Skills memory-graph
Agent-agnostic personal knowledge graph stored as markdown files with YAML frontmatter. Use when you need persistent context about the user's life, projects, tools, people, concepts, or decisions — especially across agent resets or switches. Also use when logging significant activity, searching for context before starting work, creating knowledge nodes for new topics, discovering connections between existing nodes (backfill), or rebuilding indexes. Triggers include needing user context, logging work, "remember this", "what do I know about X", creating/updating knowledge entries, and periodic memory maintenance.
git clone https://github.com/openclaw/skills
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.claude/skills && cp -r "$T/skills/afgonullu/agent-memory-graph" ~/.claude/skills/openclaw-skills-memory-graph && rm -rf "$T"
T=$(mktemp -d) && git clone --depth=1 https://github.com/openclaw/skills "$T" && mkdir -p ~/.openclaw/skills && cp -r "$T/skills/afgonullu/agent-memory-graph" ~/.openclaw/skills/openclaw-skills-memory-graph && rm -rf "$T"
skills/afgonullu/agent-memory-graph/SKILL.mdMemory Graph
A file-based personal knowledge graph at
~/memory/. Any agent can read/write. Human-browsable.
Structure
~/memory/ ├── README.md # full architecture doc ├── graph/ # knowledge nodes │ ├── people/ │ ├── projects/ │ ├── concepts/ │ ├── places/ │ ├── tools/ │ └── <any-category>/ # extend freely ├── log/ # daily activity logs │ └── YYYY-MM-DD.md ├── indexes/ # computed — NEVER edit directly │ ├── memory.db # SQLite (primary index, FTS5 search) │ └── graph.html # interactive graph visualization ├── backfill/ # connection discovery │ ├── suggestions.md │ └── history.md └── scripts/ # symlinks → skill's scripts/ directory ├── rebuild-indexes.js # full or incremental index rebuild ├── suggest-backfill.js # scoped connection discovery (+ QMD semantic) ├── query.js # CLI structural query tool ├── briefing.js # context assembly for agents ├── lint.js # graph validation and health checks ├── visualize.js # D3.js graph visualization generator ├── commit.js # git auto-commit for graph/log changes └── promote.js # log-to-node promotion suggestions
Script location: Scripts live in the skill directory (
scripts/). ~/memory/scripts/ contains symlinks to them. All scripts support MEMORY_ROOT env var (defaults to ~/memory) so they resolve paths correctly regardless of where they're installed.
Setup
If
~/memory/ does not exist, read references/setup.md and follow the scaffolding steps. This creates the folder structure, symlinks scripts, seeds initial nodes, and builds indexes.
If
~/memory/ already exists, proceed to Operations below.
Node Format
Every node is a markdown file with YAML frontmatter:
--- type: project created: 2026-03-20 updated: 2026-03-20 tags: [side-project, saas] status: active relations: - { to: people/someone, type: owner } - { to: tools/nextjs, type: built-with } --- # Title Free-form body. ## Changelog - 2026-03-20: Created node
Required Fields
— matches parent folder nametype
— ISO datecreated
Recommended Fields
— ISO date, last time node content was meaningfully changed. Used for staleness tracking.updated
Optional Fields
— flat list for categorizationtags
—status
,active
,archived
,idea
, etc.done
— list ofrelations
objects.{ to, type }
is relative path withinto
(nograph/
)..md
is any string.type- Add any other fields freely — unknown fields are preserved
Relation Type Taxonomy
Suggested standard types (non-standard types trigger info-level lint warnings):
- Structural:
,uses
,built-with
,part-ofcontains - Ownership:
,creator
,ownermaintainer - Conceptual:
,related-to
,inspired-by
,alternative-to
,core-concept-ofcore-value-of - Temporal:
,led-to
,preceded-byevolved-into - Contextual:
,home-of
,lives-inworks-at
Bidirectionality
Write a relation on one side only. The index script computes the reverse.
Changelog Convention
Nodes can have a
## Changelog section at the bottom of the body. Format:
- YYYY-MM-DD: description of what changed
Node Templates
Templates for common node types are in the skill's
templates/ directory:
,person.md
,project.md
,tool.md
,concept.mdplace.md
Use these as starting points when creating new nodes. Copy and edit — don't modify the templates themselves.
Operations
1. Read for Context (Session Start)
# Check recent activity cat ~/memory/log/$(date +%Y-%m-%d).md # Context briefing for a node (full content + relations + recent logs) node ~/memory/scripts/briefing.js --node projects/flowmind # Topic briefing (search-based) node ~/memory/scripts/briefing.js --topic "immutability" # Semantic search (if QMD is installed — best for natural language queries) qmd vsearch "trust and data integrity" # vector similarity qmd query "what connects X and Y" # hybrid + reranking # Structural search node ~/memory/scripts/query.js --search "keyword" # Node details with all relations node ~/memory/scripts/query.js --node projects/flowmind # All nodes related to something node ~/memory/scripts/query.js --related-to people/abdullah # Filter by type and status node ~/memory/scripts/query.js --type project --status active # Browse by tag node ~/memory/scripts/query.js --tag side-project # Recently modified nodes node ~/memory/scripts/query.js --recent 7 # Stale nodes (not updated in N days) node ~/memory/scripts/query.js --stale 30 # Graph overview node ~/memory/scripts/query.js --stats
2. Create a Node
- Check if node already exists:
ls ~/memory/graph/<category>/ - Copy a template from the skill's
directory totemplates/~/memory/graph/<category>/<name>.md - Fill in frontmatter + body (set
andcreated
to today)updated - Scan existing nodes for potential relations (shared tags, mentions)
- Add discovered relations with
if uncertaintype: suggested - Log the creation in today's activity log
- Rebuild indexes:
node ~/memory/scripts/rebuild-indexes.js --incremental - If QMD is installed:
(refreshes semantic search)qmd update && qmd embed
3. Update a Node
- Read the current node
- Update frontmatter and/or body
- Update the
field to today's dateupdated - Add entry to
section if significant## Changelog - Log the update
- Rebuild indexes:
node ~/memory/scripts/rebuild-indexes.js --incremental
4. Log Activity
Append to
~/memory/log/YYYY-MM-DD.md (create if needed):
- **HH:MM** [agent-name] Description {ref: path/to/node, path/to/other}
{ref: ...} references are backfill signals — they hint at connections between nodes.
5. Backfill (Discover Missing Connections)
# Rebuild indexes first (if not recently done) node ~/memory/scripts/rebuild-indexes.js --incremental # Generate suggestions (scoped — uses tags, FTS, log co-refs, + QMD semantic) node ~/memory/scripts/suggest-backfill.js # all nodes node ~/memory/scripts/suggest-backfill.js --scope recent # last 7 days only node ~/memory/scripts/suggest-backfill.js --scope node:projects/flowmind # specific node node ~/memory/scripts/suggest-backfill.js --no-qmd # skip semantic search # Rebuild with automatic scoped backfill on changed nodes node ~/memory/scripts/rebuild-indexes.js --incremental --with-backfill
Review
~/memory/backfill/suggestions.md. Accept by adding the relation to the node's frontmatter. Reject by logging in backfill/history.md.
6. Lint (Validate Graph Health)
node ~/memory/scripts/lint.js # check for issues node ~/memory/scripts/lint.js --fix # auto-fix (adds missing updated fields)
Checks: missing required fields, broken relations, orphan nodes, duplicate titles, non-standard relation types.
7. Visualize
node ~/memory/scripts/visualize.js # generates ~/memory/indexes/graph.html open ~/memory/indexes/graph.html # view in browser
Interactive D3.js force-directed graph. Nodes colored by type, sized by connections. Click for details.
8. Git Backing
node ~/memory/scripts/commit.js # auto-commit graph/ and log/ changes node ~/memory/scripts/commit.js --message "custom msg" # with custom message
Stages
graph/, log/, backfill/history.md, and README.md changes, commits with descriptive message. Does NOT auto-push.
9. Log Promotion
node ~/memory/scripts/promote.js # find recurring topics without nodes node ~/memory/scripts/promote.js --min 5 # raise mention threshold node ~/memory/scripts/promote.js --days 30 # only recent logs
Scans logs for entities mentioned 3+ times without existing nodes. Suggests node creation.
10. Add a New Category
Create a folder under
graph/. No config changes. Indexes adapt on rebuild.
Rules
- Read before writing. Check if a node exists before creating a duplicate.
- Log significant work. Append to
when you do something significant.log/YYYY-MM-DD.md - Use refs in logs. If your work touches existing concepts/projects, add
.{ref: ...} - Scan for connections. When creating a node, check for related nodes (shared tags, mentions).
- Never edit
. Run the rebuild script instead.indexes/ - Add fields freely. If a node needs a field that doesn't exist yet, just add it.
- Add categories freely. Need
? Create the folder. No config changes.graph/recipes/ - Preserve unknown fields. If a node has fields you don't recognize, leave them.
- Use
type for uncertain relations. Let a human or another agent confirm.suggested - One-side relations only. Write on whichever node feels natural. Index computes the reverse.
- Keep the body useful. Frontmatter is for machines. The markdown body is for humans.
- Set
on changes. Keep theupdated
field current for temporal tracking.updated - Use standard relation types. Prefer the taxonomy above. Run
to check.lint.js