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)
Skills and Scars for AI agents - your agent records its failures and never repeats them.
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。
KIRA_TELEMETRY, KIRA_TELEMETRY_URL, KIRA_HOME, KIRA_PRO_KEY标为机密的值是你账户的钥匙。千万不要分享给别人,也不要粘贴到聊天里。
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": {
"kira": {
"command": "npx",
"args": [
"-y",
"kira-mcp"
],
"env": {
"KIRA_TELEMETRY": "your-value",
"KIRA_TELEMETRY_URL": "your-value",
"KIRA_HOME": "your-value",
"KIRA_PRO_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add kira --env KIRA_TELEMETRY=your-value --env KIRA_TELEMETRY_URL=your-value --env KIRA_HOME=your-value --env KIRA_PRO_KEY=your-value -- npx -y kira-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": {
"kira": {
"command": "npx",
"args": [
"-y",
"kira-mcp"
],
"env": {
"KIRA_TELEMETRY": "your-value",
"KIRA_TELEMETRY_URL": "your-value",
"KIRA_HOME": "your-value",
"KIRA_PRO_KEY": "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": {
"kira": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"kira-mcp"
],
"env": {
"KIRA_TELEMETRY": "your-value",
"KIRA_TELEMETRY_URL": "your-value",
"KIRA_HOME": "your-value",
"KIRA_PRO_KEY": "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。
KIRA_TELEMETRY envKIRA_TELEMETRY_URL envKIRA_HOME 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 aibenyclaude-coder 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。
你需要填写:KIRA_PRO_KEY
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(0.11.0)于3个月前进入注册中心。
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, Draugr
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.
Security scanning for AI agents: SAST, SCA, secrets, IaC, DAST, ranked by real risk.
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。
Every failed retry, every exception, every *"wait — we hit this exact wall last week"* is knowledge your agent throws away when the session ends. Kira keeps it. One MCP install and your agent records what burned it (a *scar*), sees its scars before it works again, and stops paying for the same mistake twice.
Privacy by design. Personal scars and the lookup-miss log are local-only — never uploaded, on any tier. Community telemetry is opt-in and redacts secrets, paths, and identifiers locally before write AND server-side before storage. Run
npm run demo:privacyto see exactly what leaves your machine. Full wire format and opt-out in PRIVACY.md.
Add this snippet to your MCP host config:
{
"mcpServers": { "kira": { "command": "npx", "args": ["-y", "kira-mcp@latest"] } } }
That's it. Your agent now has Kira.
Per-client paths (click)
| Client | Config file |
|---|---|
| Claude Code | ~/.claude/settings.json (global) or .claude/settings.json (per-project) |
| Claude Desktop | macOS: ~/Library/Application Support/Claude/claude_desktop_config.json · Windows: %APPDATA%\Claude\claude_desktop_config.json |
| Cursor | ~/.cursor/mcp.json (global) or .cursor/mcp.json (per-project) |
| Cline / Continue | extension settings → MCP servers |
| Windsurf | ~/.codeium/windsurf/mcp_config.json |
| VS Code (MCP preview) | .vscode/mcp.json |
| Goose | ~/.config/goose/profiles.yaml (under extensions:) |
| Zed | ~/.config/zed/settings.json (context_servers) |
The snippet above works as-is in every one of them — just paste it under mcpServers (or the equivalent key for your client).
Monday agent gates a merge on: npm run build 2>&1 | tail -1
exit code comes from tail, not the compiler → broken code reaches main └─ kira_record_failure( title: "build gate bypassed: exit code swallowed by pipe to tail", instead: "never gate on a piped command without pipefail")
Tuesday new session, same machine └─ session brief: "⚠ You have been burned by this before: never gate on a piped command without set -o pipefail" agent writes the gate correctly. Zero repeats. Zero wasted tokens.
Not a hypothetical — this is the actual first scar in the database, recorded by the agent that built this feature, about a mistake it made *while building it*. The next three scars came the same day. The loop works on day one, for a single user, with zero network effects required. FLYWHEEL.md documents the full improvement loop.
| Tool | What it does | |
|---|---|---|
| Personal memory | kira_record_failure | Capture a retry/exception as a personal scar (local-only) |
kira_personal_brief | Session-start brief of your latest scars — start work already knowing where you got burned | |
kira_premortem | Failure heat-map for a goal *before* starting — "here's where this kind of task has burned you" | |
| Catalog | kira_lookup | Keyword → proven instructions + failure warnings. On a miss, returns scored near_skills / near_scars instead of a shrug |
kira_get | Fetch full step-by-step instructions by ID | |
kira_route | Goal → ordered plan with a skill per step | |
| Community | kira_share_scar | Promote a personal scar into a community submission (sanitized; nothing uploads without your click) — earns contributor status |
| Feedback | kira_report | Report success/retry/failure → feeds the quality loop |
kira_consent / kira_status | Telemetry consent + one-call introspection |
Auto-firing: you don't call Kira — Kira's MCP instructions tell your agent when to. Japanese queries are first-class (CJK bigram matching).
A lookup miss is not a dead end — it's demand data. Kira returns the closest scored matches, records the miss locally (with *what almost matched*), and the weekly flywheel digest turns repeated misses into alias fixes and new-skill candidates. The catalog learns what people actually ask for.
38 community skills across deploy / database / auth / payments / UI / testing / CI / infra / mobile / CMS, and 45 community scars — real failure patterns like *"Vercel deploy succeeds but the app crashes: missing env vars"* or *"Auth.js v5 signIn imported from the wrong side"*. kira_route turns a goal ("build a web app") into an ordered plan with the right skill and scars per step.
Community scars are where personal scars graduate to — and the flow is live. Ask your agent to run kira_share_scar(scar_id): it re-sanitizes your personal scar, generalizes it, and hands you a prefilled submission link (nothing uploads until you click). An intake bot validates the JSON; a human reviews the content; on merge it ships to every Kira user. Prefer forms? Submit a scar directly.
Every accepted scar earns contributor status — sharing is how you get the fresh feed for free (see Contributing below).
Your agent hits a wall Your agent gets a task
↓ ↓ kira_record_failure() kira_premortem(goal) / kira_lookup(keyword) ↓ ↓ ~/.kira/personal-scars/ scars first, then instructions ↓ ↓ next session: brief surfaces agent announces → executes → kira_report() your scars before work starts ↓ ↓ misses + failure notes feed the flywheel never the same mistake twice → digest → catalog improvements
Skills are natural language Markdown — no executable code, no injection risk.
| CLAUDE.md / .cursorrules | Kira | |
|---|---|---|
| Setup | Copy per project | Install once |
| Failure memory | You write it by hand, if you remember | kira_record_failure — captured at the moment it happens |
| Recall | You re-read it, if you remember | Surfaced automatically at session start / task start |
| Selection | You choose | Agent chooses, scored |
| Updates | Manual | Automatic (flywheel) |
| Works across AI tools | Tool-specific | Any MCP client |
There are excellent memory servers (knowledge graphs, session recall, context handoff). Kira is deliberately narrower:
mistake → instead, severity, recurrence count. A pre-task heat-map (kira_premortem) exists only because the data is failures.hit_count — the corpus learns which walls actually get hit, and honest counts are enforced by review.If you need general episodic memory, run one of those servers *alongside* Kira — they don't compete for the same job.
Personal scars (~/.kira/personal-scars/) and the miss log (~/.kira/misses.log) are local-only and never uploaded. Community telemetry is separate and consent-gated:
Mode (KIRA_TELEMETRY env, or kira_consent MCP tool) | What leaves your machine |
|---|---|
off | Nothing. Local log only. |
basic *(default)* | Anonymous core: skill ID, status, anonymous UUID, kira version, OS family, Node major version, free/pro tier. No free text. |
full | Same as basic plus sanitized note / context (secrets, paths, identifiers redacted). |
Full schema, redaction rules, retention, and opt-out instructions: [PRIVACY.md](./PRIVACY.md).
| Env var | Default | Purpose |
|---|---|---|
KIRA_TELEMETRY | (unset → basic) | Override consent level for this process: off, basic, full. |
KIRA_TELEMETRY_URL | https://kira-telemetry.workers.dev/v1/reports | Endpoint for batch upload. |
KIRA_HOME | ~/.kira | Where consent state, personal scars, miss log, and flywheel output live. |
KIRA_KEY | (unset → free tier) | Contributor / supporter key — unlocks the fresh community feed. |
KIRA_REMOTE_URL | (unset → no network) | Opt-in corpus feed URL for the free tier (90-day-delayed commons). |
The corpus is MIT and everything in it eventually becomes free. Freshness is the only premium — failure knowledge decays as models retrain, so the newest scars carry the value:
| Fresh community feed | How | |
|---|---|---|
| Contributor | ✅ free | One accepted scar = 12 months (kira_share_scar → merge → key). First 1,000 contributors: permanent. |
| Supporter | ✅ paid | Sponsor the project → supporter key. Funds human review of every submission. |
| Free | 90 days later | Base corpus ships with npm; delayed commons feed available opt-in. Local features + privacy guarantees are free forever, on every tier. |
Currently in grace mode: the fresh feed is open to everyone until the corpus reaches 100 community scars. Full policy: RECIPROCITY.md.
The first 1,000 contributors get permanent free access to all Kira features (fresh feed included) — see the reciprocity table above.
See CONTRIBUTING.md for how to add Skills and Scars.
Where agents shine — by remembering where they got burned.
*A B Button Corporation project.*