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KEIRO: Shared Memory Layer for Dev Teams

KEIRO keeps your project artifacts, decisions, and dependencies in living knowledge nodes. It syncs context across CLI, MCP clients, APIs, TUIs, and the dashboard so your team shares a single source of truth instead of chasing stale docs.

See how it works

IDE + TUI Agents

Inline slash commands keep contributors in their editor while KEIRO pipes the right context back.

MCP + APIs

Any third-party agent can query nodes, enqueue updates, or audit history through the shared memory plane.

Dashboard

Visualize relationships, approvals, and RAG readiness with human-friendly controls.

KEIRO Shared Memory Layer - What is KEIRO and how it transforms development teams

Problem

Modern teams drown in outdated knowledge

Multiple tools, scattered files, and isolated AI agents create drift. Without a single source of truth, teams struggle to stay aligned.

Fragmented project knowledge

Specs, docs, and chat logs live in different tools. Teams waste hours syncing the truth before every iteration.

Token + compute waste

LLMs re-ingest the same knowledge on every call because there is no shared curated memory.

Knowledge rot & silos

Knowledge diverges between IDEs, APIs, and dashboards, so changes go unnoticed and rework piles up.

KEIRO solves the problem of scattered knowledge across development teams - visualization of disconnected tools, fragmented information, and knowledge silos

Solution

What KEIRO delivers

A shared memory layer that organizes context into living nodes, keeps them current, and serves them everywhere. Git for context.

Living knowledge nodes

AI-powered agents structure knowledge into nodes that can evolve automatically as projects move forward, based on the documents and updates you send through CLI, MCP, or the dashboard.

Omni-surface access

Query or update knowledge from IDEs, MCP clients, CLIs, APIs, or the dashboard — everyone sees the same source.

Reduced cognitive load

Builders stay in flow. KEIRO keeps the latest state ready, so no one hunts through stale docs.

Before & After

See the difference KEIRO makes

From fragmented knowledge to unified orchestration - visualize the transformation.

Comparison showing how development teams work without KEIRO vs with KEIRO - fragmented tools vs unified knowledge orchestration

Impact

Key benefits for your team

KEIRO eliminates waste and accelerates delivery with intelligent context management.

Lower token spend

LLMs can reuse curated context instead of re-ingesting raw files on every call.

Faster context retrieval

Pre-indexed knowledge nodes with embeddings ready for instant search from CLI, MCP, and dashboard.

Reduced context drift

A single source of truth keeps documentation and project knowledge more aligned across tools and teammates.

Flow

How the shared memory layer operates

Capture & normalize

Developers send docs and project artifacts into KEIRO through the CLI, MCP server, or dashboard. Content is normalized into knowledge nodes with semantic summaries and versioning. (Roadmap: automatic ingestion from repos, tickets, and PRs.)

Enrich with AI

Embeddings, hybrid search, and routing metadata stay synced so LLM calls reference trusted context.

Serve everywhere

Teams query KEIRO from any environment, keeping IDE companions, bots, and humans aligned instantly.

Visual Flow

See how KEIRO operates

The complete workflow showing how knowledge flows through the shared memory layer.

KEIRO workflow diagram - How the shared memory layer operates showing knowledge flow between AI agents, development tools, and team members

Frequently Asked Questions

Everything you need to know about KEIRO

Get answers to common questions about features, AI agents, security, and getting started.

Still have questions?

Contact our support team

Current Status

What's live today vs coming next

See what you can use right now and what we're building next.

What's live today

CLI and TUI

Ingest and query project knowledge directly from your terminal.

MCP server

Expose KEIRO to MCP compatible agents (tested with Claude Desktop).

Web dashboard

Project list, knowledge overview, and basic stats for your team.

AI agents

Route and update knowledge nodes automatically as docs change.

Real-time sync

Low-latency updates powered by Convex so every surface stays in sync.

Basic team access

Workspaces, users, and API keys so teams can share the same memory.

What's coming next

Advanced roles and permissions

Role based access control and scoped workspaces for teams and clients.

Visual knowledge graph

Graph view of nodes plus advanced search and context analytics.

GitHub integration

Continuously compare docs against the codebase and flag drift.

Notion and docs import

Import knowledge from Notion, PDFs, and DOC files into KEIRO.

Audit and certification reports

Generate tailored reports from the real knowledge graph for audits and certifications.

IDE extensions

First class support for VS Code, Cursor, Windsurf, and other IDEs.

Chat integrations

Ask KEIRO from Slack and other tools so everyone can access knowledge.

Mobile app

On the go access to project knowledge, comments, and approvals.

Ready to start with what's available today?

Join the waitlist

Ready for aligned delivery

Keep every agent, tool, and teammate on the same page

KEIRO eliminates drift, reduces token spend, and gives developers a shared memory layer they can trust.

Stay in the loop

Waiting list for early builders

Get first access to KEIRO updates, hybrid search rollout, and YC release notes.