Eidetic Works Pro launches persistent AI memory with team plans

AI agents are revolutionizing developer workflows, but persistent context across sessions remains a critical gap. Developers working with tools like Claude Code often find themselves re-explaining architecture decisions to the same model in a new session. Eidetic Works Pro launches today to solve this persistent memory challenge with three subscription tiers and open-source recall capabilities.

Solving the context-drift problem in AI agent workflows

When developers use AI coding assistants, each session typically starts fresh without memory of previous interactions. This creates context drift where important decisions documented in earlier sessions are lost, forcing repetitive explanations. The problem isn't with the AI model's capability but rather with the lack of persistent memory infrastructure.

Eidetic Works addresses this through nucleus_ask, an MCP tool that enables any agent to query a shared memory store called engrams. This recall mechanism maintains context across sessions, tools, and even different machines, eliminating the need to re-explain previously discussed architecture.

Pro tier features and technical implementation

The Pro tier introduces several key capabilities designed for individual developers and teams:

• Managed Cloudflare R2 sync: Ensures engrams stored in local SQLite databases are automatically backed up to your own Cloudflare R2 bucket without requiring complex configuration. Your data remains yours, stored in your bucket with your API keys.

• nucleus_ask recall primitive: A single MCP call that returns structured results, enabling seamless integration into existing MCP configurations. Once configured, every new session automatically inherits previous context.

• Customer dashboard: Provides visibility into sync status, engram counts, and last-accessed surfaces. This straightforward monitoring tool confirms the system is functioning as expected.

• Email support: Direct access to human support rather than automated chatbot responses.

• 60-second restore capability: When switching to a new machine, a single command restores full engram history including decisions from months prior.

Three subscription tiers designed for different use cases

Eidetic Works offers three pricing tiers to accommodate various development scenarios:

• Pro at $29/month: Single-seat access with managed sync, recall MCP, dashboard, and email support for individual developers.

• Pro+ at $99/month: Three-seat access with team-shared engram stores for collaborative workflows.

• Team at $299/month: Ten-seat access with all features scaled for team environments, including priority support.

All tiers use Stripe checkout with monthly billing and allow cancellation at any time, providing flexibility for developers to adapt as their needs evolve.

Target audiences and practical applications

This solution targets several specific developer profiles:

• Daily Claude Code users who accumulate valuable context that subsequent sessions cannot access, creating workflow inefficiencies.

• Cursor and Windsurf power users who frequently switch projects and experience context loss when window buffers flush.

• Small teams where different developers use different AI tools but need shared context, such as one team member using Claude Code while another uses Cursor.

The system enables seamless collaboration regardless of which tools team members prefer, as all can access the same engram store through the shared memory layer.

Immediate availability and technical foundation

The Pro tier launches with immediate availability rather than a waitlist approach. The underlying infrastructure is already in production, with the nucleus-mcp 1.13.2 package live on PyPI. Key components including nucleus_ask, recall_activity, and recent_engrams are included in this version.

Installation requires running the daemon locally rather than relying on hosted infrastructure. Developers can initialize the system with pip install nucleus-mcp followed by eideticd -init, then configure their MCP client before upgrading to Pro once local recall functionality is confirmed. This approach ensures the foundation works reliably before committing to a subscription.

Governance-first approach prevents vendor lock-in

Most AI memory solutions concentrate data storage within vendor-controlled environments, creating potential lock-in scenarios. Eidetic Works takes a governance-first approach by ensuring all memory remains under user control:

• Engrams reside in user-owned Cloudflare R2 buckets with user-managed API keys
• Open SQLite format enables data export via NDJSON at any time
• Pro subscription covers managed infrastructure and support, not data access
• Cross-organization sharing is explicitly excluded to maintain governance boundaries

This design constraint prioritizes user control over rapid growth, ensuring developers maintain autonomy over their collaborative memory infrastructure.

Roadmap driven by real usage patterns

The current Pro offering focuses on individual and small-team use cases, with additional features planned based on emerging usage patterns. The development team emphasizes building surface area incrementally as real-world adoption reveals actual needs.

Early adopters will directly influence the roadmap, ensuring the solution evolves to address genuine pain points rather than speculative requirements. This approach balances rapid iteration with maintaining core product integrity.

The launch of Eidetic Works Pro represents a significant step toward solving persistent memory challenges in AI-assisted development workflows while maintaining critical governance and control principles.