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A local MCP server for cross-repository semantic code intelligence in TypeScript and Go, backed by a persistent LadybugDB graph.

19 stars GoOthers Updated Sep 4, 2026
code-graphcode-intelligencecross-repositorygolanggraph-databaseknowledge-graphladybugdbmcpmcp-servermodel-context-protocoltypescriptsemantic-code-analysis

Documentation

Kivgraph

kivgraph MCP server

Kivgraph is a local **cross-repository code intelligence MCP server for AI

coding agents**. It builds a canonical semantic code graph across multiple

registered repositories and answers questions about symbols, repository

relationships, callers, dependencies and change impact.

https://github.com/user-attachments/assets/b8410905-323d-4caf-9d7b-57c50ffca48c

kivgraph ui — read-only 3D view of the published graph.

It indexes a corpus once and serves an immutable graph: the edges are resolved

by `go/types`, the TypeScript checker and `rust-analyzer`, not by matching

names. That is the difference from a search tool, and it is what makes an empty

answer worth something — an empty reference list means nobody calls it, not

that nothing was found, and `grep` cannot tell those apart.

Kivgraph is focused on semantic code relationships, not automatic discovery of

every HTTP, gRPC, Kafka or database runtime flow between services.

Documentation

Read the Kivgraph user documentation for installation,

MCP clients, code intelligence, repository relationships and workspace code

graphs. The same pages are the source of `landing/src/content/docs` in this

checkout, which is what a reader on a fork or without a network still has.

What each tool answers

the questionthe tool
who calls this, what references this`find_references`
what breaks if I change it`get_blast_radius`
what does this reach outward`trace_dependencies`
who uses it from another repository`find_cross_repo_consumers`
where is it declared`find_symbol`
I don't know what it is called, what files to open`find_by_intent`
what is declared in this package`get_file_outline`
give me the code of these symbols`get_source`
everything about this one symbol`get_symbol`
what is indexed, and is the graph current`list_repositories`, `graph_status`

Eleven read-only tools, plus one consent-gated mutation (`index_project`) that a

client has to authorize before it can register a repository or publish a

generation.

Every row that names a symbol carries its repository, path, qualified name and

line range, so it can be opened without a second call, and every tool accepts

that triple in place of an opaque key.

Where it loses. A rare name in one small repository is cheaper with `grep`,

and indexing a small file costs more than reading it. It wins on common names,

on transitive impact, on consumers in another repository, and on proving an

absence. Measured over 29 questions against a 37-repository corpus

(`benchmarks/graph-tools-comparison/results-all.json`, commit `954b9eb`,

tokenizer `o200k_base`): `35,961` tokens for Kivgraph against `267,980` for

`grep` plus reading, both exact on 28 of the 29, median `5.95x` per question in

Kivgraph's favour. `grep` is cheaper on 5 of those 29, all of them at full

recall on both sides: `T1_go_trivial` asks for a name the corpus declares

twice, and there `grep` costs `0.53x` what Kivgraph does.

A second harness, `benchmarks/mcp-token-cost`, compares against the host's own

tool output captured verbatim, but it runs on Kivgraph's own single repository

of 13,222 symbols: `7.64x` on the answers themselves and `1.60x` over a whole

session, against a `2.41x` floor set by the source bodies both arms pay for.

Status

Released and in use. `kivgraph version` reports the published release; the

backlog and the acceptance gate of every phase are in `TASKS.md`.

  • Languages: Go, TypeScript, Rust, Python and Dart. Python uses the

bundled AST worker in fallback mode; those inferred references are

`CANDIDATE`, never `EXACT`. Exact Python mode uses the bundled Pyright LSP

adapter with an installed Pyright/BasedPyright server. Dart uses the Dart

Analysis Server supplied by the Dart or Flutter SDK.

  • Semantic dependencies: Python and Dart imports can publish a package

dependency when exactly one registered provider owns the requested package;

symbol-level cross-repository edges require an explicit provider identity.

  • Surface: eleven read-only tools over STDIO, plus one consent-gated

mutation (`index_project`). The contract is

docs/protocol/mcp-surface-v3.md.

  • Storage: LadybugDB is canonical; queries are served from an immutable

HotSnapshot published atomically, never from the database.

  • Platforms: `linux/amd64`, `darwin/arm64` and `windows/amd64`.
  • Viewer: `kivgraph ui` serves a read-only 3D view of the published graph.

Installation

Install the MCP with one script

The installer detects the platform, downloads the latest published MCP release

for it, verifies both the release archive and the bundle checksums, and

installs it without requiring Go or pnpm. The release contains the Go server,

the pinned LadybugDB library, the TypeScript worker, the bundled Python AST

worker, the pinned `rust-analyzer`, the grammar manifest and the web viewer,

whose assets are 2.3 MB of the bundle. `scripts/build-bundle.sh --mcp-only`

produces a bundle without the viewer for anyone who wants one. `--slim` goes

further for anyone packaging an `.mcpb`: it leaves out the pinned

`rust-analyzer` and every symbol a debugger would read, which is 46.3 MB

packaged against 24.9 MB. It downloads nothing later, so that bundle reads

Rust only where the machine already has an analyzer on its `PATH`.

Published bundles: Linux `amd64`, macOS `arm64` and Windows `amd64`.

Runtime requirements: Bash on Linux and macOS or PowerShell `5.1` or later on

Windows, Node.js `22` or later, Python 3.10 or later when indexing Python, and

on the POSIX platforms `curl`, `tar`, and `sha256sum` or `shasum`. The bundle

carries its own `rust-analyzer`; indexing Rust repositories additionally needs

`cargo` on the `PATH`, and indexing Dart needs the Dart or Flutter SDK. On

Windows the installer also installs the Visual C++ redistributable, without

which `kivgraph.exe` does not start.

On macOS the binaries are not notarized. A release downloaded with `curl` is

not quarantined and runs; a copy downloaded with a browser needs `xattr -dr

com.apple.quarantine`. See

docs/development/macos.md.

Install the latest release in one command. On Linux and macOS the same line

covers both, because the installer reads `uname` and picks its own archive:

bash
curl -fsSL https://kivgraph.dev/install.sh | bash

On Windows, where `install.sh` cannot run because there is no POSIX shell:

powershell
irm https://kivgraph.dev/install.ps1 | iex

`install.ps1` is a second implementation of the same pre-extraction checks, and

`internal/release/install_parity_test.go` fails when either script grows a check

the other lacks. Piping it into `Invoke-Expression` turns its

`#Requires -Version 5.1` into a comment; download it to a file and run it as one

to keep that guard.

From a checkout, either installer can be run directly:

bash
./scripts/install.sh

To install a specific release instead of the latest one:

bash
KIVGRAPH_VERSION=v0.9.9-dev.1 ./scripts/install.sh

The script installs the bundle in `~/.local/opt/kivgraph` and puts launchers

in `~/.local/bin`; on Windows it is `%LOCALAPPDATA%\Programs\kivgraph` and

`%LOCALAPPDATA%\Programs\kivgraph-bin`. It never modifies a registered

repository, creates an index, or replaces configuration files. To use a

different location, set `KIVGRAPH_INSTALL_ROOT` and `KIVGRAPH_BIN_DIR`.

Add the launcher directory to the current shell and verify both runtimes:

bash
export PATH="$HOME/.local/bin:$PATH"
kivgraph version
kivgraph-ts-worker <<'EOF'
hello
EOF

Check for a newer release or update the installed bundle:

bash
kivgraph update --check
kivgraph update

Bundle replacement is atomic, preserves the configuration and graph state,

verifies the release and bundle checksums, and replaces the installed bundle.

The post-install runtime refresh may partially complete, fail, and make the

command exit non-zero. It also restarts an installed supervised daemon and

refreshes Kivgraph-managed user hooks, skills and MCP registrations. A stale

supervisor returns an error and is not restarted. Missing, foreign and

project-scoped

integrations are left alone. Client-owned `serve` and `ui` processes still

need a restart, or `--stop`, to use the new binary.

Development builds use a separate prerelease channel. Install one explicitly,

then select that channel for later checks:

bash
release=vX.Y.Z-dev.N
curl -fsSL \
  "https://github.com/Luqueee/kivgraph/releases/download/$release/install.sh" |
  KIVGRAPH_VERSION="$release" bash
kivgraph update --channel dev

For a prerelease binary, omitting `--channel` already follows `dev`; stable

installations continue to follow the stable channel. `KIVGRAPH_UPDATE_CHANNEL`

can be used instead of the flag, including for the interactive update notice.

To remove the installed bundle and launchers without deleting configuration,

repository registrations or graph state:

bash
uninstall_url=https://github.com/Luqueee/kivgraph/releases/latest/download/uninstall.sh
curl -fsSL "$uninstall_url" -o /tmp/kivgraph-uninstall.sh
bash /tmp/kivgraph-uninstall.sh

Use `bash /tmp/kivgraph-uninstall.sh --yes` for a non-interactive removal.

Windows users can run the corresponding `uninstall.ps1` with PowerShell.

When `kivgraph` is invoked without a command from an interactive terminal, it

checks for a newer release with an 800 ms timeout and a 24-hour cache in the

platform cache directory (`$XDG_CACHE_HOME` on Linux and

`$HOME/Library/Caches` on macOS), under `kivgraph/update-check.json`.

The optional check never blocks the command when the network is unavailable.

Interactive command output uses semantic ANSI colors when the destination is a

terminal. Set `NO_COLOR` or redirect output to keep it plain.

Configure an MCP client, install the skill, and enable the gate

The release installer does not edit client configuration automatically. After

installing Kivgraph, run the integration commands without `--target` to detect

the coding agents present on this machine and select one or more of them:

bash
kivgraph mcp install --scope user
kivgraph skill install --scope user
kivgraph hook install --scope user

Kivgraph checks each client's known local configuration or installation roots

and marks detected agents. Use `↑`/`↓` (or `j`/`k`) to move, `space` to toggle

an agent, `a` to select all, `n` to select none, `Enter` to confirm, and `q` or

`Esc` to cancel. If none is detected, the selector starts with no agents

selected. Use `--target` only for scripted, non-interactive installation.

Supported MCP targets are `claude-code`, `claude-desktop`, `codex`, `opencode`,

and `oh-my-pi`. Supported skill targets are `claude-code`, `codex`, `opencode`,

and `oh-my-pi`; Claude Desktop has no local skill target. The default scope is

`user`; use `--scope project` for project-local configuration. Use `--dry-run`

to inspect a plan without writing. Existing incompatible entries stop with an

error; `--force` is required to replace or remove one. Existing files are

written atomically with mode `0600` and receive a

`*.kivgraph.bak` backup before replacement or removal.

The pre-tool-use gate supports `claude-code`, `claude-desktop`, `codex`,

`opencode`, and `oh-my-pi`. Oh My Pi receives a native extension under

`~/.omp/agent/extensions/` for user scope or `.omp/extensions/` for project

scope. The gate is fail-open when its graph query cannot be answered.

Searches wrapped as `rtk rg ...` or `rtk proxy rg ...` are classified by their

inner command, while RTK's own commands are left alone.

Inspect or remove a registration explicitly:

bash
kivgraph mcp status --target claude-code --scope user
kivgraph mcp remove --target claude-code --scope user
kivgraph skill status --target claude-code --scope user
kivgraph skill remove --target claude-code --scope user
kivgraph hook status --target claude-code --scope user
kivgraph hook remove --target claude-code --scope user

Initialize and publish a graph before starting the MCP server:

bash
kivgraph init \
  --repository project=/absolute/path/to/project \
  --languages go,typescript,rust
kivgraph doctor
kivgraph index --full

`init` writes a self-contained configuration: with `--config` pointing

elsewhere, its state, cache and registry hang off that directory, so a throwaway

index never touches the real one. `index --full` republishes atomically — a

failure at any stage leaves the previous generation serving. A server already

running follows the new generation on its own.

When you are inside one project, `kivgraph index` detects its supported

languages, creates or reuses `.kivgraph/`, registers the current project as

`project` in its local registry, and runs the same full rebuild. With neither

`--config` nor `--repositories`, it does not alter the shared user registry;

those overrides intentionally select the configuration and registry to update.

Use `kivgraph index --full` when you want the explicit registered-repositories

workflow; both forms preserve the full-indexing contract.

The command does not install language toolchains implicitly; `kivgraph doctor`

reports any prerequisite that is missing on the host. Optional analyzers can be

managed explicitly by Kivgraph:

bash
kivgraph toolchain status
kivgraph toolchain install pyright
kivgraph index --full

`toolchain install pyright` pins and installs Pyright under Kivgraph's state,

then activates exact Python analysis in the selected configuration. For a

project-local configuration, pass `--config .kivgraph/config.yaml`. Removing

it requires an explicit confirmation and restores the bundled Python fallback

when the selected configuration uses the managed analyzer:

bash
kivgraph toolchain remove pyright --yes

The first install requires npm and network access. Later status checks and

reusing an installed version work offline.

The command family is intentionally language-agnostic; more managed analyzers

can use it without making `index` mutate the host or a repository.

Day to day:

bash
kivgraph graph status      # what is published, and whether a tree has moved
kivgraph doctor            # toolchains, storage, and the type-checking ceiling
kivgraph ui                # read-only 3D viewer, default 0.0.0.0:7777
kivgraph logs --follow     # what it indexed, served and answered, as it happens
kivgraph tool-stats        # per-tool cost, calls, and failures
kivgraph stop              # terminate this user's serve and ui, never an index
kivgraph clean --keep-active

`kivgraph ui` binds a non-loopback address by default, because the graph is

indexed where the repositories are and looked at from elsewhere; there is no

authentication, so it logs exactly what it exposes and `--addr` restricts it.

`logs` and `tool-stats` read an append-only record in the state directory

rather than asking a server, which is why they can answer at all: the per-tool

counters a `serve` keeps are minted when it starts and gone when it stops.

Reading the file also makes the answer span every server that ever ran.

Configure any MCP client to start the server over STDIO:

json
{
  "mcpServers": {
    "kivgraph": {
      "command": "/home/user/.local/bin/kivgraph",
      "args": [
        "serve",
        "--config",
        "/home/user/.config/kivgraph/config.yaml"
      ]
    }
  }
}

`kivgraph serve` starts before a graph exists: with no published generation it

completes the handshake, publishes no query tool and puts the rebuild command in

`instructions`. A client launches the process itself, so exiting would read as a

crash. It writes MCP framing exclusively to `stdout` and logs to `stderr`.

Requirements

  • Go 1.26 or later to build from source. The indexer type-checks with the

`go/types` linked into the binary, so it can only read repositories and

dependencies written for its own language version or older; `kivgraph doctor`

reports that ceiling.

  • Indexing Rust needs `cargo` and `rust-analyzer`. The release bundle carries

the analyzer; it does not carry a Rust toolchain.

  • Indexing TypeScript needs Node.js 22 or later for the worker.
  • Indexing Python needs Python 3.10 or later for the bundled worker. It is a

syntax-aware fallback and reports dynamic or unresolved names explicitly;

exact mode additionally requires a Pyright-compatible language server.

  • Indexing Dart needs the `dart` executable; a Flutter installation supplies

it. The loader uses the Analysis Server protocol and does not modify the

Flutter project.

What the graph carries, and what it refuses to

An edge is `EXACT` only with sufficient evidence and the right provenance. It is

never created from a name, a path, an alias or a single candidate, and a

reference that cannot be resolved is published as `UNRESOLVED` with its reason,

repository and language rather than dropped. `graph_status` reports both, broken

down.

That is why some answers are absences rather than edges. With the Rust standard

library indexed, `impl Add for u32` is generated by a macro and exists in no

source range, so every use of it is declared `PROVIDER_DEFINITION_NOT_INDEXED`

once per symbol instead of becoming an edge nobody could open.

The providers Kivgraph derives from the machine — today the Rust standard

library, named `rust:1.96.1` after the toolchain — are withheld from read

results by default: one toolchain is around twenty thousand symbols, and a

search for `Clone` would answer with `core`. `include_derived` asks for them, and

`graph_status` breaks out what they contribute so the totals stay readable.

Development

bash
make build
make test
make semantic-coverage
make test-ladybug

`make test-ladybug` is the only supported way to run the tag that links the

pinned native library. Contributing conventions are in

AGENTS.md, which `CLAUDE.md` links to.

`make semantic-coverage` is the release gate for Go, TypeScript, Python and

Dart. It validates the machine-readable matrix in

`testdata/semantic-coverage/manifest.json`, runs the exact TypeScript, Go and

Dart suites, and requires a Pyright-compatible language server for the exact

Python suite. A language is not considered complete when a capability has a

fixture but no executable regression test.

Storage and graph benchmarks

The LadybugDB qualification, the synthetic corpus generator, the load and query

benchmarks, and the `doctor`, `rebuild`, `rollback` and `snapshot` commands are

documented in

docs/development/storage-benchmarks.md.

It concludes with `ACCEPT_LADYBUGDB_WITH_LIMITS`.

The public site

`landing/` carries the landing page and the user documentation. It ships in no

release bundle, is verified with `make landing-check` and `make landing-build`,

and is served on port `6767`. What it publishes, how the MCP reference was

captured, and what is still open are recorded in

docs/development/landing-site.md.

Structure

text
cmd/kivgraph/   Main executable.
internal/        Kivgraph internal packages.
ts-worker/        TypeScript worker.
web/              Graph viewer served by `kivgraph ui`.
landing/          Landing page and documentation site (not part of any release).
testdata/         Test fixtures and corpora.
benchmarks/       Benchmark results.
docs/             Documentation and ADRs.
scripts/          Auxiliary automation.

License

Kivgraph is distributed under the Apache License 2.0.

Third-party licenses

Notices and licenses for dependencies distributed with Kivgraph are recorded in `THIRD_PARTY_NOTICES.md`. The list is updated whenever a dependency is added to the distributable product.

Frequently asked questions

What is kivgraph?

kivgraph is A local MCP server for cross-repository semantic code intelligence in TypeScript and Go, backed by a persistent LadybugDB graph.

How do I install kivgraph?

Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.

Is kivgraph open source?

Yes — it is hosted on GitHub at https://github.com/Luqueee/kivgraph and has 19 stars.

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