Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"sem": {
"command": "npx",
"args": [
"-y",
"@ataraxy-labs/sem",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add sem -- npx -y @ataraxy-labs/sem mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"sem": {
"command": "npx",
"args": [
"-y",
"@ataraxy-labs/sem",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"sem": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@ataraxy-labs/sem",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 Ataraxy-Labs 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.29.0)于8天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:Spec Driven Development, Remote Desktop Commander, AvaHR
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Read hiring data and create inactive assessment and questionnaire drafts for human review.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Part of the [Ataraxy Labs](https://ataraxy-labs.com) stack: agent-native infrastructure for software development. See also: weave (entity-level git merge driver) · inspect (semantic code review) · opensessions (tmux sidebar for coding agents).
Read the manifesto: https://ataraxy-labs.com/#thesis · Essays: https://ataraxy-labs.com/blogs · LLMs: https://ataraxy-labs.com/llms.txt
Semantic version control built on Git.
Instead of lines changed, sem tells you what entities changed: functions, methods, classes.
Why sem? · Using sem with agents · Install · Commands · Agents (MCP) · Cloud consent · Releases
sem is a semantic version control tool that works on top of Git. It parses your code with tree-sitter, extracts every function, class, and method as an entity, and diffs at the entity level instead of lines. This means you see "function blahh was modified" instead of "lines x-y changed."
It works in any Git repo with no setup.
Cloud-backed queries are opt-in per repo: logging in does not upload a repo or send a query. See the cloud consent flow for the public/private repo states, preview screen, local audit log, and forget controls.
Four questions, four verbs. Every verb takes --json.
| Question | Verb |
|---|---|
| Where is it? | sem find, sem grep |
| What does my change touch? | sem impact |
| Is it correct? | sem check |
| What should a human review? | sem certify |
Where is it? Find a function, class or method by name:
sem find parse_config
function parse_config src/config.py:1
Who calls it (--callers), what it uses (--refs), or its code with its callers and callees (--context):
sem find parse_config --callers
function parse_config src/config.py:1
function load src/config.py:6 function test_parse_config tests/test_config.py:4
Search text, like rg:
sem grep splitlines
src/config.py:2: pairs = [line.split("=", 1) for line in text.splitlines() if line]
What does my change touch? Everything that depends on an entity, and the tests to run:
sem impact parse_config --tests
⚡ 1 tests affected:
tests/test_config.py function test_parse_config (L4–5)
sem impact --diff HEAD --tests answers the same for your whole uncommitted change.
Is it correct? Run the project's own compiler, type checker, linter and tests, rechecking only what the change can affect when that gives the same answer. Exit 0 means pass, 1 fail, 2 could not decide:
sem check
cmd FAIL full sh (0 rechecked, 279 ms)
python3 -m pytest -q tests exited 1: E AssertionError: assert {'a': '1'} == {'a': '2'}
What should a human review? A review certificate for a commit range: what changed, which callers the change leaves behind, which tests reach it:
sem certify main..HEAD
# sem certificate 94f4bd74e26e..d73d4d092b43
1 files, 2 entities changed (1 added, 1 modified, 0 deleted, 0 renamed, 0 moved).
parse_config (src/config.py:1): 2 static caller(s) in 2 file(s) that this change does not modify
For agents that speak MCP, sem mcp serves the same verbs as tools (see Use with AI agents).
curl -fsSL https://raw.githubusercontent.com/Ataraxy-Labs/sem/main/install.sh | sh
Or via Homebrew:
brew install sem-cli
Or via winget on Windows:
winget install AtaraxyLabs.sem
Or via Scoop on Windows:
scoop install sem
Or install the npm wrapper into node_modules:
npm install --save-dev @ataraxy-labs/sem
With Bun, trust the package so its postinstall script can download the binary:
bun add -d @ataraxy-labs/sem
bun pm trust @ataraxy-labs/sem
Once installed, update to the latest release any time:
sem config update
Or via cargo, from crates.io:
cargo install sem-cli
Or build the latest main from source (requires Rust):
cargo install --git https://github.com/Ataraxy-Labs/sem sem-cli
Or grab a binary from GitHub Releases.
Or run via Docker:
docker build -t sem .
docker run --rm -it -u "$(id -u):$(id -g)" -v "$(pwd):/repo" sem diff
GNU Parallel ships a sem binary (/usr/bin/sem) as a symlink to parallel. If you have both installed, they'll collide. Run sem --version to check which one you're using. (#77)
Quick fixes:
# Option 1: alias in your shell profile (~/.bashrc, ~/.zshrc)
alias sem="$HOME/.cargo/bin/sem"
export PATH="$HOME/.cargo/bin:$PATH"
export PATH="$(brew --prefix)/bin:$PATH"
If you installed via npm/bun, the binary lives in node_modules/.bin/sem and is invoked through npx sem or bunx sem, which avoids the conflict entirely.
Works in any Git repo. No setup required. Also works outside Git for arbitrary file comparison.
| Verb | The question it answers |
|---|---|
sem find | Where is it defined? Who calls it, what does it use, what is around it? |
sem grep | Where does this text appear? |
sem impact | What does changing this entity, or this diff, touch? |
sem check | Is my change correct? |
sem certify | What should a human review in this commit range? |
sem diff | Which functions and classes changed? |
sem graph | How is the code connected? |
sem history | How did this entity change over time? Who last changed it? |
sem cloud | Account, cloud reviews, cross-repo queries |
sem config | git diff integration, telemetry, completions, updates, stats |
sem mcp | The same verbs as MCP tools for agents |
sem --help shows every flag with an example.
sem stores its SQLite entity cache outside the repository, under the OS cache directory by default. Set SEM_CACHE_DIR=/path/to/cache to override the cache root; repo-local overrides are ignored so cache files do not dirty the working tree.
Find entity definitions by name, then ask about one: who calls it, what it uses, or its code with the code around it. Answers come from an on-disk query index (index.sem, next to the entity cache); the first call in a repo builds it, later calls read it directly, with no daemon.
sem find "function diff_command" # where it is defined ("type name" narrows by kind)
sem find diff_command load_config # several names in one call sem find diff_command --callers # who calls it; says when the caller set may be incomplete sem find diff_command --refs # what it calls and references sem find diff_command --context # its code plus callers and callees, within a token budget sem find diff_command --context --budget 4000 --hops 1 sem find --in src/auth.ts # every entity in a file or directory sem find diff_command --in src/ # only definitions under src/ sem find --text "retry budget" # entity bodies containing a string, named by entity sem find diff_command --json # JSON on any of the above
With --context, when the target signature itself does not fit, JSON output reports target_omitted: true.
Text search across source files, rg-compatible file:line:text output, served from the index's trigram postings when one exists.
sem grep "TODO"
sem grep -i todo src/ # case-insensitive, under src/ sem grep -e foo -e bar --json # several patterns, hits kept apart
What breaks if an entity changes: its dependencies, its dependents (transitively), and the tests that reach it.
sem impact authenticateUser # full impact
sem impact authenticateUser --deps # direct dependencies only sem impact authenticateUser --dependents sem impact authenticateUser --tests # the tests to run sem impact authenticateUser --file src/auth.ts # disambiguate by file sem impact --diff HEAD --tests # tests for the uncommitted change sem impact --diff main..HEAD --json # one impact report per changed entity
With --diff and --tests in a JS/TS workspace, the answer is the module graph's affected-test selection over the changed files (sem graph --modules affected-tests); elsewhere it is the entity graph's. --no-default-excludes includes generated, fixture, vendor, benchmark and build trees.
Runs the project's compiler, type checker, linter and tests on the working tree and prints one verdict: exit 0 pass, 1 fail, 2 could not decide. Each checker gives the verdict the real tool would give on the whole project; it rechecks only what the change can affect when that is provably the same answer, and otherwise runs the tool in full and says why. Nothing to check is 2, never a pass.
sem check # every checker the project has
sem check --checkers ts,lint,tests # only these sem check --base origin/main # against origin/main instead of HEAD sem check --promises # also prove every promise in .sem/promises can fail sem check --json # one JSON object with a verification certificate
Checkers are detected from the project. TypeScript, lint and JS tests (vitest, jest) follow the module graph, Go rechecks affected packages, Python type checking (pyright scoped by imports, or mypy) and pytest rerun only the files a change can reach, and C and C++ recompile only the translation units in compile_commands.json that include a changed file. Cargo, Gradle or Maven, dotnet and SwiftPM run their own build, which already rebuilds only what changed, and are skipped outright when no input changed since the base passed (a TypeScript edit never reruns the Rust build).
An edit inside the body of a Python function that declares its return type cannot change what other files see, so only that file is rechecked.
Commands of your own go in .sem/check.json, e.g. {"commands": [{"run": "make lint", "inputs": ["src/**"]}]}. A command that lists its inputs is skipped when none of them changed since it passed; one without runs every time.
A review certificate for a commit range: entities touche
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