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Kumbuka

Serves team-ratified decisions, conventions and constraints to AI assistants over a single MCP endpoint, with human curation.

ProductivitySelf-hostedOpen sourceFor developers
kumbuka.ai ↗GitHub
At a glanceswept 2026-10-12

not read yet

Use

For
Teams using Claude or MCP-capable assistants who want ratified decisions and conventions applied consistently.
Price
Price not read
App
iPhone & iPad · 0★ from 0 ratingscurrent version 2026-10-07 ↗
Activity
Actively maintainedrelease 7 days ago
Company
Domain since 2026domain registered
Runs as
Self-hosted
AlternativesSet it up for my teamIs Kumbuka yours? Claim the card →
What people do with it
  • Keep AI assistants aligned with team decisions across chats
  • Curate shared decisions and conventions in an admin console
  • Avoid re-explaining settled choices at the start of each session
The companyeach fact with its source · read 2026-10-13
  • Domain since2026domain registered
How a program reaches itfound, not claimed · read 2026-10-13
  • MCP serverai.kumbuka/kumbuka-serververified in the MCP registry
  • Stateanswers, requires sign-inchecked 2026-10-13
  • Address to connectmcp.kumbuka.ai/mcp

MCP server details →

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.

Alternatives in Productivityby use, among tools still maintained

Figure and bar: visits/mo, estimate · year: online since

All Productivity tools →

Questions this page answers
  • What is Kumbuka?

    Serves team-ratified decisions, conventions and constraints to AI assistants over a single MCP endpoint, with human curation. It is listed in the Atlas under Productivity.

  • Who is Kumbuka for?

    Teams using Claude or MCP-capable assistants who want ratified decisions and conventions applied consistently.

  • Do people use Kumbuka?

    Little sign of use.

  • Is Kumbuka still maintained?

    Actively maintained: release 7 days ago.

  • Does Kumbuka have an iPhone app?

    Yes: “Kumbuka - Card Scanner” on the App Store, rated 0 from 0 ratings; current version released 2026-10-07.

  • What are alternatives to Kumbuka?

    In Productivity, by use: GBrain, Byterover, Pactto, MemoryRouter, BaseThread, ContextForge Memory.

Not quite it? Describe the job

beta

Five tools from the Atlas that fit it, each judged against what you wrote.

How we read a tool

No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.

  • Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
  • Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
  • Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
  • The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.

How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.