Graphkeeper

io.github.RudrenduPaul由 GitHub 账号 RudrenduPaul 发布v0.1.5更新于 Oct 24, 2026

Mines git history for file co-change patterns into a queryable knowledge graph via MCP.

已验证STDIO仅桌面知识与记忆开发者工具

概览

AI 生成的概览

让 AI 编程助手查询预先计算好的文件共变图,了解 git 仓库中哪些文件历史上总是一起改动。

可以做什么
GraphKeeper 挖掘仓库的 git log,统计文件级共变关系,并写入本地 .graphkeeper/graph.json 存储。该 MCP 服务器只暴露一个 run 工具,它调用 graphkeeper-cli 包并附加子命令、参数和 --json,返回解析后的 JSON。支持的查询包括某个文件的共变文件列表,以及在安装 graphify 后查询某个符号的调用方与被调用方。构建也可以通过同一工具执行。
适用场景
适合助手在不熟悉的代码库上工作时,快速回答某个文件通常还会连带改动哪些文件,而不必每次重新扫描 git 历史。安装 graphify 后也适用于调用图问题。
运行要求
作为本地 stdio 进程由 MCP 客户端启动,无需托管。Python 包需安装 mcp 附加组件,并通过 uvx 从 graphkeeper-cli 启动。run 工具通过 npx 调用已发布的 npm 包,因此 PATH 中需要有 Node.js 和 git。需要完整的 git 历史,浅克隆会得到空图。
安装前请注意
该服务器会针对你指定的仓库以子进程方式执行 graphkeeper CLI,因此会读取本地 git 历史并在仓库内写入 .graphkeeper/graph.json。不涉及凭据、账号或网络调用。结果质量取决于仓库的提交历史;除非最近一次构建包含 graphify 增强,否则调用图查询不会返回结果。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Graphkeeper,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

GraphKeeper

[npm version] [PyPI version] [npm downloads] [License: Apache 2.0]

Install • Quickstart • CLI Reference • Comparison • FAQ

A local-only CLI that mines your git log for which files actually change together, then hands an AI coding agent a queryable answer instead of a grep across the whole history.

[Installing graphkeeper-cli, cloning GraphKeeper, and running graphkeeper build followed by graphkeeper query co-change against its own repo]

bash
npx graphkeeper-cli buildnpx graphkeeper-cli query co-change src/git.ts
Files that historically change alongside "src/git.ts":
     1  src/store.ts     1  src/types.ts     1  test/git.test.ts     1  test/store.test.ts     1  test/test-helpers.ts

(Real output from running GraphKeeper against its own repo, this early in its history. Co-change counts grow as a codebase accumulates more commits.)

No server, no account, no embeddings API. Every byte of output comes from git log on the repo you already have checked out.

Install

GraphKeeper ships two independent, equally first-class packages. Pick whichever fits your toolchain, or install both. Both mine the same git log co-change signal and share one on-disk .graphkeeper/graph.json schema, so a store built by either can be read back by the other.

bash
# npm -- JavaScript/TypeScript CLI + librarynpm install -g graphkeeper-cli# or run it once with no installnpx graphkeeper-cli build
# PyPI -- Python CLI + library (genuine port, not a wrapper around the Node binary)pip install graphkeeper-cli

The npm package requires Node.js 18 or later; the Python package requires Python 3.9 or later. Both require git on your PATH. The Python package's CLI entry point is also graphkeeper (e.g. graphkeeper build). See python/README.md for the Python-specific walkthrough, and CHANGELOG.md for each distribution's version history.

Quickstart

Run it against any git repo, including this one:

bash
git clone https://github.com/RudrenduPaul/GraphKeeper.gitcd GraphKeepergraphkeeper build
GraphKeeper build complete: /path/to/GraphKeeper
Co-change graph: 4 commit(s) analyzed, 80 file pair(s) foundgraphify enrichment: skipped -- graphify was not found on PATH. Install it with`uv tool install graphifyy` (or `pipx install graphifyy`) for symbol/call-graphenrichment; GraphKeeper works fine without it, in co-change-only mode.
Wrote /path/to/GraphKeeper/.graphkeeper/graph.json

Now query it:

bash
graphkeeper query co-change src/git.ts
Files that historically change alongside "src/git.ts":
     1  src/store.ts     1  src/types.ts     1  test/git.test.ts     1  test/store.test.ts     1  test/test-helpers.ts

If graphify is installed (uv tool install graphifyy), graphkeeper build automatically shells out to its local, no-API-key graphify extract --code-only and merges its symbol/call-graph into the same store, unlocking call-graph queries:

bash
graphkeeper query calls mineCoChange
mineCoChange() (src/git.ts)
Calls (2):  --> assertIsGitRepo()  --> runGit()
Called by (1):  <-- build()

(Also real output, from running graphkeeper build against this repo with graphify installed.)

[Running graphkeeper build with graphify installed, merging its symbol/call-graph into the same store, then graphkeeper query calls answering a call-graph question from the enriched store]

Without graphify installed, that same command explains exactly why the answer isn't available instead of crashing or returning an empty result:

Call-graph query for "mineCoChange" is not available.
graphify was not found on PATH. Install it with `uv tool install graphifyy`(or `pipx install graphifyy`) for symbol/call-graph enrichment; GraphKeeperworks fine without it, in co-change-only mode.

Every command also supports --json for scripts and agents:

bash
graphkeeper query co-change src/git.ts --json
json
{  "file": "src/git.ts",  "results": [    { "file": "src/store.ts", "count": 1 },    { "file": "src/types.ts", "count": 1 },    { "file": "test/git.test.ts", "count": 1 },    { "file": "test/store.test.ts", "count": 1 },    { "file": "test/test-helpers.ts", "count": 1 }  ]}

[Running graphkeeper query co-change with --json for a script-consumable answer, then graphkeeper query calls without graphify installed showing the graceful not-available explanation instead of a crash]

Features

  • Mines real commit history, not a static snapshot. graphkeeper build runs git log --no-merges --name-only across the full history of the repo and counts every file pair that changed together in the same commit. There's no guessing at coupling from folder structure or import statements alone; the answer comes from how the codebase actually got edited over time.
  • --max-files-per-commit protects the signal. A single vendoring commit or mass reformat that touches 400 files would otherwise pollute every pair in that commit. The default cap (100 files) skips commits above that threshold so real coupling doesn't drown in noise.
  • Optional call-graph enrichment, never required. When graphify is on PATH, graphkeeper build shells out to its local graphify extract --code-only --no-cluster and merges the resulting symbol/call edges into the same store, unlocking graphkeeper query calls. Without graphify, GraphKeeper still works in co-change-only mode and says so plainly instead of failing.
  • Every command has a --json mode. graphkeeper query co-change <file> --json and the equivalents return machine-readable output, so an agent's calling code parses a real data structure instead of scraping text.
  • Two from-scratch implementations, one schema. The npm package (src/, TypeScript) and the PyPI package (python/src/graphkeeper/, Python) are independent ports, not a wrapper of one around the other. Both read and write the same .graphkeeper/graph.json, so a store built with one CLI is queryable from the other.
  • Every subprocess call uses an argv array, never a shell string. Git and graphify are both invoked through spawnSync/subprocess.run with a list of arguments, so a crafted commit message or filename in the repo being analyzed can't be interpreted as shell syntax.

CLI Reference

Usage: graphkeeper [options] [command]
Options:  -V, --version           output the version number  -h, --help              display help for command
Commands:  build [options] [path]  Mine git history for co-change and (if available)                          merge in graphify's symbol/call graph  query                   Query the GraphKeeper store built by                          `graphkeeper build`  help [command]          display help for command

graphkeeper build [path]

Walks path (default: current directory), runs git log --no-merges --name-only across the whole history, and counts how often each pair of files was touched in the same commit. Writes the result to .graphkeeper/graph.json.

OptionDescription
--jsonemit machine-readable JSON instead of human-readable text
--max-files-per-commit <n>skip commits touching more than this many files (default: 100), keeping a single mass-reformat or vendoring commit from drowning out real co-change signal
--no-graphifyskip graphify enrichment even if graphify is installed

If graphify is detected on PATH, build also runs graphify extract <path> --code-only --no-cluster (graphify's own headless, local, no-API-key AST extraction path) into a directory inside .graphkeeper/, and merges its nodes/edges into the same store. The build output always states plainly whether that enrichment was included, and why it was skipped if not.

graphkeeper query co-change <file>

Lists files that historically changed alongside <file>, ranked by how many commits touched both.

OptionDescription
--jsonemit machine-readable JSON instead of human-readable text
--limit <n>cap the number of results
--graph <path>path to a specific graph.json (default: <cwd>/.graphkeeper/graph.json)

Exit code 0 when results are found, 1 when there's no co-change data for that file yet, 2 on a usage or filesystem error.

graphkeeper query calls <symbol>

Shows callers and callees of <symbol>, using graphify's calls edges from the most recent build. Only meaningful when that build included graphify enrichment; if it didn't, this prints a clear explanation of why instead of a crash or a silent empty result.

OptionDescription
--jsonemit machine-readable JSON instead of human-readable text
--graph <path>path to a specific graph.json (default: <cwd>/.graphkeeper/graph.json)

Exit code 0 when the symbol is found, 1 when it isn't (or enrichment wasn't available), 2 on a usage or filesystem error.

MCP Server

GraphKeeper ships a Model Context Protocol server so an AI coding agent (Claude, Cursor, or any MCP-compatible client) can mine co-change history and query the graph directly, without a human invoking the CLI by hand.

Install the extra:

bash
pip install "graphkeeper-cli[mcp]"

Add it to your MCP client's config (for Claude Desktop, claude_desktop_config.json):

json
{  "mcpServers": {    "graphkeeper": {      "command": "uvx",      "args": ["--from", "graphkeeper-cli", "graphkeeper-mcp"]    }  }}

The server exposes one tool, run, that shells out to the published graphkeeper-cli npm package (via npx graphkeeper-cli) with the given subcommand and arguments plus --json, and returns the parsed JSON result:

run(["build", "."])run(["query", "co-change", "src/git.ts"])

Transport is stdio, so there is nothing to host: the MCP client spawns the server as a local subprocess. Source: python/src/graphkeeper/mcp_server.py.

Library API Reference

Both packages expose a real importable surface, listed below. The command line is a thin wrapper over the same functions.

TypeScript / JavaScript (graphkeeper-cli on npm)

ts
import { build, queryCoChange } from "graphkeeper-cli";
const result = build(".");console.log(`${result.store.commitsAnalyzed} commit(s) analyzed`);
const coChange = queryCoChange(result.store, "src/git.ts");for (const row of coChange.results) {  console.log(row.count, row.file);}
ExportSignature
buildbuild(targetPath: string, options?: BuildOptions): BuildResult
queryCoChangequeryCoChange(store: GraphKeeperStore, file: string, options?: { limit?: number }): CoChangeQueryResult
queryCallsqueryCalls(store: GraphKeeperStore, symbol: string): CallsQueryResult
findGraphifyNodefindGraphifyNode(nodes: GraphifyNode[], symbol: string): GraphifyNode | null
normalizeFileArgnormalizeFileArg(store: GraphKeeperStore, file: string): string
detectGraphifydetectGraphify(): { installed: boolean; version: string | null }
runGraphifyEnrichmentrunGraphifyEnrichment(repoRoot: string): GraphifyEnrichment
mineCoChangemineCoChange(repoPath: string, options?: { maxFilesPerCommit?: number }): CoChangeMiningResult
GitErrorError subclass thrown on a git-related failure
resolveRepoRootresolveRepoRoot(targetPath: string): string
readStorereadStore(repoRoot: string, overridePath?: string): GraphKeeperStore
writeStorewriteStore(repoRoot: string, store: GraphKeeperStore): string
PathSafetyErrorError subclass thrown when a resolved path escapes the repo root
graphFilePathgraphFilePath(repoRoot: string): string

Types (GraphKeeperStore, CoChangeEdge, GraphifyNode, GraphifyEdge, GraphifyRawGraph, GraphifyEnrichment, BuildOptions, BuildResult, CoChangeQueryResult, CallsQueryResult) ship as .d.ts declarations alongside the compiled output; no separate generated docs site exists yet.

Python (graphkeeper-cli on PyPI)

python
from graphkeeper import build, query_co_change
result = build(".")print(f"{result.store.commits_analyzed} commit(s) analyzed")
co_change = query_co_change(result.store, "src/git.py")for row in co_change.results:    print(row.count, row.file)

graphkeeper.__all__ exports: build, query_co_change, query_calls, find_graphify_node, normalize_file_arg, detect_graphify, run_graphify_enrichment, mine_co_change, unquote_git_path, GitError, resolve_repo_root, read_store, write_store, graph_file_path, PathSafetyError, plus the GraphKeeperStore, CoChangeEdge, GraphifyNode, GraphifyEdge, GraphifyEnrichment, BuildOptions, BuildResult, CoChangeQueryResult, CoChangeResultRow, and CallsQueryResult dataclasses. Same names as the TypeScript export table above, in snake_case. No separate generated docs site exists yet; the docstring at the top of python/src/graphkeeper/__init__.py covers the same ground as this section.

Comparison

GraphKeepergraphifyGitNexusGreptileAugment Code
What it doesMines git log for file-level co-changeSymbol/import/call-graph extraction via tree-sitter, AI-assistant skillCLI + MCP tools (native, local) with an optional no-install browser/WASM mode; structural + call-flow analysisHosted AI code review with a graph-indexed codebaseHosted AI coding platform with a live code dependency graph (Context Engine), plus commit-history and docs indexing
Local-only?Yes, alwaysYes, for code parsing (docs/media indexing calls a backend if configured)Yes for the CLI/MCP path; the browser mode runs client-side but needs the hosted web appNo by default; self-hosted/air-gapped is available on the Enterprise tier onlyNo; cloud-hosted, no self-host option publicly documented
Free/OSS?Yes, Apache-2.0Yes, Apache-2.0No, PolyForm Noncommercial 1.0.0Free Starter tier (1 seat, 50 credits/month), not open sourceNot publicly documented as free; enterprise sales-led pricing
Co-change mining?Yes, this is the whole toolNoNoNoNo
GraphKeeper's relationship--GraphKeeper enriches its own store from graphify's local extract output when graphify is installed; doesn't reimplement itDifferent delivery model (CLI+MCP+optional browser app vs. this project's plain CLI); no co-change miningTeam/PR-review focused, hosted product, not a local single-agent toolEnterprise coding-assistant platform, not a standalone local CLI

("Not publicly documented" is used instead of a guess anywhere a competitor doesn't publish the number. Verified against each project's own README, pricing page, or public site as of August 2026.)

What Is GraphKeeper, and Why Does It Exist

GraphKeeper is a local CLI and library, published to both npm and PyPI as graphkeeper-cli, that mines git log for file-level co-change: which files have historically been edited in the same commit as a given file. It writes that data to a single JSON file, .graphkeeper/graph.json, and answers queries against it with no network calls.

It exists because an AI coding agent working solo on a codebase it doesn't already know well has no fast way to answer "what else usually changes when I touch this file?" without running its own git log --name-only scan and tallying the results by hand, every time it's asked. GraphKeeper precomputes that answer once and makes it queryable, including in a --json form a script or agent can parse directly.

GraphKeeper does not reimplement symbol or call-graph extraction. graphify (100K+ GitHub stars, Apache-2.0, pip install graphifyy) already does that across 36 tree-sitter grammars and ships as a slash-command skill for Claude Code, Cursor, Codex, Gemini CLI, GitHub Copilot, and 15+ more assistants (20+ total). When graphify is on PATH, graphkeeper build shells out to its local graphify extract --code-only --no-cluster and merges the result into the same store, unlocking graphkeeper query calls. Without graphify, GraphKeeper still works, in co-change-only mode, and says so directly instead of failing.

How It Works

  1. graphkeeper build runs git log --no-merges --name-only (via a safe argv-array subprocess call, never a shell string) across the whole repo history.
  2. For every commit, it counts every pair of files that changed together. Commits touching more than --max-files-per-commit files (default 100) are skipped, so a single vendoring or mass-reformat commit can't drown out real signal.
  3. If graphify is detected on PATH, GraphKeeper also runs graphify extract <path> --code-only --no-cluster, graphify's own local, no-LLM, no-API-key extraction mode, into a directory inside .graphkeeper/, then merges its nodes/edges into the same store.
  4. The merged result is written once, atomically, to .graphkeeper/graph.json.
  5. graphkeeper query reads that file back and answers co-change or call-graph questions against it. No network calls, ever.

Security

  • Every git and graphify invocation uses an argv array passed directly to the OS (spawnSync in TypeScript, subprocess.run with a list in Python), never a shell string, so commit messages, file names, or repo paths can't be interpreted as shell syntax.
  • .graphkeeper/ output paths are checked against the resolved repo root before every write (symlinks included, via fs.realpathSync), so a maliciously crafted repo can't redirect GraphKeeper's writes outside .graphkeeper/.
  • No telemetry, no network calls, no secrets. The only files GraphKeeper reads are git log output and, optionally, graphify's own graph.json; the only file it writes is .graphkeeper/graph.json.

See SECURITY.md for the vulnerability reporting process.

FAQ

Is GraphKeeper a general codebase knowledge-graph indexer?

Not on its own. graphkeeper build mines git log for file-level co-change and writes those edges to .graphkeeper/graph.json. That file only becomes a symbol/call graph too if graphify is installed and gets merged in during the same build. Without graphify on PATH, the store holds co-change data only, and graphkeeper query calls says so directly instead of returning an empty result.

What does GraphKeeper actually give an agent that grep or git log don't?

A pre-computed, queryable answer to "which files change together here," so an agent doesn't have to run its own git log --name-only scan and tally the results by hand on every question. --json on every command makes that answer script-consumable rather than something a human has to read and re-type.

How do I install it, and does it work on Windows?

npm install -g graphkeeper-cli (Node.js 18+) or pip install graphkeeper-cli (Python 3.9+); both need git on PATH. Neither package contains OS-specific branches or native bindings, and the PyPI listing is classified Operating System :: OS Independent, so it runs the same way on Windows, macOS, and Linux anywhere git and a supported Node or Python runtime are available.

How is this different from graphify, the tool it links to for enrichment?

They answer different questions. graphify extracts symbols, imports, and call graphs straight from source via tree-sitter, across 36 languages; GraphKeeper mines commit history for which files were historically edited together, a signal graphify has no reason to compute. GraphKeeper shells out to graphify's own local extract command when it's present and merges the result in, rather than reimplementing tree-sitter parsing from scratch. Neither replaces the other; see the Comparison table above for how GitNexus, Greptile, and Augment Code differ from both.

What actually breaks GraphKeeper, or gives an empty result?

Two real cases, both documented, neither a crash: a shallow git clone (GitHub Actions' default fetch-depth: 1) has no history to mine, so build reports 0 commit(s) analyzed and writes an empty co-change graph; full history (fetch-depth: 0) is required. Separately, query calls only returns results if the most recent build ran with graphify on PATH; if it didn't, the command explains that plainly (graphify was not found on PATH...) instead of pretending the symbol doesn't exist.

Is it safe to run against a repo I don't fully trust?

Every git and graphify call goes through an argv array straight to the OS (spawnSync / Python's subprocess.run with a list, never a shell string), so filenames or commit messages can't be interpreted as shell syntax. Every .graphkeeper/ write is checked against the resolved repo root, symlinks included, before it happens. There are no network calls anywhere in the tool, so nothing about the repo you point it at leaves your machine.

Is the npm CLI just a wrapper around the Python one, or vice versa?

Neither. They're two independent, from-scratch implementations (src/ for TypeScript, python/src/graphkeeper/ for Python) that happen to agree on the same .graphkeeper/graph.json schema, the same subcommands, flags, and exit codes. A store built by one can be read by the other. The Python port's own test suite (ported from the TypeScript vitest suite) is 78 tests, run against a real subprocess CLI invocation, not a mock of the other language's output. Both suites pass in a clean install as of this writing: 78/78 on the TypeScript side (npm test), 78/78 on the Python side (pytest).

What license is this under, and can I use it commercially?

Apache License 2.0, for both the npm and PyPI packages, with no dual licensing and no separate commercial tier. That permits commercial use, modification, and redistribution, with attribution and the standard Apache patent grant. See LICENSE for the full text.

Contributing

Issues and PRs welcome. To build the TypeScript package from source:

bash
git clone https://github.com/RudrenduPaul/GraphKeeper.gitcd GraphKeepernpm installnpm run buildnpm testnpm run lintnpm run typecheck

For the Python package, see python/README.md. Full contribution guidelines covering both codebases are in CONTRIBUTING.md.

License

Apache License 2.0

来源:README.md,提交 1dd3d96

工具

0
SourceWeft 尚未在沙箱中启动过该软件包,因此其工具未知。

版本历史

1
  1. v0.1.5最新Sep 16, 2026

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