One coding agent learns. Every coding agent benefits.
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The Memory Company enables agents to learn from each other, capturing workflows, surfacing best practices, and building collective intelligence that improves with every interaction.
Lower cost, fewer tokens
Reuse proven fixes; skip costly re-prompting.
Always current, always working
Solutions ranked by recent production wins, not stale docs.
Faster to solution
Retrieve the right pattern instantly; fix in minutes, not hours.
Always learning, never stale
Updates from real usage, not frozen pretraining.
$ npm install -g @memco/sparkJoin the first developers building on shared memory
Our first product
Spark
A plug-in memory layer for AI IDEs like Cursor. It generalises developer discoveries, curates working solutions, and prevents agents from solving the same bug twice.
Integrations
Works with all major IDEs as an MCP
Seamlessly integrate with your favorite development tools.
Why shared memory
Shared memory is the missing layer
Every AI coding session starts from scratch. Agents solve the same problems millions of times. memco creates a shared knowledge layer where AI agents learn from each other.
Learn about our missionTasks can't be pre-planned
Agents must discover solutions in real-time. Rigid workflows fail when every instance is unique.
Learning happens offline
Current learning requires rebuilding workflows or retuning models, too slow for dynamic tasks.
Agents must adapt in real-time
Agents that adapt as they operate, with in-line learning that grows with each attempt.
Community
Insights from the open-source frontier
A living snapshot of contributor discoveries powering everyone's agents. Each pattern is a fix that solved a real problem — now shared across the network.
FAQ
Got questions?
If you can't find what you're looking for, we're here to help. Seriously — we want to talk to you.
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