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/memory-build-workflow

Use when a user needs to build or refresh persistent graph memory from a mixed corpus and the right path may include graphify, incremental update, or helper conversion before ingestion.

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$ npx -y skills add yeaight7/agent-powerups --skill memory-build-workflow --agent claude-code

SKILL.md

memory-build-workflow.SKILL.md
name: memory-build-workflow
description: Use when a user needs to build or refresh persistent graph memory from a mixed corpus and the right path may include graphify, incremental update, or helper conversion before ingestion.

Memory Build Workflow

Overview

Build persistent graph memory with `graphify`.

Use helper tools only when source format would otherwise reduce graph quality or waste context.

When to Use

  • first graph build for a repo, notes folder, research corpus, or mixed raw folder
  • corpus changed enough that persistent graph memory is worth refreshing
  • input includes PDFs, Office docs, or noisy web pages that should be normalized before graph build
  • user wants durable graph outputs instead of one-shot file reading

Do not use for:

  • one small plain-text file or a narrow one-off question
  • cases where an existing graph already answers the question better via query

Required Checks

apx check graphify
apx check markitdown-file-intake
apx check defuddle

Stop and report missing tools. Do not auto-install without approval.

Routing

| Situation | Action | |---|---| | ready local corpus of readable files | run `graphify` | | existing graph plus changed sources | run `graphify --update` | | PDF, Office doc, slide deck, or similar hard-to-read format | convert with `markitdown-file-intake`, then build with `graphify` | | article or noisy web page | clean with `defuddle`, then build with `graphify` | | user wants vault browsing after build | offer optional Obsidian export |

Core Rules

  • `graphify` is the primary engine
  • prefer `graphify --update` over full rebuild when a graph already exists
  • use helpers only to improve source readability before graph ingestion
  • keep Obsidian optional and post-build
  • keep source provenance intact when converting inputs

Minimal Workflow

1. Check whether a usable graph already exists. 2. If it exists and sources changed, prefer `graphify --update`. 3. If sources are noisy or binary, normalize them with the narrowest helper. 4. Build or refresh with `graphify`. 5. Offer query workflow next instead of rereading the corpus.

Common Failure Modes

  • missing `graphify`: stop and report; no fallback build path
  • rebuilding from scratch when update would work: unnecessary cost and churn
  • using helpers on already-readable Markdown or code: wasted step
  • treating Obsidian as required: wrong; it is optional output only

Verification

  • [ ] Required tool checks ran; missing tools were reported, not auto-installed
  • [ ] An existing usable graph was checked for before any build
  • [ ] Incremental update was preferred over full rebuild when a graph existed
  • [ ] Helpers were used only on sources that would otherwise degrade graph quality
  • [ ] Source provenance survived any conversion; Obsidian was offered, never assumed

References

  • [`../graphify/UPSTREAM.md`](../graphify/UPSTREAM.md)
  • [`../../references/HELPER_TOOLS.md`](../../references/HELPER_TOOLS.md)
  • [`../../references/OBSIDIAN_EXPORT.md`](../../references/OBSIDIAN_EXPORT.md)
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Questions about memory-build-workflow.

Which coding agents can use memory-build-workflow?
memory-build-workflow 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.