AI agents can write a change faster than a team can establish what it touches, whether it reverses an earlier fix, and how far its consequences reach. Git records files and line history. Kin records the software itself as a graph of entities, relations, changes, and provenance, then gives humans and agents one semantic authority to query and review. What a change touches shows up before it merges, and agents work from exact context instead of re-reading the repository.
Kin is the semantic system of record for AI-written software. It is a public alpha, usable today as a local CLI, daemon, MCP server, review surface, and graph-backed filesystem projection. It is pre-1.0, so expect rough edges and breaking changes. See the latest stable release and the current limitations before adopting it in a critical workflow.
A one-line signature change in ripgrep looks harmless in the diff. Ask
kin impact about it, before any compiler runs, and it names what the edit
reaches. The callers of the changed signature come first, then everything
those callers pull in behind them.
Recorded against a prepared graph at ripgrep commit
e89fff89ac9af12e8d4ce9d5fd07beb408ca730f. 13 impacted entities within 3 hops,
including 3 direct callers of the changed signature. The graph was built
beforehand. No compiler ran. Exact commands:
kinlab.ai/proof. The raw run directory is not
public yet, so this is a recipe you can re-run, not a trace you can audit.
Kin surfaces what the change touches. Whether the change is correct stays with
your compiler, tests, and review. The graph is built beforehand by kin init,
and building it is the expensive part; after that, impact questions are
answered from graph truth, not from re-reading the tree.
Kin is one system with a few clear public surfaces:
| Surface | What it does |
|---|---|
| kin | Semantic system of record: CLI, daemon, graph lifecycle, MCP, review, provenance, and Git coexistence. |
| kin-vfs | Projects graph-owned files through normal filesystem calls so existing tools can keep using files. |
| kin-editor | VS Code access to the entity explorer, semantic search, trace, review, and rename surfaces. |
| Kin MCP | Typed graph tools for AI agents, bundled into kin and launched with kin mcp start. |
| KinLab | Hosted collaboration and control plane. Public repository connection is not a first-run flow yet. |
Kin is the semantic system of record for AI-written software, and everything in
the map below either reaches that authority or supports it. Humans and AI agents
come in through the CLI, the bundled MCP server, or the VS Code extension. All
three ask the same daemon, and the daemon answers from graph authority rather
than by re-reading the tree. kin-vfs projects that same graph back through
ordinary filesystem calls, so editors, compilers, and build systems keep seeing
files. Git sits beside the graph as an import and export boundary rather than as
an answer path, and KinLab is the hosted layer over the same authority.
flowchart TD
people["Humans and AI agents"]
subgraph surfaces["Access surfaces"]
cli["kin CLI"]
mcp["Kin MCP server"]
editor["kin-editor for VS Code"]
end
daemon["kin daemon"]
authority["Graph authority<br/>entities, relations, changes, provenance"]
db["kin-db<br/>graph storage, snapshots,<br/>index, text and vector search"]
prims["kin-model, kin-blobs, kin-search,<br/>kin-vector, kin-infer, kin-lsp"]
vfs["kin-vfs<br/>transparent file projection"]
tools["Editors, compilers, build systems"]
git["Git<br/>import and export boundary"]
kinlab["KinLab<br/>hosted collaboration and control plane"]
people --> cli
people --> mcp
people --> editor
cli --> daemon
mcp --> daemon
editor --> daemon
daemon --> authority
authority --> db
db --> prims
authority <-->|"kin init imports, kin git export"| git
authority -->|"publish and sync"| kinlab
authority --> vfs
vfs --> tools
Underneath those surfaces are the layers the system is built from:
| Layer | Role |
|---|---|
| kin-db | Graph storage, snapshots, indexing, text search, and vector search. |
| kin-model | Canonical types and domain models shared across the stack. |
| kin-blobs | Content-addressable blob storage. |
| kin-search | Lexical search primitives and staged retrieval. |
| kin-vector | Vector and nearest-neighbor substrate. |
| kin-infer | Inference and embedding substrate. |
| kin-lsp | Language-server enrichment feeding the semantic layer. |
These are implementation layers of one system, not separate products a new user needs to assemble. None of them is installed separately.
The core of Kin is open source under Apache-2.0: kin, kin-db, kin-vfs, and kin-editor, plus the supporting libraries kin-model, kin-blobs, kin-search, kin-vector, kin-infer, kin-lsp, and kin-actions.
KinLab is a proprietary product built on this open core: the hosted collaboration and control-plane layer described above.
The same boundary applies to how benchmark work is shared. The benchmark specification and a standalone, dependency-free bundle verifier are public, so a claim can be checked without access to the system that produced it. The runner and proof infrastructure that produce sealed evidence bundles (the orchestration, the pinned-release proof gate, and the hosted measurement environment) remain private for now. The spec and verifier open first; the runner can open later.
On macOS or Linux:
curl -fsSL https://get.kinlab.dev/install | sh
exec "$SHELL" -l
kin setup --intent agentThe installer resolves the latest stable release,
verifies its published SHA-256 checksum, installs the managed binaries under
~/.kin, and launches setup. Running the explicit agent intent configures the
built-in MCP server for detected supported clients. Use --intent local for CLI
and filesystem use without MCP configuration, or --intent editor for the VS
Code path.
To remove only setup-managed integrations, run kin setup uninstall. For the
default managed root (~/.kin), kin setup uninstall --all also stops all Kin
daemons, removes exact legacy installer PATH blocks, and recursively deletes the
managed install (--dry-run previews it). A custom KIN_HOME is never removed
recursively: first run the ledger-scoped uninstall, then review and remove that
directory explicitly. Modified setup-owned slices block full removal unless you
add --force, so uninstall never silently overwrites a user's edited client or
shell configuration. On Windows, the CLI schedules its locked install directory
for deletion immediately after the running process exits. Windows intentionally
retains one inert, current-user-only sibling authority sidecar; keeping that lock
identity stable prevents a crash or concurrent future install from creating two
independent mutation authorities. The CLI and JSON result disclose this retained
coordination metadata rather than claiming zero residual bytes.
For manual installation, each archive and its .sha256 file is published under
https://github.com/firelock-ai/kin/releases/latest/download/. The moving asset
names are kin-macos-aarch64, kin-macos-x86_64, kin-linux-aarch64,
kin-linux-x86_64, and kin-windows-x86_64; use the Unix .tar.gz or Windows
.zip suffix shown on the latest release page.
The npm entry point resolves the same public release channel:
npm install -g @kinlab/kin@latestA Homebrew tap tracks the same release channel:
brew install firelock-ai/kin/kinThe tap's formula is generated rather than hand-maintained. Its version and its
per-platform SHA-256 are regenerated from each Kin release by
update-formula.yml in the tap repository, on a dispatch the release itself
sends, with a six-hourly reconcile that self-heals a missed one. That is why the
checksum Homebrew verifies is the one published beside the archive rather than a
separately curated copy of it. Confirm what you installed with kin --version,
as you should on any install path.
On Windows, run irm https://get.kinlab.dev/install.ps1 | iex in PowerShell.
Native Windows x86_64 support is early. Repository admission works: kin init imports a Git repository and publishes graph authority, and graph, lexical, and daemon-backed queries answer natively. Transparent filesystem projection is not shipped on Windows, and the end-to-end install proof does not yet cover MCP or review workflows there, so WSL2 remains the recommended path for the full Kin experience.
Read Platform and maturity below before choosing a
Windows install path.
cd /path/to/your/repository
kin init .In a clean Git repository, kin init atomically admits complete reachable
history, refs, raw objects, the exact workspace tree, and admission policy into
repository-v6 graph authority. It never substitutes an exact-HEAD snapshot or
raw-filesystem semantic rebuild. Supported repository-local remote URLs,
refspecs, branch tracking, and push defaults are sealed into Kin's Git
coexistence configuration; unsafe, ambiguous, or unsupported transfer settings
fail closed before publication.
Admission also derives the semantic entity and relation layer for every
supported entity-source file in that history, and kin init reports the durable,
generation-bound counts it committed. kin status reports that repository
authority view; kin graph status separately reports the daemon's mutable live
query graph, which may include later derived enrichment.
Query surfaces consume graph-owned enrichment when it exists and report its
absence instead of hiding the gap behind raw file search.
"Supported entity-source file" means a file one of Kin's language adapters claims. The adapter registry is the whole set, and every file in a repository resolves through it:
| Language | Extensions |
|---|---|
| TypeScript | .ts, .tsx |
| JavaScript | .js, .jsx, .mjs, .cjs |
| Python | .py, .pyi |
| Go | .go |
| Java | .java |
| Rust | .rs |
| C | .c, .h |
| C++ | .cpp, .hpp, .cc, .cxx |
| C# | .cs |
| Ruby | .rb |
| PHP | .php |
| Swift | .swift |
| Kotlin | .kt, .kts |
| HCL / Terraform | .tf, .tfvars |
A .h header is read as C++ when its contents say so, so a C++ project does not
lose namespaces and templates to the C grammar.
Everything else is admitted as content and stays queryable as history and text,
but is not parsed into entities and relations. That includes Markdown, HTML and
CSS, SQL, YAML, JSON and TOML, shell scripts, Objective-C, Scala, Elixir, Dart,
Lua, R, Zig, Haskell, and Nix. If your language is on that list, locate and
refs will not find symbols in it.
kin locate "where are webhook retries handled"
kin refs ExactEntityName
kin trace ExactEntityNameReplace ExactEntityName with a symbol returned by locate. locate finds the
entities relevant to an intent, refs shows graph-owned callers/importers and
references, and trace returns the focal entity plus nearby semantic context.
Once embeddings are complete, your configured AI agent can use the vector-backed
semantic_locate tool; get_context_pack, find_references, and
trace_data_flow expose the graph neighborhood directly.
Admission derives the semantic entities, not their vectors. Run kin embed to
add local vector similarity over them, and confirm coverage with
kin graph status.
AI writes code. Kin proves what changed.
Run kin init on the branch you want to review so the relevant Git history is in
the graph, then pass explicit commit SHAs to the report-only shadow gate:
kin review shadow "$(git rev-parse main)..$(git rev-parse HEAD)"The result is PASS, NEEDS ATTENTION, or WOULD BLOCK, and it comes with the
impact Kin derived from the graph, the context needed to repair it, and the
evidence behind both. Authorship is declared, not verified. The command will not
block your merge or change graph state. It hands evidence to a human or a CI
policy and stops there.
Beside Git today. Repository authority over time. During brownfield adoption, Git remains an explicit import/export interoperability boundary; it never answers Kin runtime queries or repairs missing graph truth.
kin initimports complete reachable Git history and exact parent edges. Kin deliberately has no partial-history or snapshot-only initialization mode.- After import, Kin's graph owns repository identity, tree state, history, refs, and semantic relations. Filesystem and Git views are projections.
kin git export --output ../repo.gitwrites a new bare Git projection from one graph-owned authority generation. It does not consult working files or an ambient.git/object store, and it refuses an existing or in-repository destination. Objects, refs, and directories are flushed before the no-replace destination publication is acknowledged. Capability-anchored publication is currently available on Unix hosts; other hosts refuse before creating the export.
This lets a team migrate an existing repository without giving up its editor, compiler, build system, or Git interoperability while Kin becomes authoritative.
The core runtime and the filesystem projection have different support boundaries:
| Platform | Core Kin runtime | kin-vfs projection |
|---|---|---|
| macOS, Apple Silicon and Intel | Native graph, vector, daemon, setup, MCP, and review surfaces ship in the release archive. | Shipped and exercised on both architectures. It uses DYLD_INSERT_LIBRARIES; SIP-protected or hardened programs may reject injection. |
| Linux x86_64 and arm64 | kin and kin-daemon are static musl builds intended to run on glibc and musl distributions. |
The public VFS executable and shim are GNU/glibc builds, not musl builds. Current artifacts require glibc 2.39; Alpine/musl and older-glibc distributions are not supported projection hosts. The arm64 release proof runs on Ubuntu 24.04. |
| Native Windows x86_64 | Early support: repositories admit and graph and lexical queries answer natively, but MCP and review workflows are not yet covered end to end by the install proof. WSL2 remains the recommended path for full Kin. | Not shipped. Use WSL2 with a Linux distribution that meets the glibc boundary for projection. |
First indexing reads the entire reachable Git history, so kin init on a
large or long-lived repository takes minutes, not seconds, before embedding
begins. After init returns, the daemon continues preparing in the
background, and the first agent calls on a large repository can take
noticeably longer to answer.
Bounded arm64 testing found the core graph and lexical path usable at 512 MB, but full embedding downloads a roughly 522 MB model and currently needs 2 GB as the safe operating floor; 1 GB is an unsafe edge and 512 MB can terminate during embedding. These are observed alpha constraints, not universal sizing promises.
A successful kin --version establishes only that the core binary runs. It
does not establish VFS compatibility or a live graph-backed projection. On a
supported Unix host, use kin setup status, kin-vfs status --workspace ., and a real
kin-vfs exec --workspace . -- <command> launch. The VFS launcher includes an
interposition canary and reports when the operating system strips the shim.
The kin-vfs README
contains the full boundary.
Release assets are checksum-published and the release workflow runs anonymous installation, daemon/MCP, embedding, and real graph-backed VFS projection checks across its supported runner matrix. The workflow itself is public: Install Proof. A green release establishes those exact artifacts and environments; it is not a claim that every distribution, tool, or repository shape is already covered.
The published preregistered Multi-SWE-Bench Go proof package is pinned to an older build, not the moving latest release, and does not establish a broad speed, token-savings, or category-win claim. Comparative results are withheld here pending independent verification.
Read the methodology, task set, build identity, and artifacts in the public proof package. Treat claims outside that measured scope as hypotheses until they have their own reproducible proof.
- Quickstart and advanced configuration
- Store size and what drives it
- MCP tool reference
- Graph-first thesis
- GitHub Discussions
- Bug reports and feature requests
- Contributing guide
- Private security reporting
Software that remembers itself.