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/swarmvault

Use when working with a SwarmVault knowledge vault (raw/, wiki/, swarmvault.schema.md). Establishes schema-first conventions and prefers graph queries over broad search.

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swarmclaw
70911 skills

Claude Code

$ npx -y skills add swarmclawai/swarmclaw --skill swarmvault --agent claude-code

SKILL.md

swarmvault.SKILL.md
name: swarmvault
description: Use when working with a SwarmVault knowledge vault (raw/, wiki/, swarmvault.schema.md). Establishes schema-first conventions and prefers graph queries over broad search.
homepage: https://swarmvault.ai
metadata:
  openclaw:
    capabilities: [knowledge-base, knowledge-graph, retrieval, vault]
    requires:
      bins: [npx]

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 of `compile`.

The vault contract lives in `swarmvault.schema.md` at the workspace root. The vault config lives in `swarmvault.config.json`.

Rules

1. **Read `swarmvault.schema.md` first** before any compile or query work. It defines categories, naming, freshness rules, and grounding conventions for this specific vault. 2. **Read `wiki/graph/report.md` before broad file searching** when it exists; otherwise start with `wiki/index.md`. Both summarize the vault structure so you don't re-scan everything. 3. **Treat `raw/` as immutable.** Never edit, rename, or delete files there. New sources go through `ingest`. 4. **Treat `wiki/` as compiler-owned.** Edits should preserve frontmatter fields exactly: `page_id`, `source_ids`, `node_ids`, `freshness`, `source_hashes`. If those drift, the next `compile` will overwrite or flag the page. 5. **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. 6. **Save high-value answers** to `wiki/outputs/` (use the `query` or `explore` tools) 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 under `raw/`.
  • `search_pages` — full-text search across compiled wiki pages.
  • `read_page` — read a specific wiki page by its `wiki/`-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. Pass `save: true` to persist the answer to `wiki/outputs/`.

Ingest and maintenance:

  • `ingest_input` — add a file path or URL to `raw/` and register it as a managed source.
  • `compile_vault` — re-derive `wiki/` 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:

1. Call `workspace_info` if you haven't already, then read `swarmvault.schema.md`. If `wiki/graph/report.md` or `wiki/index.md` exists, skim it. 2. Use `query_vault` (or `query_graph` / `get_node` / `shortest_path` for relational questions). Cite returned `source_ids` and `node_ids`. 3. If the answer reveals a gap, propose `ingest_input` for the missing source, then `compile_vault`. 4. Save the final answer with `query_vault` `save: true` so it becomes vault content under `wiki/outputs/`.

For a new source the user mentions:

1. `ingest_input` the file/URL. 2. `compile_vault` to derive new wiki pages, graph, and search index. 3. `lint_vault` to check frontmatter and links. 4. Skim the new pages in `wiki/sources/` and confirm provenance.

Boundaries

  • Don't run `compile` against an unreviewed change to `swarmvault.schema.md` — `lint` first.
  • Don't promote candidate pages (`wiki/candidates/`) to `wiki/concepts/` or `wiki/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.
Read more
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Questions about swarmvault.

Which coding agents can use swarmvault?
swarmvault installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.