Позволяет кодинг-агентам обнаруживать, воспроизводить и подтверждать исправления состояний гонки (race conditions) в веб-приложениях путем изменения порядка сетевых ответов.
Также известен как genclass-dev/GenClass, @genclass/mcp
- Звёзды
- 11
- Инструменты
- 9
- Загрузки, 30 дней
- 1 393
- Последняя версия
- 0.2.2
- Последний коммит
- 14 нояб. 2026 г.
- Лицензия
- Apache-2.0
Что такое GenClass MCP?
GenClass — это MCP server. Позволяет кодинг-агентам обнаруживать, воспроизводить и подтверждать исправления состояний гонки (race conditions) в веб-приложениях путем изменения порядка сетевых ответов. Он предоставляет 9 инструментов, например genclass_status, genclass_findings, genclass_explain.
Сводка сгенерирована из README проекта
О GenClass MCP server
GenClass позволяет кодинг-агентам обнаруживать и исправлять состояния гонки в веб-приложениях. Подключаясь к локальной сборке через @genclass/runtime, сервер дает агентам возможность отслеживать точный порядок сетевых запросов, ответов и изменений состояния. Такая видимость помогает выявлять трудноуловимые баги, такие как устаревшие результаты поиска или потерянные правки, которые не всегда вызывают явные ошибки.
Разработчики используют этот инструмент с такими клиентами, как Claude Code, Cursor, VS Code и IDE от JetBrains, чтобы автоматизировать цикл отладки. Сервер предоставляет специализированные инструменты, такие как genclass_explore для изменения порядка сетевых ответов и симуляции медленного соединения, genclass_replay для воспроизведения бага с определенным порядком доставки данных и genclass_explain для генерации тестов Playwright. По умолчанию всё запускается локально на вашей машине, что обеспечивает конфиденциальность и позволяет доказать эффективность исправления, запуская воспроизведение до и после внесения изменений в код.
Что вы можете с ним делать
- 1Выявление багов с устаревшими даннымиПопросите агента выяснить, почему результаты поиска иногда показывают данные от предыдущих запросов.
- 2Симуляция состояний гонки из-за сетевых задержекДайте агенту команду повторно выполнить шаги с разным порядком сетевых ответов, чтобы найти скрытые состояния гонки.
- 3Проверка исправлений с помощью воспроизведенияПопросите агента воспроизвести конкретную последовательность ошибок, чтобы подтвердить успешность исправления.
- 4Автоматизация регрессионного тестированияПопросите агента написать тест Playwright, который будет падать при возникновении состояния гонки.
Взято из README проекта. Каждый вариант использования проверен на соответствие цитате из него.
Как установить GenClass MCP
Форматы проверены 10 ноя 2026Добавить в CursorУстановка GenClass MCP в Claude Code
$ claude mcp add genclass -- npx -y @genclass/mcpУстановка GenClass MCP в Cursor
~/.cursor/mcp.json
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp"
]
}
}
}Установка GenClass MCP в VS Code
.vscode/mcp.json
{
"servers": {
"genclass": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@genclass/mcp"
]
}
}
}Установка GenClass MCP в VS Code CLI
$ code --add-mcp '{"name":"genclass","type":"stdio","command":"npx","args":["-y","@genclass/mcp"]}'Установка GenClass MCP в Claude Desktop
claude_desktop_config.json
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp"
]
}
}
}Установка GenClass MCP в Codex
~/.codex/config.toml
[mcp_servers.genclass] command = "npx" args = ["-y", "@genclass/mcp"]
Установка GenClass MCP в Gemini CLI
~/.gemini/settings.json
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp"
]
}
}
}Инструменты GenClass MCP 9
Определено из READMEgenclass_statusgenclass_findingsgenclass_explaingenclass_exploregenclass_replaygenclass_analyticsgenclass_setupgenclass_scangenclass_clear
| genclass_status | — | |
| genclass_findings | — | |
| genclass_explain | — | |
| genclass_explore | — | |
| genclass_replay | — | |
| genclass_analytics | — | |
| genclass_setup | — | |
| genclass_scan | — | |
| genclass_clear | — |
Автоматические проверки
Запущено 12 нояб. 2026 г.Полный отчёт →Прошло наши автоматизированные проверки. Это не аудит безопасности: изучите код и предоставьте серверу минимально необходимый доступ. Как работают проверки
- Связанный и доступный исходный репозиторийПройдено
- Open source лицензия (OSI)Пройдено
- Коммит или релиз за последний годПройдено
- Имя пакета не похоже на популярный пакетПройдено
- Удаленная конечная точка использует HTTPSНе проверялось
- Деструктивные инструменты помеченыПройдено
- Нет скрытых инструкций для моделиПройдено
- Нет критических предупреждений в пакете или его зависимостяхПройдено
README
Открыть на GitHub@genclass/mcp
Your coding agent can see the race, replay it, and prove the fix.
An MCP server for Claude Code and other coding agents. It connects to the pages of your app running on your machine
(through @genclass/runtime's agent link) and gives the agent:
- What happened, in order. Every click, request and response, the order the responses were delivered, what each response wrote into the app's state, and uncaught errors with the click and request that led to them.
- Bugs that never throw. A response that overwrote newer data (the classic stale search result or lost edit), the same order submitted twice by two clicks, and the on-device model's own detections.
- Races found before users find them.
genclass_exploreruns your steps again with the network answering in different orders (and slower, if you like) and reports what ends differently from the run where responses came back in order. - Proof.
genclass_replaydelivers the exact order that produced a bug again, before your fix (reproduced) and after it (not reproduced), andgenclass_explainwrites a Playwright test that fails while the bug is there.
By default everything stays on your machine (see Privacy). No dependencies. The server is free. For developers who want the loop run for them, GenClass runs it as a service under Enterprise: the MCP server, collector and dashboard hosted by GenClass or inside your network (genclass.dev/enterprise).
Install
Pick your client. Every block pins this release, so the client starts exactly this version;
npx -y @genclass/mcp@0.2.2 config <client> prints the same lines, and genclass_setup prints the block for the
client it runs in.
Claude Code
As a plugin (the server, a prompt hook that brings new findings to each prompt, and the genclass skill with the procedure):
/plugin marketplace add genclass-dev/genclass-plugin
/plugin install genclass@genclass
Or the server alone (--scope project writes .mcp.json for everyone on the project; --scope user for all your projects). init also writes the skill to .claude/skills/genclass/SKILL.md (--no-skill leaves it out):
claude mcp add --scope project genclass -- npx -y @genclass/mcp@0.2.2
# or: npx -y @genclass/mcp@0.2.2 init --hook (.mcp.json and the skill, plus the prompt hook in .claude/settings.json)
Or just the skill (no server): npx skills add genclass-dev/genclass-plugin. (genclass-dev/genclass-plugin is this plugin at a repository root, assembled from this package; the marketplace in genclass-dev/GenClass lists the same plugin.)
Claude Desktop
Settings, Developer, Edit Config (~/Library/Application Support/Claude/claude_desktop_config.json on macOS, %APPDATA%\Claude\claude_desktop_config.json on Windows):
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp@0.2.2"
]
}
}
}
Cursor
or cursor://anysphere.cursor-deeplink/mcp/install?name=genclass&config=eyJjb21tYW5kIjoibnB4IiwiYXJncyI6WyIteSIsIkBnZW5jbGFzcy9tY3BAMC4yLjIiXX0%3D
Or .cursor/mcp.json in the project (~/.cursor/mcp.json for all projects):
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp@0.2.2"
]
}
}
}
VS Code
code --add-mcp '{"name":"genclass","command":"npx","args":["-y","@genclass/mcp@0.2.2"]}'
Or .mcp.json at the workspace root (the portable format; .vscode/mcp.json takes the same entry under servers):
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp@0.2.2"
]
}
}
}
Codex CLI
As a plugin (the server and the genclass skill):
codex plugin marketplace add genclass-dev/genclass-plugin
codex plugin add genclass@genclass
Or the server alone:
codex mcp add genclass -- npx -y @genclass/mcp@0.2.2
Or ~/.codex/config.toml (.codex/config.toml in a trusted project). The first start downloads the package, so allow more than the default 10 seconds:
[mcp_servers.genclass]
command = "npx"
args = ["-y", "@genclass/mcp@0.2.2"]
startup_timeout_sec = 30
Gemini CLI
As an extension (the server and the genclass skill):
gemini extensions install https://github.com/genclass-dev/genclass-plugin
Or the server alone:
gemini mcp add genclass npx -- -y @genclass/mcp@0.2.2 # -s user: for all projects
Or .gemini/settings.json in the project (~/.gemini/settings.json for all projects):
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp@0.2.2"
]
}
}
}
Windsurf (Devin Desktop)
~/.codeium/windsurf/mcp_config.json (Windsurf), ~/.config/devin/mcp_config.json (Devin Desktop's Cascade agent; %APPDATA%\devin\mcp_config.json on Windows):
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp@0.2.2"
]
}
}
}
Devin CLI and Devin Desktop's Devin Local agent:
devin mcp add -s user genclass -- npx -y @genclass/mcp@0.2.2
Cline
cline mcp add genclass --yes -- npx -y @genclass/mcp@0.2.2
Or MCP Servers, Configure, Configure MCP Servers (~/.cline/data/settings/cline_mcp_settings.json):
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp@0.2.2"
]
}
}
}
Goose
goose://extension?cmd=npx&arg=-y&arg=%40genclass%2Fmcp%400.2.2&id=genclass&name=genclass&description=Find%20race%20conditions%20by%20reordering%20responses%2C%20replay%20one%2C%20prove%20the%20fix (open it to install), or goose configure (Add Extension, Command-line Extension, command npx -y @genclass/mcp@0.2.2), or ~/.config/goose/config.yaml:
extensions:
genclass:
type: stdio
name: genclass
enabled: true
cmd: npx
args: ["-y", "@genclass/mcp@0.2.2"]
env_keys: []
envs: {}
timeout: 300
Zed
~/.config/zed/settings.json (.zed/settings.json in the project), or Settings, AI, MCP Servers, Add Server:
{
"context_servers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp@0.2.2"
]
}
}
}
JetBrains IDEs
AI Assistant: Settings, Tools, AI Assistant, Model Context Protocol (MCP), Add, then this JSON. Junie: .junie/mcp/mcp.json in the project (~/.junie/mcp/mcp.json for all projects), same JSON:
{
"mcpServers": {
"genclass": {
"command": "npx",
"args": [
"-y",
"@genclass/mcp@0.2.2"
]
}
}
}
OpenCode
opencode.json in the project (~/.config/opencode/opencode.json for all projects), or opencode mcp add:
{
"$schema": "https://opencode.ai/config.json",
"mcp": {
"genclass": {
"type": "local",
"command": [
"npx",
"-y",
"@genclass/mcp@0.2.2"
],
"enabled": true
}
}
}
Any other MCP client: a stdio server, command npx, arguments -y @genclass/mcp@0.2.2, no environment variables
required.
The genclass skill
The server's instructions (sent when it connects) tell the agent when to reach for GenClass: the symptom words
("sometimes", "randomly", "only in production", "on slow connections", a value that "flips back", stale or old
results, lost edits, double submits, sideways scrolling), the code changes that call for an explore, the scan before a
UI change is done, and the first call for each. The procedure (the explore arguments, the Playwright pairing, how to
read a report, what to say when done, what to do when the tools are missing) is the genclass skill,
plugin/skills/genclass/SKILL.md. Three ways to get it:
- the plugin installs it with the server and the hook;
npx -y @genclass/mcp@0.2.2 initwrites it to.claude/skills/genclass/SKILL.mdin the project (--no-skillleaves it out). The written file carries agenclass:initmarker line: a rerun replaces a file with the marker and leaves one without it (yours, or edited), and says which;npx skills add genclass-dev/genclass-plugin(the skills CLI: Codex, Cursor, Copilot, Gemini CLI, Claude Code and others) orgh skill install genclass-dev/genclass-plugin genclass(GitHub CLI 2.90 or later, for Copilot) installs the skill alone, with no server (the skill then says how to add one).npx skills add genclass-dev/GenClassinstalls the same file from this repository's root copy,skills/genclass/SKILL.md.
To remove it: delete .claude/skills/genclass/ (or the directory the skill tool wrote to); with the plugin,
/plugin uninstall genclass@genclass.
Then connect the app's development build (once). The agent link needs the newest runtime line, @genclass/runtime
0.3.0-beta.1 or later: npm install @genclass/runtime@0.3.0-beta.6, the version this release was tested with (npm's
latest is the older 0.2.x, which has no agent entry):
import { GenClass } from "@genclass/runtime";
import { connectAgent } from "@genclass/runtime/agent";
// Next.js: process.env.NODE_ENV === "development"
if (import.meta.env.DEV) {
const rt = GenClass.init();
connectAgent(rt);
}
A production build drops all of this (measured with Vite, esbuild and Next.js 15; the package's sideEffects list names
neither entry). Load a page of the dev server and ask the agent for genclass_status. The agent can also ask genclass_setup,
which reads your package.json and shows the lines for your framework.
The skill and the server's instructions tell the agent to show you each of these and wait for your yes: running that
install or adding those lines; npx playwright install chromium and npm i -D playwright; genclass_scan with hosted: true; writing a fix or a
test when you only asked what broke.
What the agent does with it
you: the search results are sometimes for an older query; find out why and fix it
agent: genclass_findings → f1 [stale-write] /search: the response to GET /api/search "?q=reac"
overwrote "search.results" after a newer GET /api/search had already written it
genclass_explain f1 → steps, delivery order, a replay, a regression test
genclass_replay arm f1 → (loads the page, types) → result: REPRODUCED
(fixes the handler to keep only the latest answer, adds the test)
genclass_replay arm f1 → result: not reproduced
genclass_explore start {slow_ms: 600} → 9 runs → report: no race
On a real page in headless Chromium (the package's end-to-end check), explore found that race in 5 of 6 reordered runs of a page that never showed it on the developer's fast backend, the generated test failed on the buggy page and passed on the fixed one, and explore on the fixed page reported nothing. Details: docs/runtime/AGENT.md.
What it calls a race is what the page shows or writes, not the noise of a running page: an age that moved by the time
the session took ("13 minutes ago", "14 minutes ago"), a field name made for each load and a different count of a POST
that only reads are not differences by themselves; "3:30 PM" against "4:00 PM" and a save that never went out are. With
slow_ms one load runs with no added delay (runs + 3 loads: 2 slow baselines, that one, and the reordered runs): what
both slow baselines show and it does not is named as what a slow response alone does, and what only one of them does is
"worth a look". A report that compared nothing says NO VERDICT, not "no race".
Tools
| tool | |
|---|---|
genclass_status |
connected pages, counts of findings, explore and replay state |
genclass_findings |
ranked, deduplicated findings: races, stale writes, errors, duplicate requests, model detections, visual checks |
genclass_explain |
one finding in causal order, the recorded steps, the replay, a Playwright regression test |
genclass_explore |
start / report / stop: find what depends on response order |
genclass_replay |
arm / result: reproduce one finding exactly |
genclass_analytics |
per-endpoint latency, error rates and request counts, learned relations and flows; production numbers from your GenClass dashboard |
genclass_setup |
the lines to add for your framework, and the config lines for the client it runs in |
genclass_scan |
{url, phone?, hosted?}: audit any page (the dev server or a site you do not own) with the 23 measured visual checks in headless Chromium: a score and each problem with its element, selector and a suggested CSS fix, plus the JSON report. Runs npx @genclass/runtime@0.3.0-beta.6 scan --json --local (or the project's own runtime); needs Playwright's Chromium (npx playwright install chromium), or hosted: true for the genclass.dev page check (public pages only, the URL is sent there); the agent asks before either |
genclass_clear |
forget recorded runs and findings |
New findings without asking
- Channels (Claude Code research preview): start Claude Code with
claude --dangerously-load-development-channels server:genclassand new findings arrive in the session as they happen (notifications/claude/channel). - Prompt hook (part of the Claude Code plugin):
npx -y @genclass/mcp@0.2.2 init --hookadds aUserPromptSubmithook to.claude/settings.json; each prompt then carries the findings that changed since the last one.
Environment
| variable | default | |
|---|---|---|
GENCLASS_AGENT_PORT |
47357 |
the bridge's port (the page then needs connectAgent(rt, { url })) |
GENCLASS_STATE_DIR |
.genclass/agent |
where findings persist between sessions; none keeps them in memory |
GENCLASS_DASHBOARD |
your dashboard's private link, for genclass_analytics production (sample reads the public sample) |
|
GENCLASS_REPORT |
on (with GENCLASS_DASHBOARD), or a dashboard link or secret: mirror this server's log of the loop to that dashboard's Closed-loop development view (each finding, each time its evidence is read, each replay armed and its verdict, each regression test written, each explore report, each clear), which draws every issue's path (found, reproduced, fix proven, closed, or round again) with counts and lists the log. Ids, kinds, page paths, verdicts, counts and times only, never page text; off unless set (AGENT.md section 4.5) |
|
GENCLASS_AGENT_ORIGINS |
exact page origins allowed besides this machine's, e.g. http://192.168.1.20:5173 (the page then needs connectAgent(rt, { anyHost: true })) |
|
GENCLASS_TOKEN_DIR |
~/.genclass |
where the bridge keeps its API token (mode 0600) for the hook and other sessions |
Security
The bridge listens on 127.0.0.1 only and checks the Host header. Pages may talk to it only from your machine
(localhost, 127.0.0.1, *.localhost) or an origin you list in GENCLASS_AGENT_ORIGINS (a *.test or LAN dev host): a public
website, a router page or a captive portal you visit cannot plant findings, and a page can only add to its own run.
The agent API refuses browsers and needs a token only your user can read. Everything a page sends is validated,
capped, stripped of invisible characters and shown to the agent as quoted data, never as instructions. Nothing leaves
your machine (the exceptions are under Privacy). See section 6 of
AGENT.md.
Privacy
By default the server collects nothing and sends nothing to GenClass or anyone else. Findings stay on your machine, in
.genclass/agent/ in the server's working directory (the project, for clients that start servers there; set
GENCLASS_STATE_DIR for clients that do not, such as Claude Desktop), which the server gitignores, and in the bridge's memory; the bridge's token is in
~/.genclass. genclass_analytics {source: "production"} reads
your own GenClass dashboard when you set GENCLASS_DASHBOARD to its private link. genclass_scan loads the page the
agent names (that is the page's own traffic) in a local browser; only with hosted: true is the URL sent to the
genclass.dev page check, and when the project has no @genclass/runtime with scan, npx downloads the version this release pins, @genclass/runtime@0.3.0-beta.6, from npm. With GENCLASS_REPORT set (off by
default) the server also mirrors its log of the loop to that dashboard, in small batches: the id, kind and page path of
each finding, when its evidence was read, each replay armed and its verdict, when a regression test was written, each
explore report (page loads compared, races found) and each clear, so the dashboard's Closed-loop development view
draws every issue's path (found, reproduced, fix proven, closed, or round again) and lists what the agent did; never a
title, an evidence line, a snapshot or any page text, and nothing it sends feeds a decision.
The lines above start the runtime in development builds only. On a local or private address it sends no diagnostics (it
does fetch its on-device model from jsDelivr). Running it in production is a separate choice this server does not need:
outside the check GenClass.init() runs for every visitor and sends its disclosed anonymous diagnostics from public
hosts by default (PRIVACY.md), which
GenClass.init({ telemetry: false }) turns off; the agent link is not part of them.
License
Apache-2.0
Вопросы о GenClass MCP
Как добавить GenClass MCP в Claude Code?
Выполните claude mcp add genclass -- npx -y @genclass/mcp в терминале. Добавьте --scope user, чтобы сервер был доступен во всех проектах.
Как добавить GenClass MCP в Cursor?
Откройте ~/.cursor/mcp.json и добавьте сервер в mcpServers, используя конфигурацию Cursor из раздела установки выше.
Какие инструменты предоставляет GenClass MCP?
Он предоставляет 9 инструментов, включая genclass_status, genclass_findings, genclass_explain, genclass_explore, genclass_replay.
Как GenClass находит состояния гонки?
Он использует инструмент genclass_explore для повторного выполнения шагов приложения с сетевыми ответами, которые приходят в другом порядке или с искусственными задержками.
Может ли GenClass помочь доказать, что баг исправлен?
Да, он может воспроизвести именно тот порядок ответов, который вызвал баг, чтобы убедиться, что ошибка возникает до исправления и исчезает после него.
Генерирует ли GenClass автоматизированные тесты?
Да, инструмент genclass_explain может написать тест Playwright, который будет падать при наличии бага.
Остаются ли мои данные приватными при использовании GenClass?
По умолчанию всё остается на вашей локальной машине.