# Send Hybrid Memory to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "hybrid-memory",
    "name": "Hybrid Memory",
    "source": "tencent",
    "type": "skill",
    "category": "开发工具",
    "sourceUrl": "https://clawhub.ai/clawdbrunner/hybrid-memory",
    "canonicalUrl": "https://clawhub.ai/clawdbrunner/hybrid-memory",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/hybrid-memory",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=hybrid-memory",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "SKILL.md"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "hybrid-memory",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-04T06:44:05.124Z",
      "expiresAt": "2026-05-11T06:44:05.124Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=hybrid-memory",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=hybrid-memory",
        "contentDisposition": "attachment; filename=\"hybrid-memory-1.0.1.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "hybrid-memory"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/hybrid-memory"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/hybrid-memory",
    "downloadUrl": "https://openagent3.xyz/downloads/hybrid-memory",
    "agentUrl": "https://openagent3.xyz/skills/hybrid-memory/agent",
    "manifestUrl": "https://openagent3.xyz/skills/hybrid-memory/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/hybrid-memory/agent.md"
  }
}
```
## Documentation

### Hybrid Memory System

Two memory systems, each with different strengths. Use both.

### When to Use Which

Question TypeToolExampleDocument contentmemory_search"What's in GOALS.md?"Curated notesmemory_search"What are our project guidelines?"Temporal factsGraphiti"When did we set up Slack?"ConversationsGraphiti"What did the user say last Tuesday?"Entity trackingGraphiti"What projects involve Alice?"

### memory_search (Built-in)

Semantic search over markdown files (MEMORY.md, memory/**/*.md).

memory_search query="your question"

Then use memory_get to read specific lines if needed.

### Graphiti (Temporal)

Search for facts with time awareness:

graphiti-search.sh "your question" GROUP_ID 10

Log important facts:

graphiti-log.sh GROUP_ID user "Name" "Fact to remember"

Common group IDs:

main-agent — Primary agent
user-personal — User's personal context

### Recall Pattern

When answering questions about past context:

Temporal questions → Check Graphiti first
Document questions → Use memory_search
Uncertain → Try both, combine results
Low confidence → Say you checked but aren't sure

### AGENTS.md Template

Add to your AGENTS.md:

### Memory Recall (Hybrid)

**Temporal questions** ("when?", "what changed?", "last Tuesday"):
\`\`\`bash
graphiti-search.sh "query" main-agent 10

Document questions ("what's in X?", "find notes about Y"):

memory_search query="your query"

When answering past context: check Graphiti for temporal, memory_search for docs.

## Setup

Full setup guide: https://github.com/clawdbrunner/openclaw-graphiti-memory

**Part 1: OpenClaw Memory** — Configure embedding provider (Gemini recommended)
**Part 2: Graphiti** — Deploy Docker stack, install sync daemons
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: clawdbrunner
- Version: 1.0.1
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-05-04T06:44:05.124Z
- Expires at: 2026-05-11T06:44:05.124Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/hybrid-memory)
- [Send to Agent page](https://openagent3.xyz/skills/hybrid-memory/agent)
- [JSON manifest](https://openagent3.xyz/skills/hybrid-memory/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/hybrid-memory/agent.md)
- [Download page](https://openagent3.xyz/downloads/hybrid-memory)