OUTCOME · SHARED MEMORY
Enforce your coding standards on every AI session
Standards that live in a PDF get ignored; standards injected as pinned memory shape every generation. MemHub makes compliance the default path for humans and agents alike.
- sessions briefed with pinned standards
- 100%
- style-review cycles per PR
- -N
- place to update a standard org-wide
- 1
* Reference figures — measure your own savings with a pilot sprint.
SOLVED PAIN
The pains MemHub removes from your operation.
The style guide is 40 pages nobody opens
Standards become ranked memories agents actually consume.
New AI tools ignore legacy lint setups
Memory travels over MCP to every client regardless of tooling.
Exceptions accumulate without record
Each waiver is an entry with author, reason, and expiry discussion.
Standards drift between repos
Org-level memory distributes updates instantly everywhere.
Real value, for the people building and the people deciding.
For developers tired of nagging
- Standards arrive in context — no policing required
- Exceptions carry reasons instead of mystery
- Less review ping-pong over conventions
For companies needing guarantees
- Demonstrate standards coverage during audits
- Regulatory or client-mandated rules enforced uniformly
- Standard changes propagate without training campaigns
01From documentation to injection
The failure mode of standards has always been distance: written far from the code, applied later by humans under deadline pressure. Memory closes that distance — standards ride inside the session where code is born.
02Compliance telemetry for free
Because sessions acknowledge sequences, leadership can verify which teams received which standard when. “Everyone was told” becomes a queryable fact.
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.
Can standards differ per repository?
Yes — memory is project-scoped. Org-wide baselines plus project overrides compose cleanly.
What stops stale standards from blocking work?
Versioning and expiry discussions live on each entry; superseding a standard is one edit that every future session inherits.
THE NEXT SESSION STARTS HERE