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feat(plugins): share native session handoff and soften memory search

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kartik-mem0
2026-09-10 18:20:36 +05:30
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docs/integrations/deepseek-plugin.mdx
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---
title: DeepSeek Harness
description: "Add persistent memory to DeepSeek Harness with automatic recall, automatic capture, and two native Mem0 tools."
description: "Add persistent memory to DeepSeek Harness with automatic recall, automatic capture, native Mem0 tools, and Claude-to-Codex handoff."
---
Add persistent memory to the [**DeepSeek Harness**](https://github.com/deepseek-ai/deepseek-harness) with `@mem0/deepseek-plugin`. The plugin recalls relevant context before a model request, captures completed turns, and provides explicit Mem0 tools when the agent needs them.
<Info>Current package version: `0.3.0`.</Info>
<Info>Current package version: `0.4.0`.</Info>
## Overview
The plugin provides automatic memory plus two agent-callable tools:
The plugin provides automatic memory, two memory tools, and an explicit handoff tool:
| Capability | What it does |
|---|---|
@@ -17,6 +17,7 @@ The plugin provides automatic memory plus two agent-callable tools:
| Automatic capture | Stores the human and assistant messages from each completed turn |
| `search_memory` | Recall facts from Mem0 relevant to a query |
| `add_memory` | Store a fact in Mem0 for future sessions |
| `mem0_handoff` | Continue the current DeepSeek session in Codex |
Unlike file-based memory plugins, Mem0 is a managed backend: server-side extraction, semantic dedup, and conflict resolution, with memories reusable by integrations that use compatible user identities and search filters.
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2. Install it into a disposable Harness profile so Harness supplies its peer dependencies:
```sh
DSH_HOME=/tmp/mem0-dsh-dev pnpm dlx @deepseek-ai/dsh@0.1.1-rc.2 \
plugin --profile headless add /tmp/mem0-deepseek-plugin/mem0-deepseek-plugin-0.3.0.tgz
plugin --profile headless add /tmp/mem0-deepseek-plugin/mem0-deepseek-plugin-0.4.0.tgz
```
3. Copy `cordis.example.yml`, set its installed package path and your `userId`, then load it with the same profile:
@@ -118,6 +119,10 @@ Writes are tagged `source="DEEPSEEK_HARNESS"` so Mem0 can attribute usage to thi
This plugin is a developer preview and tracks the evolving DeepSeek Harness plugin API.
</Note>
## Session handoff
The plugin can hand off supported native session context into a new Codex task through the shared importer. Handoff requires Python 3.11+ and a locally installed, signed-in Codex CLI. See [session handoff](/integrations/session-handoff) for commands, transferred content, and recovery.
## Troubleshooting
- **`MISSING_CREDENTIAL` for `deepseek-official`**: Configure `DEEPSEEK_API_KEY` through Harness's Models page or export it in the shell that launches Harness.