— impact analysis: what depends on this file or module?
Question answering:
query_vault— natural-language question against the vault. Returns grounded citations. Passsave: trueto persist the answer towiki/outputs/.
Ingest and maintenance:
ingest_input— add a file path or URL toraw/and register it as a managed source.compile_vault— re-derivewiki/pages, graph, and search index. Run after ingest, after schema changes, or when freshness is stale.lint_vault— anti-drift and vault health checks.
If the MCP server is unavailable but the agent has a shell or execute tool, the same operations are available via swarmvault <subcommand> (or npx -y @swarmvaultai/cli <subcommand>) with the working directory set to the vault root.
Workflow
For a fresh question against the vault:
- Call
workspace_infoif you haven't already, then readswarmvault.schema.md. Ifwiki/graph/report.mdorwiki/index.mdexists, skim it. - Use
query_vault(orquery_graph/get_node/shortest_pathfor relational questions). Cite returnedsource_idsandnode_ids. - If the answer reveals a gap, propose
ingest_inputfor the missing source, thencompile_vault. - Save the final answer with
query_vaultsave: trueso it becomes vault content underwiki/outputs/.
For a new source the user mentions:
ingest_inputthe file/URL.compile_vaultto derive new wiki pages, graph, and search index.lint_vaultto check frontmatter and links.- Skim the new pages in
wiki/sources/and confirm provenance.
Boundaries
- Don't run
compileagainst an unreviewed change toswarmvault.schema.md—lintfirst. - Don't promote candidate pages (
wiki/candidates/) towiki/concepts/orwiki/entities/without the user's confirmation; the approval flow exists for a reason. - Don't push the vault graph to Neo4j or export to Obsidian without an explicit ask.
GitHub 仓库
常见问题
什么是 swarmvault Skill?
swarmvault 是一个 Claude Skill,作者为 swarmclawai。Skill 将 Claude 按需加载的说明和资源打包,让 Claude 无需额外提示即可执行与 swarmvault 相关的任务。
如何安装 swarmvault?
使用本页的安装命令:将 swarmvault 作为插件添加到 Claude Code,或将其仓库克隆到 skills 目录,然后重启 Claude 以加载该 Skill。
swarmvault 属于哪个分类?
swarmvault 属于其他分类。
swarmvault 可以免费使用吗?
可以。swarmvault 已收录在 AIMCP,可免费安装。
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