Dossier Collect

What it does

When your agent uses it

• Tasks that involve Architecture decision records
• Tasks that involve Knowledge graphs

Example prompts

• “/dossier-collect”

Requirements

• Pre-approved tools (allowed-tools): mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin_ruflo-core_ruflo__memory_search_unified, mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search, mcp__plugin_ruflo-core_ruflo__agentdb_pattern-store, mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-recall, mcp__plugin_ruflo-core_ruflo__embeddings_search, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-search, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-store, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_trajectory-start, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_trajectory-step, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_trajectory-end, mcp__plugin_ruflo-core_ruflo__task_create, Bash, WebSearch, WebFetch, Read, Write, Grep, Glob

Workflow steps

11 steps, taken from the first numbered list in SKILL.md.

1. 1Detect seed type — classify as one of: username (handle), file (path), symbol (code identifier), adr (ADR-NNN), url, or concept (free text).
2. 2Pick sources — match the source matrix to the seed type. Default: all applicable.
3. 3Start trajectory — call mcpplugin_ruflo-core_ruflohooks_intelligence_trajectory-start with task dossier:.
4. 4Round 0 fan-out — issue ALL source queries in ONE message. Examples
5. 5Extract entities — from each hit, surface entities (people, repos, files, adrs, urls, terms). Lightweight regex + heuristics; no LLM…
6. 6De-dup — drop entities already in the dossier. If --exact is unset, also drop entities whose embedding cosine similarity ≥ 0.92 to an…
7. 7Round k recursion — for each new entity (capped at --max-breadth per source), recurse to step 4 until depth ≥ --max-depth OR budget…
8. 8Aggregate — build { nodes, edges } graph. Each node carries { id, type, attrs, sources: [...] }. Each edge carries { from, to, kind…
9. 9Render artifacts
10. 10Persist — mcpplugin_ruflo-core_ruflomemory_store namespace dossier key .
11. 11End trajectory — mcpplugin_ruflo-core_ruflohooks_intelligence_trajectory-end with success status.

What it can do on your machine

Read from SKILL.md and the folder at commit 6c04654. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves these tools, so the agent can use them without asking each time:

  • mcp__plugin_ruflo-core_ruflo__memory_store
  • mcp__plugin_ruflo-core_ruflo__memory_search
  • mcp__plugin_ruflo-core_ruflo__memory_search_unified
  • mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search
  • mcp__plugin_ruflo-core_ruflo__agentdb_pattern-store
  • mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-recall
  • mcp__plugin_ruflo-core_ruflo__embeddings_search
  • mcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-search
  • mcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-store
  • mcp__plugin_ruflo-core_ruflo__hooks_intelligence_trajectory-start

  …and 10 more on the same allowed-tools line.

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  No scripts in the folder and no shell commands in SKILL.md (its code samples are json).

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  No URLs in SKILL.md.

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names no API keys, tokens, secrets or passwords.

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Dossier Collect loads about 1.1k tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 306 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~45

When it runs · the whole SKILL.md, loaded when a task matches

~1.1k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

• NotePre-approves every shell command (allowed-tools: Bash)SKILL.md

  allowed-tools: mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from ruvnet/ruflo at commit 6c04654, republished under its MIT licence (© ruvnet). 306 words, ~1,102 tokens.

name

dossier-collect

description

Build a graph-structured dossier on a seed entity via parallel fan-out + recursive expansion across web, memory, knowledge-graph, codebase, ADR index, and git intel

allowed-tools

mcp__plugin_ruflo-core_ruflo__memory_store, mcp__plugin_ruflo-core_ruflo__memory_search, mcp__plugin_ruflo-core_ruflo__memory_search_unified, mcp__plugin_ruflo-core_ruflo__agentdb_pattern-search, mcp__plugin_ruflo-core_ruflo__agentdb_pattern-store, mcp__plugin_ruflo-core_ruflo__agentdb_hierarchical-recall, mcp__plugin_ruflo-core_ruflo__embeddings_search, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-search, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-store, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_trajectory-start, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_trajectory-step, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_trajectory-end, mcp__plugin_ruflo-core_ruflo__task_create, Bash, WebSearch, WebFetch, Read, Write, Grep, Glob

argument-hint

<seed> [--max-depth N] [--max-breadth N] [--sources s1,s2] [--budget-usd N] [--exact]

{
  "seed": "ruvnet",
  "seedType": "username",
  "depth": 2,
  "truncated": false,
  "generatedAt": "ISO-8601",
  "nodes": [
    { "id": "ruvnet", "type": "username", "attrs": { "...": "..." }, "sources": ["WebSearch", "github.com"] }
  ],
  "edges": [
    { "from": "ruvnet", "to": "ruflo", "kind": "owns", "source": "github.com", "confidence": "high" }
  ],
  "stats": { "nodesByType": {}, "sourcesUsed": [], "tokensSpent": 0 }
}

/ruflo-goals:dossier-collect ruvnet
/ruflo-goals:dossier-collect ADR-097 --max-depth 1
/ruflo-goals:dossier-collect "src/memory/hnsw.ts" --sources codebase,git,memory
/ruflo-goals:dossier-collect "ruflo-goals" --max-breadth 5 --budget-usd 1

© ruvnet, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in plugins/ruflo-goals/skills/dossier-collect of ruvnet/ruflo.

Open the folder on GitHubat commit 6c04654