Obsidian Canvas Boards
AgriciDaniel/claude-obsidian
Creates, inspects and updates Obsidian JSON Canvas boards in a vault, with text, file, link, group and edge nodes, using safe recoverable edits.
Hybrid memory strategy combining OpenClaw's built-in QMD vector memory with Graphiti temporal knowledge graph.
Install Hybrid Memory
$ npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install clawdbrunner/openclaw-graphiti-memory hybrid-memory --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/clawdbrunner/openclaw-graphiti-memory.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skill .claude/skills/hybrid-memory && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "hybrid-memory" agent skill from https://github.com/clawdbrunner/openclaw-graphiti-memory/tree/main/skill into .claude/skills/hybrid-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-memory", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/clawdbrunner/openclaw-graphiti-memory/tree/main/skillType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install clawdbrunner/openclaw-graphiti-memory hybrid-memory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clawdbrunner/openclaw-graphiti-memory.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skill .agents/skills/hybrid-memory && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "hybrid-memory" agent skill from https://github.com/clawdbrunner/openclaw-graphiti-memory/tree/main/skill into .agents/skills/hybrid-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-memory", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install clawdbrunner/openclaw-graphiti-memory hybrid-memory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clawdbrunner/openclaw-graphiti-memory.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skill .cursor/skills/hybrid-memory && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "hybrid-memory" agent skill from https://github.com/clawdbrunner/openclaw-graphiti-memory/tree/main/skill into .cursor/skills/hybrid-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-memory", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/clawdbrunner/openclaw-graphiti-memory.git --path skill--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install clawdbrunner/openclaw-graphiti-memory hybrid-memory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clawdbrunner/openclaw-graphiti-memory.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skill .gemini/skills/hybrid-memory && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "hybrid-memory" agent skill from https://github.com/clawdbrunner/openclaw-graphiti-memory/tree/main/skill into .gemini/skills/hybrid-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-memory", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install clawdbrunner/openclaw-graphiti-memory hybrid-memoryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/clawdbrunner/openclaw-graphiti-memory.git skills-src && mkdir -p .github/skills && cp -r skills-src/skill .github/skills/hybrid-memory && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "hybrid-memory" agent skill from https://github.com/clawdbrunner/openclaw-graphiti-memory/tree/main/skill into .github/skills/hybrid-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-memory", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install clawdbrunner/openclaw-graphiti-memory hybrid-memory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/clawdbrunner/openclaw-graphiti-memory.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skill .opencode/skills/hybrid-memory && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "hybrid-memory" agent skill from https://github.com/clawdbrunner/openclaw-graphiti-memory/tree/main/skill into .opencode/skills/hybrid-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hybrid-memory", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
hybrid-memory- GitHub stars
- 103
- Token cost
- ~480 tokens
- SKILL.md length
- 199 words
- Files
- 1
- Skills in repo
- 1
- Repo updated
- First seen
- Licence
- MIT
At a glance
Hybrid memory strategy combining OpenClaw's built-in QMD vector memory with Graphiti temporal knowledge graph.
- Works in 2 steps: QMD (Vector Store): For retrieving… → Graphiti (Knowledge Graph): For…
- All memory recall requests
- SKILL.md covers Primary Tool, Specific Tools (Advanced), Recall Pattern and When to Use Which
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Hybrid Memory is an agent skill from clawdbrunner/openclaw-graphiti-memory. Hybrid memory strategy combining OpenClaw's built-in QMD vector memory with Graphiti temporal knowledge graph. Use for all memory recall requests.
Its SKILL.md is about 480 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Knowledge Management, covering Knowledge graphs. The repository describes itself as: Hybrid memory system for OpenClaw using Graphiti temporal knowledge graph. The licence is MIT.
When your agent uses it
- All memory recall requests
- Tasks that involve Knowledge graphs
Example prompts
- “/hybrid-memory”
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- QMD (Vector Store): For retrieving documents, specs, and full content.
- Graphiti (Knowledge Graph): For retrieving facts, timelines, and relationships.
What it can do on your machine
Read from SKILL.md and the folder at commit 5c88ea8. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
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 bash).
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
Hybrid Memory loads about 480 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 199 words of instructions outside code blocks.
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
Auto-check passed
The automated check found no risky patterns in SKILL.md.
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 clawdbrunner/openclaw-graphiti-memory at commit 5c88ea8, republished under its MIT licence (© clawdbrunner). 199 words, ~480 tokens.
Download SKILL.mdSave it as
.claude/skills/hybrid-memory/SKILL.md (or your agent's skills folder).- name
- hybrid-memory
- description
- Hybrid memory strategy combining OpenClaw's built-in QMD vector memory with Graphiti temporal knowledge graph. Use for all memory recall requests.
Hybrid Memory System
We use two memory systems integrated into a single view:
- QMD (Vector Store): For retrieving documents, specs, and full content.
- Graphiti (Knowledge Graph): For retrieving facts, timelines, and relationships.
Primary Tool
For 95% of memory queries, use the hybrid search script. It queries both systems in parallel.
~/.openclaw/scripts/memory-hybrid-search.sh "your query"Optional flags:
[group_id]— Specify agent group (default:openclaw-main)--json— Output JSON for programmatic use
Specific Tools (Advanced)
Only use these if the hybrid script fails or you need granular control.
Graphiti Only (Temporal/Facts)
Search for specific temporal facts:
~/.openclaw/scripts/graphiti-search.sh "your question" openclaw-main 10Log new facts (IMPORTANT):
~/.openclaw/scripts/graphiti-log.sh openclaw-main user "Name" "Fact to remember"QMD Only (Deep Document Search)
If you need more results or specific file filtering:
qmd search "query" -n 10Recall Pattern
- User asks question ("What was the plan for the project?")
- Run Hybrid Search (
~/.openclaw/scripts/memory-hybrid-search.sh "plan for the project") - Synthesize Answer from both the temporal facts and document snippets found.
- If needed: Use
readto get the full content of a file found in the QMD results.
When to Use Which
| Question Type | Use |
|---|---|
| "What's in GOALS.md?" | Hybrid search → read file |
| "When did we discuss X?" | Hybrid search (Graphiti results) |
| "What did I say last Tuesday?" | Graphiti direct |
| "Find notes about architecture" | Hybrid search (QMD results) |
© clawdbrunner, 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 skill of clawdbrunner/openclaw-graphiti-memory.
Open the folder on GitHubat commit 5c88ea8
Compare with similar skills
Hybrid Memory next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Hybrid Memory this skillclawdbrunner/openclaw-graphiti-memory | 103 | — | ~480 | Automated safety check: Pass | MIT | |
| Obsidian Canvas BoardsAgriciDaniel/claude-obsidian | 15k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Ontology1mancompany/OneManCompany | 441 | 2 repos | ~1.5k | Automated safety check: Pass | Apache-2.0 | |
| Knowledge Graphgnomeria/usbtree | 691 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Graphagenticnotetaking/arscontexta | 3.5k | — | ~4.9k | Automated safety check: Notes | MIT | |
| LLM Wiki Knowledge GraphEgonex-AI/Understand-Anything | 86k | — | ~1.5k | Automated safety check: Pass | MIT |
Similar skills
Ontology
1mancompany/OneManCompany
Typed knowledge graph for structured agent memory and composable skills.
Knowledge Graph
gnomeria/usbtree
Set up and maintain a lightweight, file-based knowledge graph of the repo — entities, typed relations, decisions, gotchas — so agents load context fast instead of re-exploring the codebase every…
Graph
agenticnotetaking/arscontexta
Interactive knowledge graph analysis. An agent skill from agenticnotetaking/arscontexta.
LLM Wiki Knowledge Graph
Egonex-AI/Understand-Anything
Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.
- Official
Gitnexus Guide
aws-samples/sample-kolya-br-proxy
A skill your agent uses when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference.
Related
Categories
Questions about Hybrid Memory
What does Hybrid Memory do?
Hybrid memory strategy combining OpenClaw's built-in QMD vector memory with Graphiti temporal knowledge graph. Hybrid Memory is an agent skill from clawdbrunner/openclaw-graphiti-memory. Hybrid memory strategy combining OpenClaw's built-in QMD vector memory with Graphiti temporal knowledge graph.
When should I use Hybrid Memory?
Hybrid Memory fits situations like: all memory recall requests; tasks that involve Knowledge graphs.
How do I install Hybrid Memory in Claude Code?
Run `npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a claude-code`. Or copy the skill folder (skill in clawdbrunner/openclaw-graphiti-memory) into .claude/skills/hybrid-memory in your project. Claude Code loads it when a task matches its description.
How do I install Hybrid Memory in Codex?
Run `npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a codex`. Or copy the skill folder (skill in clawdbrunner/openclaw-graphiti-memory) into .agents/skills/hybrid-memory in your project. Codex loads it when a task matches its description.
Can I use Hybrid Memory in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add clawdbrunner/openclaw-graphiti-memory --skill hybrid-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hybrid-memory, .gemini/skills/hybrid-memory, .github/skills/hybrid-memory and .opencode/skills/hybrid-memory in your project.
What does Hybrid Memory need to run?
SKILL.md names no scripts, command-line tools or credentials: Hybrid Memory is instructions for the agent only.
Does Hybrid Memory access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Hybrid Memory safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Hybrid Memory use?
Hybrid Memory is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Hybrid Memory use?
About 480 tokens (SKILL.md is roughly 1.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Hybrid Memory?
Skills that share tags, products or a category with Hybrid Memory: Obsidian Canvas Boards (AgriciDaniel/claude-obsidian, 15k stars), Ontology (1mancompany/OneManCompany, 441 stars), Knowledge Graph (gnomeria/usbtree, 691 stars) and Graph (agenticnotetaking/arscontexta, 3.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Hybrid Memory?
clawdbrunner (a GitHub user) maintains it in clawdbrunner/openclaw-graphiti-memory, which has 103 GitHub stars. The repository was last updated on July 22, 2026.
Source: clawdbrunner/openclaw-graphiti-memory on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.