
KMP
io.github.underpass-aiPublished by GitHub account underpass-aiv0.24.0Updated Oct 27, 2026
Local-first agent memory that preserves what happened, when and why
Overview
Local-first memory for coding agents that stores decisions, their evidence and when they happened, so a later session can ask why instead of re-deriving it.
- What you can do
- Recover compact project state and ask why a decision was made, getting stored evidence or an honest UNKNOWN
- Navigate memory over time with rewind, forward, goto and neighbourhood reads, and relate memories across abouts
- Audit proof paths between refs, inspect single objects with their links and evidence, and check summary coverage
- Record decisions, constraints and outcomes, ingest a canonical graph, relabel and condense stored bodies
- Open and steer a shared ChronoLoom viewer by semantic intent, and read its state
- When to use it
- Useful when several agent sessions or different coding agents work on the same project and keep losing or contradicting earlier decisions. It suits teams that want an auditable, time-aware record of why things are the way they are, kept on the local machine.
- Requirements
- Runs as a local stdio process, installed as an MCPB package or via cargo install kmp-mcp; the embedded binary uses SQLite and needs no Docker, database server, account or API key. Optional environment variables KMP_KERNEL_GRPC_ENDPOINT, KMP_MCP_DATA_DIR and KMP_VIEWER_ADDR adjust the endpoint, memory directory and viewer. Setup and updates contact GitHub Releases.
Installation
In SourceWeft
- Open KMP in the dashboard and add it to a workspace.
- Enable the server for the chats that should use its tools.
Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.
Other MCP clients
Follow the launch instructions in the repository.
README
KMP — Agent memory that remembers why
Local first. Evidence attached. Time included.
[CI] [Release] [crates.io] [License]
KMP is local-first memory for coding agents. It runs beside Codex, Claude Code and Hermes Agent as one small binary with an embedded SQLite store, and it remembers what was decided, what the evidence was and when it happened. Never the transcript. No account, no service, no API key: memory stays on your machine.
Ask your agent "Why did we choose SQLite?" and it answers from stored
evidence, or says UNKNOWN instead of guessing. Ask "Show me the memory
behind this decision" and ChronoLoom, the viewer that ships inside the
binary, opens on that decision and lights up its proof path, with time as a
dimension you can move through and a view the agent and you steer together.
Memory tools retrieve and audit the evidence, view tools steer that shared
ChronoLoom view, and the running server's tools/list defines the current
surface.
The problem
Your agent decides something today. Tomorrow a new session, or a different agent, rediscovers the same incident from scratch, or quietly contradicts the decision because the reason for it was in a context window that is gone. Summaries lose the reason; transcripts bury it.
KMP keeps the decision, the evidence it rested on and the moment it happened, as a typed, temporal memory the next session asks instead of re-deriving:
- evidence decides what can be claimed;
- relations carry the reason two memories belong together;
- time travel is explicit, cursor-based and auditable;
- old decisions are superseded, never quietly rewritten;
UNKNOWNis an honest answer when the evidence is not there.
See it in two minutes
Install KMP in your host (below), then in any project:
It writes a worked example into that project's memory — a checkout service, an incident, the decision that replaced an earlier one and the measurement that verified it — opens ChronoLoom on it and prints the questions to ask:
Name KMP and the about example:kmp-demo in the request. The example never
enters your project's committed bundle. More examples,
including KMP's own memory.
Install
Install the plugin, run setup, restart the host once. The guides reach a fresh store on the first read; nothing else to run.
Claude Code
Codex CLI
Then ask Codex to run kmp-setup.
Hermes Agent
With kmp-mcp installed, register it and install the skills through the
native lifecycle:
Verify
or run /kmp:doctor. The plugin owns the MCP registration, so do not add a
second KMP server by hand. cargo install kmp-mcp --locked is the fallback
for a platform with no published engine; MCPB packages, release tarballs and
the Pi coding agent are covered in the
plugin installation guide. Store selection and
repair live in Embedded KMP.
Talk to it like a human
You normally ask for the outcome. The KMP skill chooses the memory moves.
KMP is memory, not surveillance. Store durable decisions and evidence, not transcripts.
It also waits to be asked. A session that never mentions memory makes no KMP
call at all. Naming KMP, running a /kmp:* command, or opting in from your
project's CLAUDE.md or AGENTS.md is what opens a route. If you would
rather it enter known work on its own:
Ask in any language. The stored evidence is never translated; the answer comes back in yours. How that works.
How it works — the 10-second version
The plugin installs the skills and declares one local MCP process. The skill
turns intent into one or more typed tools. kmp-mcp validates the request,
and the kernel reads or writes the local graph-temporal store. The agent, not
KMP, turns returned evidence into conversational prose.
Explore ChronoLoom · Technical architecture
Local means local
.kernel/ is machine state and is ignored by git. A project-scoped store also
maintains .kmp/memory.jsonl. Export and Git commit are local operations;
pushing, syncing or sharing the bundle makes its contents available elsewhere.
Review its diff before sharing. Evidence read by the agent is also subject to
the host's data policy, independently of whether you share the bundle.
KMP's own memory
This repository eats its own cooking. .kmp/memory.jsonl
is the memory of why KMP is the way it is: the decisions behind it, each with
the document that states it, and the ones that superseded older ones. Restore
it with /kmp:restore and ask "why does a release advance the marketplace
branch last?" How it is written.
Shared memory, when you actually need it
Several machines can share one live KMP service through the Kubernetes topology backed by Neo4j, Valkey and NATS JetStream. It is still free, open source and self-operated. "Enterprise" describes the operational shape, not a paid tier or an Underpass-hosted product. It also means owning infrastructure, TLS, identity, authorization and observability. Keep it local until those responsibilities buy you something. Then read Enterprise KMP.
Project status
KMP is pre-1.0: useful today, actively evolving, and explicit about sharp
edges. Release automation builds kmp-mcp for Linux x86_64/arm64, macOS
arm64/x86_64 and Windows x86_64. The embedded path is the default; the remote
API is versioned v1beta1 and expects an operator.
We do not paste old benchmark numbers into the README. Reproducible, current evidence belongs in Research before it becomes a claim.
FAQ
Does KMP send my memory anywhere?
Not in the default embedded setup. The process, store and viewer are local. The agent host may be cloud-backed, so evidence sent to that agent follows the host's policy.
Do I need Docker, Kubernetes or a database server?
No. The shipped embedded binary uses SQLite. Kubernetes is only for a shared service.
Is there an LLM inside KMP?
No generative model is required for the default embedded path. KMP validates, stores and retrieves evidence; your agent writes the final answer and the English search summary. Optional TypeSafe Jev features send selected text to an external model for judgments, and optional semantic retrieval uses a local encoder. These integrations require explicit configuration. See retrieval defaults and opt-ins.
Can Codex and Claude share the same memory?
Yes: both speak the same MCP contract, and SQLite supports multiple local hosts. Use the maintained project bundle to move state between machines, or the enterprise topology for shared network access.
Is UNKNOWN an error?
No. It means the selected memory did not contain eligible evidence for the question. That is safer than a confident invention.
The tools disappeared. What now?
Run the host's kmp-doctor workflow and follow the
missing-tools runbook. The usual suspects
are a stale host session, duplicate MCP ownership, a missing binary or an
unsupported store format.
Is enterprise KMP paid?
No. The code is Apache-2.0. You operate and pay for any infrastructure you choose to run.
The MCP moves
Over memory, over the view a person is looking at, and one for persistent
agent identity and progressive guidance. tools/list is the authority.
The view tools never write memory: they carry a closed, semantic vocabulary with no coordinates in it, and a person at the loom has right of way — an intent prepared against a stale revision conflicts rather than yanking the view away.
Human workflows such as kmp-setup, kmp-doctor, kmp-info, kmp-catchup,
kmp-save, kmp-restore and kmp-revert compose the MCP surface. They are
not extra memory verbs. The machine-checked ownership map is
plugins/kmp/capabilities.json.
Docs and project links
- Documentation home
- Embedded KMP
- Retrieval defaults and store configuration
- Languages
- Examples
- Enterprise KMP
- Technical architecture
- Runbooks
- Development
- Research
- Contributing
- Security policy
- Changelog
- Issues · Discussions
The implementation and executable checks win when prose disagrees: MCP schemas, plugin capabilities, CLI help, Helm values, API contracts and CI scripts are the source of truth.
License
Apache License 2.0. Free and open source.
Source: README.md at commit af269ac
Tools
0Version history
6- v0.24.0LatestSep 27, 2026
- v0.23.0Sep 25, 2026
- v0.20.1Sep 25, 2026
- v0.20.0Sep 24, 2026
- v0.19.0Sep 22, 2026
- v0.18.9Sep 16, 2026
Score
50% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 days25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declared10 pts
Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts