Every project teaches lessons. Memlin makes sure they aren't lost.
Memlin captures what gets learned and makes it available everywhere AI works.
Switch between Claude Code, Cursor, Codex, Antigravity, and custom MCP agents without starting over.
Better answers. Lower token costs. Less wasted effort.
Who it's for
Start alone.
Scale without losing knowledge.
Whether you’re working solo, with a team, or managing dozens of client projects, Memlin keeps knowledge organized, reusable, and available wherever work happens.
Individuals
One person. Every tool.
Switch between Claude Code, Cursor, Codex, Antigravity, and custom MCP agents without starting over. Memlin preserves what gets learned so your work stays connected across every conversation and project.
Less explaining. More building.
Teams
Know what changed, who changed it, and why.
As teams grow, work gets scattered across chats, documents, commits, and AI tools. Memlin keeps everyone working from the same understanding while providing a complete history of what changed and how it happened.
Wake up to answers, not surprises.
Consultants & Agencies
Many clients. Zero cross-contamination.
Keep every client, project, and workspace completely separate while maintaining a single place to manage them all. Switch contexts instantly without carrying assumptions, data, or knowledge between engagements.
Separate workspaces. One account.
Built for engineering teams
Shared understanding for every change.
As more AI tools participate in development, knowledge becomes fragmented. Memlin keeps everyone working from the same understanding while providing visibility into what changed, who changed it, and why.
Work Coordination
Prevent duplicate work before it happens.
When multiple people and AI tools work in the same project, Memlin provides shared awareness of what is already in progress so effort isn't wasted and changes don't conflict.
Project Visibility
See what changed, who changed it, and why.
One live view of every AI-assisted change on your team — what was touched, which tool did it, and the reasoning behind it. When something looks off, you trace it instead of guessing.
Knowledge Discovery
Your project, already understood.
Connect a repository and Memlin maps components, APIs, data models, dependencies, and relationships automatically, creating a foundation every AI tool can build from.
Organizational Knowledge
Capture knowledge once. Reuse it everywhere.
Project decisions, onboarding, architecture, workflows, and documentation become reusable assets instead of tribal knowledge.
Plus decisions that capture the why, and a reviewable trail of what each tool was given.
The Honesty Layer
What is measured. What is modeled.
We don't mix hard data with speculative math. Here are the proven results (measured against a cold agent with file-reading tools), followed by the business value modeled from them.
Tier 1: Proven results
1
Learns
Captures decisions, documentation, workflows, and project knowledge automatically.
2
Smarter
Right 93% of the time (a cold agent: 9%).
3
Faster
Straight to the answer: 0 files to dig through, not ~10 (~3× faster).
4
Cheaper
~74% fewer tokens on every chat.
5
Consistent
One memory, every dev and every tool — no drift.
Token Execution Cost (Measured)
Without Memlin
432K tokens / run
With Memlin
112K tokens / run
Tier 2: Modeled ROI (Team of 10)
Extrapolating those results across a 10-person engineering team at maturity, here is the projected business case:
- →~55-65 hr/wk saved: Less waiting, fewer collisions, no cold-starts.
- →1.5 FTE reclaimed: ~$250-300K/yr of engineering capacity.
- →~$70K token savings: The 74% per-query reduction compounds fast.
~$300-370K/yr of value
The enterprise case
When something breaks, know exactly why.
Replay the exact information, decisions, and actions behind any AI-assisted change. No guessing. No finger-pointing. No black boxes.
Turn what every project learns into an asset.
Install once. Shared knowledge follows every workspace, session, and tool.