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)
Translate Python between English keywords and your language, with round-trip verification.
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。
LEGESHER_MCP_LOG_LEVEL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": {
"legesher": {
"command": "uvx",
"args": [
"legesher-mcp"
],
"env": {
"LEGESHER_MCP_LOG_LEVEL": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add legesher --env LEGESHER_MCP_LOG_LEVEL=your-value -- uvx legesher-mcp运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"legesher": {
"command": "uvx",
"args": [
"legesher-mcp"
],
"env": {
"LEGESHER_MCP_LOG_LEVEL": "your-value"
}
}
}
}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": {
"legesher": {
"type": "stdio",
"command": "uvx",
"args": [
"legesher-mcp"
],
"env": {
"LEGESHER_MCP_LOG_LEVEL": "your-value"
}
}
}
}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。
LEGESHER_MCP_LOG_LEVEL env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 legesher 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(0.3.0)于3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 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, Microsoft Exchange Online MCP
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.
Exchange Online admin for MSPs: forwarding audits, EWS posture and offboarding, no PowerShell
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。
The Legesher Model Context Protocol server: the engine's translation capability inside every MCP-capable client — Claude, IDE assistants, agent frameworks — as six coarse, task-shaped tools.
Using the MCP server is free forever (Apache-2.0). The local server runs entirely against the locally installed Legesher engine: it needs no account, and every tool call is served locally. Optional usage telemetry is planned and will be off unless you turn it on; the Privacy section below says exactly what it would send. Some capabilities require a Legesher account on the hosted instance. What the server does is defined by this open package and nothing else.
| Tool | What it does |
|---|---|
translate_to_native | Translate Python source into your natural language. Accepts complete files and fragments alike — no separate snippet mode. |
translate_to_source | Translate native-language code back to English-keyword Python — the form the interpreter, the toolchain, and upstream collaborators use. |
explain_in_language | Return the *engine facts* an assistant needs to explain code in your language: construct-by-construct keyword mappings, a static validation result, and (optionally) the translated source. The model writes the prose; the tool never does. |
lookup_keyword_mapping | Quick-reference lookup: how do specific terms (or the full mapping) render in a language. |
map_existing_codebase | The legibility report: given a set of files, what would translating this codebase into a language look like — per-file coverage, unmapped constructs, and optionally the translated files. |
validate_identifier_translations | Check proposed identifier translations before recording them: malformed identifiers, unsafe text, names the pack has reserved, drift (one concept, two terms) and collision (two concepts, one term) — against both your existing glossary and the rest of the batch. Comparison is NFKC+casefold, so case variants and decomposed forms count as the same term. Returns the conflict-free subset, NFC-normalized and ready to record. |
Notes on shape, straight from the design:
pivoted: true rather than failing.compile(), never exec() — submitted code is parsed, never executed.unsupported_language, language_pack_not_found, invalid_source) and a generic message: no stack traces, no filesystem paths, no echoed source.| URI | Contents |
|---|---|
legesher://languages | The language catalog with pack availability. |
legesher://languages/{lang}/terms | The full term dictionary (keywords, builtins, exceptions, reserved words) for one language, at the default Python version. |
legesher://languages/{lang}/terms/{python_version} | The same dictionary pinned to a Python version, for callers on a grammar other than the default. |
explain-in — scaffolds "explain the selected code in {language}", steering the model to explain_in_language first and keeping engine facts distinct from narration.translate-review — walks a source/translated pair: translate, validate, then summarize what changed and what did not map.legibility-report — drives map_existing_codebase over pasted files and renders the coverage report as a stakeholder-readable summary.The server needs the Legesher engine. Every language pack ships inside legesher-i18n, so nothing else is installed:
# The server (pulls legesher-core and legesher-i18n, packs included)
uvx legesher-mcp
Inside the monorepo workspace every shipped pack is already installed:
uv run legesher-mcp
The server is quiet by default (log level WARNING). For troubleshooting, set LEGESHER_MCP_LOG_LEVEL (DEBUG, INFO, WARNING, ERROR, CRITICAL); unrecognized values fall back to the quiet default. GUI clients do not run your shell, so the variable has to go in the client's own config — every block below shows where.
claude_desktop_config.json (Settings → Developer → Edit Config):
{
"mcpServers": { "legesher": { "command": "uvx", "args": ["legesher-mcp"], "env": { "LEGESHER_MCP_LOG_LEVEL": "DEBUG" } } } }
claude mcp add legesher -- uvx legesher-mcp
claude mcp add legesher --env LEGESHER_MCP_LOG_LEVEL=DEBUG -- uvx legesher-mcp
.cursor/mcp.json (project) or ~/.cursor/mcp.json (global):
{
"mcpServers": { "legesher": { "command": "uvx", "args": ["legesher-mcp"], "env": { "LEGESHER_MCP_LOG_LEVEL": "DEBUG" } } } }
.vscode/mcp.json (workspace) or the user-level mcp.json (Command Palette: *MCP: Open User Configuration*):
{
"servers": { "legesher": { "type": "stdio", "command": "uvx", "args": ["legesher-mcp"], "env": { "LEGESHER_MCP_LOG_LEVEL": "DEBUG" } } } }
settings.json → context_servers:
{
"context_servers": { "legesher": { "command": { "path": "uvx", "args": ["legesher-mcp"], "env": { "LEGESHER_MCP_LOG_LEVEL": "DEBUG" } } } } }
The env block is optional in every case — drop it to keep the quiet default.
stdio is the default and what every client config above spawns. The same server also speaks the MCP streamable HTTP transport, for running it as a long-lived local service or on a machine you control:
legesher-mcp --transport streamable-http # 127.0.0.1:8000/mcp
legesher-mcp --transport streamable-http --port 9000 legesher-mcp --transport streamable-http --host 192.0.2.7
The posture, deliberately:
--host defaults to 127.0.0.1, and wildcard binds (0.0.0.0, ::) are refused: this entry ships no authentication, so it binds exactly one interface you name. To serve beyond a machine you trust end to end, put your own auth in front (below).application/json, not SSE.Origin header are unaffected.Embedding instead of running: legesher_mcp.server.create_server() builds the complete server from a Backend and an entitlement gate, and create_http_app() returns it as an ASGI app to mount behind your own middleware (TLS, auth, request context for the gate — see legesher_mcp.gate.request_context). The gate is default-open: no deployment code here installs one, gated tools always stay listed, and an unentitled call answers with an actionable message rather than an opaque failure. validate_identifier_translations is permanently free by construction.
The server is the deterministic half; two shipped artifacts carry the policy and playbook half for agent sessions:
AGENTS.md, fill in the declared language, and every AGENTS.md-reading agent (Codex, Cursor, Claude Code, Antigravity, Windsurf) picks up the same eight rules: write natively, never hand-translate keywords, one-concept-one-term naming via the project glossary, and the byte-identical round-trip guarantee. The file is the *declaration*; long sessions evict rules files from context, which is exactly why the deterministic tools — not the file — are the *guarantee*..claude/skills/. Skills carry the *stable* playbook; the MCP server stays the live surface — that split is deliberate.LEGESHER_MCP_TELEMETRY=on in the server's environment (the env block or --env flag of your client config, as in the examples above).DO_NOT_TRACK=1 or LEGESHER_TELEMETRY_DISABLED=1 always wins and overrides every other setting.map_existing_codebase are report labels — echoed back to you, never logged, never used to touch the filesystem. This is why validate_identifier_translations takes your glossary as *content* and hands back the accepted entries rather than saving them: recording is yours to do, whether that is .legesher/identifier_map.json in your repo or the legesher CLI, which already maintains that file. A durable glossary that outlives the session and is shared across repos and teammates is a system of record, and belongs behind the hosted API — not in a local subprocess.readOnlyHint: true, idempotentHint: true, destructiveHint: false, openWorldHint: false. Clients that read the hints (Claude Code among them) can reduce or skip approval prompts, because no tool call writes a file, executes submitted code (validation is compile() only), or opens a socket. A surface-lock test asserts the annotations, so a future tool that *does* any of those has to change them deliberately.cd libs/mcp
uv run pytest # the per-commit suite (every tool, through MCP) uv run pytest -m scheduled # release-tier: all-packs sweep + wheel spawn uv run ruff check . # lint uv run mypy legesher_mcp # types
Two test tiers. The default run exercises every tool through a real MCP client session and stays fast. The scheduled tier is excluded from it and run before a release:
tests/test_roundtrip_sweep.py, so a fix announces itself.只显示了开头部分;其余内容请在仓库中阅读