---
name: jasper-recall-openclaw-plugin-fc2e8dd6e355
description: "Semantic search over indexed memory using ChromaDB. Automatically injects relevant context before agent processing."
---

# Jasper Recall - OpenClaw Plugin

Semantic search over indexed memory using ChromaDB. Automatically injects relevant context before agent processing.

## Features

- **`recall` tool** — Manual semantic search over memory
- **`/recall` command** — Quick lookups from chat
- **`/index` command** — Re-index memory files
- **Auto-recall** — Automatically inject relevant memories before processing

---

## Auto-Recall (The Magic ✨)

When `autoRecall` is enabled, jasper-recall hooks into the agent lifecycle and automatically searches your memory before every message is processed.

### How It Works

```
┌─────────────────────────────────────────────────────────────┐
│  1. Message arrives from user                               │
│  2. before_agent_start hook fires                           │
│  3. jasper-recall searches ChromaDB with message as query   │
│  4. Results filtered by minScore (default: 30%)             │
│  5. Relevant memories injected via prependContext           │
│  6. Agent sees memories + original message                  │
│  7. Agent responds with full context                        │
└─────────────────────────────────────────────────────────────┘
```

### What Gets Injected

```xml
<relevant-memories>
The following memories may be relevant to this conversation:
- [memory/2026-02-05.md] Worker orchestration decisions...
- [MEMORY.md] Git workflow: feature → develop → main...
- [memory/sops/codex-integration-sop.md] Codex Cloud sync...
</relevant-memories>
```

### What's Skipped

Auto-recall won't run for:
- Heartbeat polls (`HEARTBEAT...`)
- System prompts containing `NO_REPLY`
- Messages shorter than 10 characters

---

## Configuration

In `openclaw.json`:

```json
{
  "plugins": {
    "entries": {
      "jasper-recall": {
        "enabled": true,
        "config": {
          "autoRecall": true,
          "minScore": 0.3,
          "defaultLimit": 5,
          "publicOnly": false
        }
      }
    }
  }
}
```

### Options

| Option | Type | Default | Description |
|--------|------|---------|-------------|
| `enabled` | boolean | `true` | Enable/disable plugin |
| `autoRecall` | boolean | `false` | Auto-inject memories before processing |
| `minScore` | number | `0.3` | Minimum similarity score (0-1) for auto-recall |
| `defaultLimit` | number | `5` | Default number of results |
| `publicOnly` | boolean | `false` | Only search public memory (sandboxed agents) |

### Score Tuning

- `minScore: 0.3` — Include loosely related memories (more context, may include noise)
- `minScore: 0.5` — Only moderately relevant (balanced)
- `minScore: 0.7` — Only highly relevant (precise, may miss useful context)

---

## Tools

### `recall`

Manual semantic search over memory.

**Parameters:**
- `query` (string, required): Natural language search query
- `limit` (number, optional): Max results (default: 5)

**Example:**
```
recall query="what did we decide about the API design" limit=3
```

**Returns:** Formatted markdown with matching memories, scores, and sources.

---

## Commands

### `/recall <query>`

Quick memory search from chat.

```
/recall worker orchestration decisions
```

### `/index`

Re-index memory files into ChromaDB. Run after updating notes.

```
/index
```

---

## RPC Methods

For external integrations:

### `recall.search`

```json
{ "query": "search terms", "limit": 5 }
```

### `recall.index`

Re-index memory files (no params).

---

## Requirements

- `recall` command in `~/.local/bin/`
- ChromaDB index at `~/.openclaw/chroma-db`
- Python venv at `~/.openclaw/rag-env`

## Installation

```bash
npx jasper-recall setup
```

This sets up:
1. Python venv with ChromaDB + sentence-transformers
2. `recall`, `index-digests`, `digest-sessions` scripts
3. Initial index of memory files

---

## When Auto-Recall Helps

✅ **Great for:**
- Questions about past decisions ("what did we decide about X?")
- Following up on previous work ("where were we with the worker setup?")
- Context about people, preferences, projects
- Finding SOPs and procedures

⚠️ **Less useful for:**
- Brand new topics with no memory
- Simple commands ("list files")
- Real-time data (weather, time)

---

## Sandboxed Agents

For agents processing untrusted input, use `publicOnly`:

```json
{
  "jasper-recall": {
    "config": {
      "publicOnly": true,
      "autoRecall": true
    }
  }
}
```

This restricts searches to `memory/shared/` and public-tagged content, preventing leakage of private memories.

---

## Links

- **GitHub**: https://github.com/E-x-O-Entertainment-Studios-Inc/jasper-recall
- **npm**: `npx jasper-recall setup`
- **ClawHub**: `clawhub install jasper-recall`


---
Source attribution: kbarbel640-del
Original project: https://github.com/kbarbel640-del/skills/blob/e7e336ac628c3e3bd771aff1aaa469c93778f94a/skills/emberdesire/jasper-recall/extensions/openclaw-plugin/SKILL.md
License: MIT
License information: https://opensource.org/license/mit
Original upstream instructions; downloaded from Mega AI Hub.

## Upstream license notice

MIT License

Copyright (c) 2026 clawdbot

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.



# Mega AI Hub resource metadata

Creator / publisher: kbarbel640-del
Original project: https://github.com/kbarbel640-del/skills/blob/e7e336ac628c3e3bd771aff1aaa469c93778f94a/skills/emberdesire/jasper-recall/extensions/openclaw-plugin/SKILL.md
Attribution basis: Source repository record

Fields of work: Data & Analytics, Development & Engineering, Product Management
Roles: Data Analyst, ML / AI Engineer, Technical Product Manager
Specialties: API
Tools: Chromadb
Country applicability: Country not specified
Classification basis: Source catalog labels
Instruction SHA-256: 6ee0b634bbae4ff339a192b6621e585cfee1eb958298a158575a49b49672b3c7