OUTCOME · SHARED MEMORY
Onboard developers in days, not weeks
New hires lose weeks reconstructing why the codebase looks the way it does. With MemHub behind Claude Code, Cursor, Windsurf or Codex CLI, the reasons arrive pre-briefed — decisions with their constraints, fixes with their root causes.
- first meaningful PR
- d1
- questions to senior engineers
- -70%
- oral-history tours required
- 0
* Reference figures — measure your own savings with a pilot sprint.
SOLVED PAIN
The pains MemHub removes from your operation.
“Ask María, she knows why”
María’s reasoning is already in memory, searchable by everyone.
Weeks reading code to infer intent
Intent ships with the memory entries that produced the code.
Same onboarding questions every single time
Agents answer from pinned precedents before a human is interrupted.
Starter tasks stall on missing environment context
Environment quirks are typed memories briefed on session start.
Real value, for the people building and the people deciding.
For developers joining the team
- Day-one agent sessions already know the project conventions
- Search finds the decision behind any file in seconds
- Your questions get answered without waiting for someone’s calendar
For companies scaling the team
- Ramp-up cost drops as self-serve context replaces shadowing
- Senior time stops leaking into repetitive explanations
- Growth plans survive hiring velocity and attrition alike
01The hidden syllabus of every codebase
Every repo carries an invisible curriculum: which retries are safe, which service owns what, why that abstraction exists. MemHub makes the curriculum explicit, versioned, and delivered to each new session automatically.
02Mentorship scales, seniors breathe
Instead of interrupting your best engineer, newcomers query shared memory and their agents do too. Seniors pin corrections once and every future session inherits them.
UNIVERSAL COMPATIBILITY
Plugs into any CLI or development tool you use.
If it speaks MCP or reads a JSON config, MemHub plugs in. One command wires the majors; everything else joins as a generic client.
- Claude Code
- Cursor
- Windsurf
- Cline
- Codex CLI (GPT)
- GitHub Copilot
- Google Antigravity
- Gemini CLI
- Aider
- OpenCode
- CI bots via REST
Questions, answered straight.
Does this replace pairing?
No — pairing stays for taste and judgment. MemHub removes the factual scavenger hunt so pairing time goes to design, not orientation.
What if documentation already exists?
Great — seed MemHub from it with a script, then let live work keep it current. Static docs decay; session-fed memory compounds.
THE NEXT SESSION STARTS HERE — 2 MIN SETUP