OpenDream - Reviewable Memory for Multi-Agent Teams

Local-first agent memory that stays transparent and reviewable

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Updated Jul 2026 · Added Jul 2026

pylit.ai

Ai Memory ToolsFreeai-memory-tools

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What is Opendream?

OpenDream is a local-first memory system for AI agents that captures and retrieves context across sessions while maintaining source attribution and review visibility. It keeps workspace state on your machine, ties memories to specific events and sources, and allows uncertain updates to be inspected before acceptance. Built for teams running multiple agents (Claude Code, Codex, Cursor) in the same repository who need portable, reviewable context without hidden background state.

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Key Features of Opendream

Local-first workspace memory that stays on your machine
Source-linked memories tied to events and reports
Reviewable uncertain updates before promotion
Open source (Apache-2.0) with visible demos
Shared memory plane across multiple agents
Readable browser UI control room for memory inspection
Run diffs showing inspectable memory changes
Review queue for questionable context
Support for Claude Code, Codex, Cursor, and MCP workflows
Sleep-time maintenance turning history into durable context

Who Should Use Opendream?

Cross-session repository memory for agent continuity

Multi-agent collaboration in shared repositories

Reviewable agent state management

Portable context across different AI tools in one workspace

Transparently tracking agent contributions and decisions

Opendream: Pros & Cons

✓Pros

Keeps data local by default - no forced hosted service
Source attribution remains visible and traceable
Memory quality is inspectable before trust
Works with popular agents (Claude Code, Codex, Cursor)
Open source with visible evaluation checks
Readable UI reduces need to read raw JSON
Attributable contributions when multiple agents work together

Frequently Asked Questions about Opendream

What is OpenDream?

OpenDream is a local-first memory system for AI agents that captures context across sessions while keeping memories linked to their sources and reviewable before being trusted.

How do I install OpenDream?

Use `uv tool install opendream` followed by `opendream init --workspace .` to activate it in your workspace.

Which agents does OpenDream support?

OpenDream works with Claude Code, Codex, Cursor, Gemini CLI, and MCP workflows.

Is OpenDream open source?

Yes, OpenDream is licensed under Apache-2.0 with visible demos and evaluation checks.

Does OpenDream require a hosted service?

No, OpenDream is local-first by default - workspace state stays on your machine without forcing a hosted memory service.