Kumiho is a graph-native platform for revisions, lineage, and automation - with included AI Cognitive Memory with long-term recall, provenance, rollback, and audit trails.
Works with your storage and workflows. Built for traceability, not just chat history.
Kumiho Platform manages assets, revisions, lineage, and automation.
AI Cognitive Memory turns the same graph primitives into long-term memory for agents (episodic to semantic consolidation, dependency-aware updates, auditable reasoning).
LLM model layer is decoupled
Kumiho does not provide or resell LLM inference. Connect your own OpenAI, Anthropic, local model, or AI agent runtime. Kumiho provides memory, provenance, indexing, and auditability.
How buying works
Personal memory from $7/month, with room to grow into the full platform.
$7/month
Persistent memory for your personal AI agents
Choose $7 monthly or $80 yearly. Upgrade as your memory grows.
$20/month
For individual creators and developers
A focused workspace for projects that need more capacity than Memory without team features.
$40/month
For solo creators and freelancers
Manage personal workflows, versions, and outputs with full memory capabilities.
$99/month
For small teams shipping real work
Shared knowledge, traceable decisions, and agent workflows that do not forget.
$170/month
For high-throughput studios and production environments
Heavier automation, larger memory graphs, and faster retrieval on high-performance infrastructure.
Contact
For org-wide deployment and compliance
Security, governance, and custom architecture at enterprise scale.
All platform plans include BYO storage. You keep control of your files.
Cloud plans start with Memory at $7/month. For free local use, Kumiho Server Community Edition is a free, single-user build you install on your own machine. No account, token, or cloud connection.
macOS / Linux — one command:
curl -fsSL https://github.com/KumihoIO/kumiho-server-community/releases/latest/download/install.sh | shCommunity Edition limits
Step 1
Session-local context in Redis for fast store/retrieve operations.
Step 2
Consolidated facts and links persisted with provenance edges.
Step 3
Scheduled consolidation refines memory and supersedes stale beliefs.
Memory Ops, retention, cadence, and graph scale.
| Limit | Memory | Creator | Studio | Studio Pro | Enterprise |
|---|---|---|---|---|---|
| Nodes (total) | 2k | 30k | 500k | 2M | Unlimited |
| AI Cognitive Memory | Included | Included | Included | Included | Included (Custom) |
| Working memory retention (per session) | 6h | 24h | 24h | 72h | Custom |
| Memory ingest / day | 500 | 500 | Included | Included (higher) | Custom |
| Max buffered messages / session | 250 | 200 | 1,000 | 2,000 | Custom |
| Dream State (nightly consolidation) | Nightly | Nightly | 2x nightly or deeper pass | Custom cadence | |
| Memory retrieval mode | Hybrid (BM25 + vector) | Hybrid (BM25 + vector) | Hybrid (BM25 + vector) | Hybrid (BM25 + vector) | |
| Vector-indexed memory items / month | Within node cap | 10k | 100k | 250k | Custom |
| AI Memory Ops / month | Daily limits apply | 25k | 150k | 400k | Custom |
| API rate limit (req/sec) | 100 | 100 | 100 | Custom | |
| Events / day | 2,000 | 5,000 | 10,000 | 50,000 |
AI Cognitive Memory uses the same graph primitives and counts toward your node limit.
BYO-LLM: Kumiho charges for infrastructure and indexing. LLM usage runs on your own provider key.
AI Memory Ops / month: Memory Ops = store + retrieve + consolidate. These can map to event stream throughput.
Security, privacy, and billing behavior at a glance.
It stores structured revisions and explicit relationships so agents can trace sources, revise beliefs, and explain recall decisions.
Community Edition is free for local, single-user use. Managed Cloud starts with Memory at $7/month.
New information can supersede older memory while preserving linked history for traceability and rollback.
At the node cap, remove unneeded data or upgrade before adding more. Daily ingest limits reset each day; billing does not increase automatically.
Yes. Set a Kumiho password in Profile and use your Google email address with kumiho-cli login. API tokens remain available; OAuth is currently supported for MCP.
Start with Memory at $7/month. Move to Creator or Studio when you need more capacity or general projects.