# Send memory-pro 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. Then review README.md for any prerequisites, environment setup, or post-install checks. 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. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "memory-pro",
    "name": "memory-pro",
    "source": "tencent",
    "type": "skill",
    "category": "效率提升",
    "sourceUrl": "https://clawhub.ai/royhk920/memory-pro",
    "canonicalUrl": "https://clawhub.ai/royhk920/memory-pro",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/memory-pro",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=memory-pro",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "README.md",
      "SKILL.md",
      "v2/benchmark.py",
      "v2/build_index.py",
      "v2/eval_queries.json",
      "v2/main.py"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "memory-pro",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-01T21:29:55.899Z",
      "expiresAt": "2026-05-08T21:29:55.899Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=memory-pro",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=memory-pro",
        "contentDisposition": "attachment; filename=\"memory-pro-2.5.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "memory-pro"
      },
      "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/memory-pro"
    },
    "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/memory-pro",
    "downloadUrl": "https://openagent3.xyz/downloads/memory-pro",
    "agentUrl": "https://openagent3.xyz/skills/memory-pro/agent",
    "manifestUrl": "https://openagent3.xyz/skills/memory-pro/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/memory-pro/agent.md"
  }
}
```
## Documentation

### Memory Pro (v2)

This skill provides semantic search over your memory files using a local vector database.

### Architecture (v2)

Service: Runs as a systemd user service (memory-pro.service).
Port: 8001 (hardcoded for stability).
Engine: FAISS + Sentence-Transformers (all-MiniLM-L6-v2).
Data Source:

Daily logs: ${OPENCLAW_WORKSPACE}/memory/*.md
Core files: MEMORY.md, SOUL.md, STATUS.md, AGENTS.md, USER.md (from workspace root).


Index: Stored in ${OPENCLAW_WORKSPACE}/skills/memory-pro/v2/memory.index.

### 1. Semantic Search (Recommended)

Use the python script to query the running service.

# Basic search
python3 scripts/search_semantic.py "What did I do yesterday?"

# JSON output
python3 scripts/search_semantic.py "project updates" --json

### 2. Manual Index Rebuild

The service automatically rebuilds the index on restart. To force an update:

systemctl --user restart memory-pro.service

Note: Service restart takes ~15-20 seconds to rebuild index and load models. The client script has auto-retry logic.

### 3. Service Management

# Check status
systemctl --user status memory-pro.service

# Stop service
systemctl --user stop memory-pro.service

# View logs
journalctl --user -u memory-pro.service -f

### "Connection failed"

The service might be stopped or restarting.
Check status: systemctl --user status memory-pro.service.
If restarting, wait 15 seconds. The client script retries automatically for up to 20s.

### "Index size mismatch"

This means memory.index and sentences.txt are out of sync.
Fix: Restart the service. The startup script start.sh automatically runs build_index.py to fix this consistency issue before starting the API.

### "Address already in use"

Port 8001 is taken by a zombie process.
Fix: kill $(lsof -t -i:8001) then restart service.
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: royhk920
- Version: 2.5.0
## 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: 2026-05-01T21:29:55.899Z
- Expires at: 2026-05-08T21:29:55.899Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/memory-pro)
- [Send to Agent page](https://openagent3.xyz/skills/memory-pro/agent)
- [JSON manifest](https://openagent3.xyz/skills/memory-pro/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/memory-pro/agent.md)
- [Download page](https://openagent3.xyz/downloads/memory-pro)