Описание
CLI and MCP server for code-kb
README
Interactive Showcase & Benchmarks: https://anortham.github.io/code-kb/
code-kb is a fast, lightweight code-intelligence engine and Model Context Protocol (MCP) server designed specifically for AI coding agents.
Backed by the rich AST fact tables produced by julie-extractors, code-kb provides progressive disclosure, semantic symbol navigation, and surgical context slicing—enabling agents to navigate and understand codebases with 80–90% fewer tokens without burning context on full file reads or noisy text grep. Agents edit with their native filesystem tools; code-kb automatically refreshes indexed files after filesystem changes.
Why code-kb?
Traditional AI coding agents burn massive amounts of context loading entire source files into their prompt windows just to inspect a single type signature or implementation detail.
code-kb solves this with a progressive disclosure architecture:
- Repository Orientation (
codebase_outline): Understand directory structures and key exports in ~200 tokens. - File Skeletons (
file_skeleton): Inspect function signatures, types, traits, and docstrings with implementation bodies stripped. - Symbol Lookup & Discovery (
lookup_symbol/search_symbols): Instant exact/prefix identifier lookups and conceptual search over names, signatures, and docstrings; substrings inside identifiers are found (sha256findsparseSha256Sidecar). - Surgical Symbol Context (
get_symbol_context): In a single turn, fetch a target function's body along with its callee signatures, parameter types, and associated unit tests. - Fresh Indexes: Filesystem edits automatically refresh indexed files, and target body and skeleton reads refresh their file before answering.
Key Principles
- Small Retained Memory: Written in Rust, zero heavy runtimes (no web dashboard, no GPU models), retained process memory is about 25 MB. The plugin launcher is a small Node script that replaces itself with the native binary via
process.execveon supported POSIX Node 22+ runtimes (or waits viaspawnon Windows/older Node). - Sub-5ms Query Latency: Direct SQLite queries in WAL mode with zero in-memory heap bloat.
- One
project_rooton Every Call: Every tool excepttelemetry_summarytakesproject_root, the absolute path of the project or git worktree the agent works in (lookup_symbol(project_root="/path/to/project", query="...")). A root in every call cannot go stale, so a move to a worktree never answers from the old index. - CLI-First Parity: Every MCP tool has an exact 1:1 CLI command for instantaneous terminal verification and dogfooding.
- Continuous 3-Tier Sync: Tool-driven updates, JIT staleness guards before reads, and a debounced background watcher with a Git storm circuit breaker.
Install
Install the plugin for your agent. The plugin ships a small Node.js launcher. On the first
run it downloads the matching code-kb release archive for your platform, verifies its
SHA-256, and unpacks code-kb and julie-extract into ~/.code-kb/dist/<version>/. Later
runs start instantly. Nothing else to download or put on PATH.
Requirements:
- Node.js 18 or newer on
PATH(the launcher is a Node script; the server itself is a native binary). - Windows 10 build 17063 or newer (the launcher unpacks with the built-in
tar.exe).
Claude Code
/plugin marketplace add anortham/code-kb
/plugin install code-kb@code-kb
(Send as two separate prompts.) The plugin registers the MCP server, the progressive
disclosure skill, a /code-kb:telemetry command for usage and token-savings reports, and
SessionStart and SubagentStart hooks that inject routing instructions.
Codex
codex plugin marketplace add anortham/code-kb
codex plugin add code-kb@code-kb
Run codex, open /hooks, and trust the two code-kb hooks.
To update, refresh the marketplace snapshot first. codex plugin remove followed by
codex plugin add reinstalls the version already in the snapshot:
codex plugin marketplace upgrade
codex plugin remove code-kb@code-kb
codex plugin add code-kb@code-kb
Antigravity CLI (AGY)
agy plugin install https://github.com/anortham/code-kb
The plugin registers the MCP server and a PreInvocation hook. Antigravity has no
SessionStart hook, so routing directives arrive per turn through injectSteps.
Grok CLI
grok plugin install anortham/code-kb --trust
First Run & Automatic Indexing
You do not need to run code-kb scan by hand. The first code-kb tool call or CLI command in
a repository creates <workspace>/.code-kb/artifact.db and runs the initial scan. A git
worktree copies its parent repository's index instead of scanning again. Files that changed
while no session ran, for example after a branch switch, are reconciled before the first
answer. Pre-index a large repository before a session with:
code-kb scan
Launcher environment variables:
| Variable | Effect |
|---|---|
CODE_KB_HOME |
Directory that holds dist/ (default ~/.code-kb). |
CODE_KB_VERSION |
Release version to fetch instead of the plugin's own version. |
CODE_KB_BIN |
Run this binary and skip the download entirely (local builds). |
Two overrides need no environment variable, which matters in harnesses that do not pass the environment to MCP servers (Codex):
- A binary or symlink at
~/.code-kb/bin/code-kb(code-kb.exeon Windows) runs instead of any download, in every harness. For development:ln -s /path/to/code-kb/target/release/code-kb ~/.code-kb/bin/code-kb. - A plugin installed from a source checkout runs that checkout's
target/release/code-kbwhen it exists.
With either in place, cargo build --release plus a session restart is the whole development loop.
Uninstall
| Harness | Command / Action |
|---|---|
| Claude Code | /plugin remove code-kb |
| Codex | codex plugin remove code-kb@code-kb |
| Antigravity (AGY) | agy plugin uninstall code-kb |
| Grok CLI | grok plugin uninstall code-kb |
Delete ~/.code-kb/dist to remove the downloaded binaries. Each workspace keeps its index
in <workspace>/.code-kb/; delete that directory to remove the index.
Manual Configuration
Use this path for harnesses without a plugin manager, or when you would rather manage the binary yourself.
Step 1: Get the Binaries
GitHub Releases: download the archive for your platform from GitHub Releases:
- Linux x86_64 and ARM64 (
.tar.gz) - macOS Apple Silicon and Intel (
.tar.gz) - Windows x86_64 and ARM64 (
.zip)
Unpack it and put both binaries on your
PATH(for example~/.local/bin,/usr/local/bin, orC:\tools).code-kbandjulie-extractare packaged side by side, andcode-kbfindsjulie-extractnext to its own executable.- Linux x86_64 and ARM64 (
Cargo:
cargo binstall code-kb-cli # or cargo install code-kb-cliCargo installs
code-kbonly. Download the pinnedjulie-extractfrom the julie-extractors releases (version inscripts/julie-pins.json) and put it on yourPATHor setJULIE_EXTRACT_BIN.Verify:
code-kb --version
Step 2: Register the MCP Server
Every harness runs the same command: code-kb serve. Hooks run code-kb hook <Event>.
How code-kb Finds Your Project
Every tool except telemetry_summary takes a required project_root: the absolute path of the
project or git worktree the agent works in. The agent sends the same value on every call. It
changes the value when it moves to a worktree or another project. The routing hook and the skill
tell the agent to do this.
- A plain path or a
file://URI is accepted. A relative value is an error. - A subfolder or a file inside the project resolves to the enclosing project.
code-kbrefuses a filesystem root (/,C:\), the home directory, and a folder with no project marker (.git,Cargo.toml,package.json,go.mod,pyproject.toml) and no code-kb index. The error names the path and the reason, andcode-kbcreates nothing.pathandfile_pathare relative toproject_root, or absolute inside it. An absolute path outsideproject_rootis an error. A relative or absolute path inside a nested git worktree or submodule counts as outsideproject_root. The error names that nested root. A path never switches the project.- A project with no index gets one on the first call. A git worktree copies its parent
repository's index; any other project runs a full scan. If the index is not ready in 5 s, the
answer is
Indexing <root> started; call again in a few seconds.
The server keeps one active index. A call for another project switches to that project's
<root>/.code-kb/artifact.db.
--root on the serve command is optional for every client, including GUI apps. It only names
the startup pre-warm root: the server prepares that project's index at start. Without --root,
the server pre-warms the directory the process starts in. --db <file> pins the index file of
that launch root only.
The CLI takes the same value as the global --root flag, which defaults to the current directory.
It refuses a home directory or a filesystem root the same way the tools do. code-kb scan runs on
any root you give it.
Claude Code (without the plugin)
claude mcp add --scope user code-kb -- code-kb serve
Codex (without the plugin)
In ~/.codex/config.toml:
[mcp_servers.code-kb]
command = "code-kb"
args = ["serve"]
Antigravity CLI (without the plugin)
agy mcp add code-kb code-kb serve
Global config (~/.gemini/config/mcp_config.json) with "eager": true. The same config works
for the AGY CLI and the Antigravity IDE:
{
"mcpServers": {
"code-kb": {
"command": "code-kb",
"args": ["serve"],
"disabled": false,
"eager": true,
"force_all_tools_eager": true
}
}
}
Lifecycle hook configuration (~/.gemini/config/hooks.json):
{
"code-kb": {
"PreInvocation": [
{
"command": "code-kb hook PreInvocation",
"timeout": 10,
"type": "command"
}
]
}
}
Progressive disclosure skill linking:
ln -sf /path/to/code-kb/skills/code-kb ~/.gemini/config/skills/code-kb
Grok CLI (without the plugin)
Project-level .mcp.json:
{
"mcpServers": {
"code-kb": {
"command": "code-kb",
"args": ["serve"]
}
}
}
Cursor
In .cursor/mcp.json at the repository root:
{
"mcpServers": {
"code-kb": {
"command": "code-kb",
"args": ["serve"]
}
}
}
OpenCode
Add to opencode.json in the project:
{
"mcpServers": {
"code-kb": {
"command": "code-kb",
"args": ["serve"]
}
}
}
Claude Desktop
Claude Desktop has one global config. The agent passes project_root on each call, so one server
works for every project.
Add to claude_desktop_config.json (%APPDATA%\Claude\claude_desktop_config.json on Windows, ~/Library/Application Support/Claude/claude_desktop_config.json on macOS):
{
"mcpServers": {
"code-kb": {
"command": "code-kb",
"args": ["serve"]
}
}
}
Other GUI Apps (Windsurf, Visual Studio, VS Code)
Use the app's MCP config file and the same arguments: ["serve"]. To pre-warm one project's
index at start, add "--root", "/absolute/path/to/project". On Windows write the path with
forward slashes, for example C:/source/project.
GitHub Copilot CLI & Terminal Agents
For terminal harnesses (Copilot CLI, Pi, Swival, Zed), configure the MCP server to run
code-kb serve.
To remove a manual configuration, delete the code-kb entry from the harness config
(claude mcp remove code-kb, agy mcp remove code-kb, or edit the file) and delete the
binaries from your PATH.
Qt and QML
For a Qt developer, code-kb answers the everyday questions about a QML code base.
file_skeleton prints the component as its object tree: declared properties, signals,
functions, inline components, and every nested object under its owner.
find_references crosses component files: it lists the components that extend a base
type as extends rows, the plain and qualified instantiations (Kirigami.Page as well
as Page), the files that read a singleton, and the signal handlers, each labelled
handler when the receiver names the owner and handler (candidate) when it does not.
qmldir module files and .qmltypes type descriptors are indexed. Qt JavaScript files
parse, including the .pragma library and .import directives. KDE test files under
autotests/ and files named tst_*.qml are hidden from
search by default; --include-tests shows them.
Current source builds use julie-extract 3.5.0. QML references retain inline component
ownership, respect shadowed id names, and resolve parent and this from their
enclosing object. QML import directives appear as structural facts. Qt JavaScript
.import symbols preserve their exact spans, so body reads exclude trailing comments.
code-kb facts pragma --path src lists .pragma facts from both QML and Qt JavaScript.
A Qt C++ header indexes the same way. file_skeleton prints one Q_PROPERTY(...) row
per declared property under its class, keeping the READ, WRITE, NOTIFY, and
MEMBER accessors the macro names. A method declared in a Q_SIGNALS: section is an
event row, and the skeleton marks it // event before its line range because its C++
signature reads like a method. A method in a Q_SLOTS: section carries qt_slot, and a
Q_INVOKABLE method carries qt_invokable. A class records the QML element name it declares with
QML_ELEMENT or QML_NAMED_ELEMENT. A forward declaration such as class ColumnView;
emits no row, so lookup_symbol of a class name returns one row, at its definition.
find_structural_facts takes a property alias that covers the QML property
declarations and the Qt C++ Q_PROPERTY facts together, each fact naming its class.
Property facts expose their available Qt metadata, including property_type, accessors,
and the optional designable, scriptable, stored, user, and revision attributes.
Until upstream header updates preserve C++ language detection, one batch of changed .h
files triggers a content-aware workspace scan that only re-extracts changed files.
First-class Qt support: QML, qmldir, .qmltypes, Qt JavaScript, and Qt C++ headers,
validated on pinned corpus revisions; static reference results have documented limits;
.ui and CMake files are not indexed.
Historical 1.6.0 / Julie 3.3.0 measurements
| Corpus | Pinned commit | QML files | C++ files |
|---|---|---|---|
| Omarchy shell (Quickshell) | 49306774 |
106 | 0 |
| KDE Kirigami | ca7d636 |
225 | 102 |
| KDE plasma-workspace | a45871a |
222 | 1051 |
| Quickshell examples | c6d1236 |
14 | 0 |
These corpus revisions and examples were measured with code-kb 1.6.0 and julie-extract 3.3.0. They are historical measurements, not 3.3.1 results.
# Omarchy
code-kb skeleton shell/Ui/Button.qml
# 71 lines for a 209-line file; the object tree nests, so ToolTip, Row, MouseArea,
# and HoverHandler hold their own children.
code-kb refs BarWidget --file shell/Ui/BarWidget.qml --limit 200
# 15 rows: 12 `extends` rows, one per component that extends BarWidget.
# The other 3 rows are signal handlers, grouped one row per file.
code-kb refs Color --file shell/Commons/Color.qml --limit 200
# 53 rows, one per file that reads the Color singleton.
code-kb refs clicked --file shell/Ui/Button.qml
# 20 rows: 4 emit sites, 1 `handler` row, and 15 `handler (candidate)` rows.
code-kb lookup SpeedDial
# 1 row: class SpeedDial [shell/Ui/SpeedTestOverlay.qml:206-411],
# signature `component SpeedDial: Item`, an inline component.
# Kirigami
code-kb refs Page --file src/controls/Page.qml --limit 200
# 60 rows, of which 7 are `extends` rows (four of them inline components).
# Kirigami, Qt C++
code-kb skeleton src/layouts/columnview.h
# 231 lines for a 785-line file, 38 `Q_PROPERTY(...)` rows, no parse-error banner.
code-kb lookup ColumnView
# 1 class row: `class ColumnView [src/layouts/columnview.h:276-783]`.
# The forward declaration in the same file adds no second row.
code-kb facts property --path src/layouts/columnview.h --limit 5
# 5 of the file's 38 `cpp.qt_property.v1` facts, each naming the class that owns it
# (`ScrollIntentionEvent`, `ColumnViewAttached`).
Known limits
- A project macro that the extractor does not know is not blanked before the parse, so it
can still cause a parse diagnostic. Diagnostics remain on both C++ corpora: 31 on
Kirigami and 298 on plasma-workspace, down 97% and 94% from julie-extract 3.2.0. None
of them is macro-shaped; a file-local
#defineused as a statement accounts for 12 of Kirigami's 31. Q_DECLARE_FLAGS(Modes, Mode)and aQ_OBJECT_BINDABLE_PROPERTY(...)member are blanked as whole statements, so the typedef and the member emit no row.- A macro used inside a line, such as
Q_ARG(bool, true)in aQMetaObject::invokeMethodcall, is left alone by design, because rewriting it would delete real arguments. .uidesigner files and CMake files are not indexed.- A QML module imported through an alias resolves to a workspace file only when the alias
is not a Qt module.
QtQuick.*andQtQml.*aliases never name a workspace symbol. - A reference list caps at 200 rows. For a heavily used singleton,
refsgroups the member accesses per file, one row per file with a count.
MCP Tool Catalog
Every tool except telemetry_summary requires project_root, the absolute path of the project or
git worktree you work in. The table does not repeat it. path and file_path are relative to
project_root, or absolute inside it.
| Tool | Purpose | Key Parameters | Aliases |
|---|---|---|---|
codebase_outline |
High-level architectural orientation of directory layout & symbols. | path (opt), depth (opt, default 2) |
dir, subpath |
file_skeleton |
File outline with function & method bodies stripped (80–90% token savings); a directory returns its outline. | file_path (req) |
file, path |
lookup_symbol |
Fast identifier lookup (exact name or prefix) across repo or scoped path. Test functions, test containers, and rows from test files are hidden unless is_test is true, except a row whose name equals the query. |
query (req), path (opt), kind (opt), is_test (opt), limit (opt) |
name, q |
search_symbols |
Conceptual search over symbol names, signatures & docstrings; substrings inside identifiers are found (sha256 finds parseSha256Sidecar). Results are reranked by crediting each query term once from its strongest field (name, signature, docstring), weighted by the term's rarity across the index, plus kind and path priors; score is that rerank score. Test functions, test containers, and rows from test files are hidden unless is_test is true. |
query (req), path (opt), kind (opt), is_test (opt), limit (opt) |
name, q |
get_symbol_body |
Slices the exact implementation body of a symbol from disk. | Exactly one symbol_name or current-index symbol_id; file_path (opt) |
symbol, name, path |
get_symbol_context |
Surgical bundle: target body + callee signatures + parameter types + tests. | Exactly one symbol_name or current-index symbol_id; file_path (opt), include_external (opt, def: false) |
symbol, name, path |
find_references |
Callers or callees of a symbol, matched by name from AST call sites and ranked by same file, same directory, then receiver type; callers also include type usages and member accesses (filters external stdlib noise; qualify overloaded names). | Exactly one symbol_name or current-index symbol_id; file_path (opt), direction ("callers" | "callees", def: callers), include_external (opt, def: false) |
symbol, name, file, path |
blast_radius |
Multi-hop reverse reachability (CTEs) & targeted test prediction. | symbol or current-index symbol_id (opt), file (opt guard for an ID), depth (opt, def: 2), limit (opt) |
name, path, impact |
find_structural_facts |
Queries framework facts (routes, SQL queries, config keys, tables). Lists all categories when omitted. | category (opt), path (opt), limit (opt) |
cat, kind, type, file, file_path |
telemetry_summary |
Token savings with their coverage, call counts, and error rates from ~/.code-kb/telemetry.db, across all workspaces or scoped to the project of the most recent code-kb call. |
time_window (opt, def: all), workspace_only (opt, def: false), json (opt) |
since, window |
CLI Commands (Direct Terminal Usage)
Every MCP capability can be executed directly from your terminal with 1:1 parity:
# Architectural outline of current repo (depth 2)
code-kb outline
# Skeleton of a specific file (implementation bodies stripped)
code-kb skeleton src/main.rs
# Lookup symbols by exact name or prefix (alias: code-kb symbol)
code-kb lookup Workspace --kind struct --path crates/code-kb-core
# Conceptual search over names, signatures, and docstrings (sha256 finds parseSha256Sidecar)
code-kb search "syntax validation concurrency"
# Same search with the rerank breakdown under each result (JSON: an `explain` object per result)
code-kb search "sha256 sidecar" --explain
# Retrieve exact implementation body of a symbol
code-kb body Workspace
# Get surgical context bundle: body + callees + types + tests (alias: code-kb slice)
code-kb context ensure_fresh_file
# Find callers or callees of a function (language-agnostically filters stdlib noise)
code-kb refs open_read_only --direction callers
# View callees including external standard library tokens
code-kb refs open_read_only --direction callees --include-external
# Predict blast radius and targeted tests to run for a symbol or file
code-kb blast-radius compute_blast_radius
# Zero-argument blast radius: auto-discovers uncommitted git working-tree changes
code-kb blast-radius
# (alias: code-kb impact)
# Query framework structural facts (or omit category to list all detected categories)
code-kb facts
code-kb facts config --path Cargo.toml
code-kb facts route --limit 10
# View active log file and recent diagnostic messages. Logs live in <project>/.code-kb/logs;
# a server started outside a project logs to ~/.code-kb/logs.
code-kb logs
# Token savings, call counts, and error rates (alias: code-kb telemetry)
code-kb stats --since month
code-kb stats --workspace
# Self-contained diagnostic bundle (versions, index facts, recent errors, log tail) with a
# pre-filled GitHub issue link; the /report-issue skill files it through `gh issue create`
code-kb bug-report --title "lookup returns nothing" --description "what went wrong"
# Output agent lifecycle hook payload (SessionStart / SubagentStart / PreInvocation)
code-kb hook SessionStart
code-kb hook SubagentStart
code-kb hook PreInvocation
Telemetry and What "Saved" Means
code-kb records every tool call in ~/.code-kb/telemetry.db. telemetry_summary and
code-kb stats report the calls, the latency, the error rate, the tokens served, and the
tokens saved.
Saved is the size, in estimated tokens, of the files the answer points into, minus the tokens served. A skeleton, body, or context read is measured against its own file. A lookup, search, references, blast-radius, or facts answer is measured against the distinct files its rows name, at most 20 files. A call with no file to point at, such as an outline or a telemetry summary, records no baseline and is not counted as saved.
The report states that coverage beside the number, so you can see how much of the window it covers:
Est. Tokens Saved: ~<saved> (baseline known for <K> of <M> calls)
Each tool row carries the same pair as ~N (K/M). Rows written before this measurement existed
carry no baseline and are never rewritten.
Development
For contributors building code-kb from source:
Prerequisites
- Rust (1.95+ / Edition 2024)
- Extractor binary: Run
./scripts/restore-julie-extract.shto download the pinned julie-extract binary
Build and Install Locally
# Restore pinned julie-extract binary
./scripts/restore-julie-extract.sh
# Install code-kb binary from local checkout
cargo install --path crates/code-kb-cli --force
Running Tests & Verification
# Run test suite
cargo test --workspace
# Run the plugin launcher and manifest tests
node --test tests/plugin/*.test.cjs
# Run release pre-flight verification
./scripts/release-preflight.sh
To run the Claude Code plugin from this checkout, build and load it. The launcher runs
target/release/code-kb when it exists, so no download happens:
cargo build --release
claude --plugin-dir .
Architecture & Engineering Plans
code-kb was designed based on extensive benchmarking and retrospectives from earlier code intelligence engines:
- 001: Architecture & Service Model — Multi-project workstation scope, Git worktree deduplication, and RAG vs. AST evaluation.
- 002: Workspace Scoping & MCP — 1:1 session binding, eliminating workspace registries and
workspace_idfriction. - 003: Tool Catalog & Schema — Historical tool-catalog decisions and token-minimized output formats.
- 004: File Synchronization & Watchers — 3-tier sync: tool-driven updates, JIT staleness guards, and debounced background watching.
- 005: Cold-Start Reconciliation — Detecting and reconciling offline edits in under 50ms on startup.
- 006: Retrospective Lessons from Miller — Analysis of calibration data, performance ledgers, and traps to avoid.
- 010: Master Implementation Plan — The phased engineering roadmap from workspace scaffolding to release.
- ADR 001: Zero Workspace Parameters — The old rule against workspace parameters in tool schemas. The required
project_rootparameter replaced it in 2.1.0. - AGENTS.md Guidelines — Strict architectural invariants and rules for AI coding assistants working in this repository.
License
Dual-licensed under MIT or Apache-2.0.
Установка Code Kb Cli
У этого сервера нет опубликованного пакета — он собирается из исходников. Открой репозиторий и следуй инструкции в README.
▸ github.com/anortham/code-kbFAQ
Code Kb Cli MCP бесплатный?
Да, Code Kb Cli MCP бесплатный — установка в пару кликов через Unyly без оплаты.
Нужен ли API-ключ для Code Kb Cli?
Нет, Code Kb Cli работает без API-ключей и переменных окружения.
Code Kb Cli — hosted или self-hosted?
Self-hosted: сервер запускается локально на твоей машине командой из раздела установки.
Как установить Code Kb Cli в Claude Desktop, Claude Code или Cursor?
Открой Code Kb Cli на unyly.org, выбери вкладку своего клиента (Claude Desktop, Claude Code, Cursor) и нажми Install — конфиг сгенерируется автоматически, без правки JSON.
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