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)
Vet a package (CVEs, license, maintenance) before your AI agent uses it, plus capability discovery.
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。
STARLOG_API_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": {
"starlog": {
"command": "npx",
"args": [
"-y",
"starloghq",
"mcp"
],
"env": {
"STARLOG_API_KEY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add starlog --env STARLOG_API_KEY=your-value -- npx -y starloghq 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": {
"starlog": {
"command": "npx",
"args": [
"-y",
"starloghq",
"mcp"
],
"env": {
"STARLOG_API_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": {
"starlog": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"starloghq",
"mcp"
],
"env": {
"STARLOG_API_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。
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 starloghq 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:STARLOG_API_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(0.9.0)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, Foliosio
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 your support inbox, tag conversations and save draft replies from your AI agent. Never sends.
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。
Starlog
Vet a package before your AI coding agent uses it — authoritative facts (CVEs, license, maintenance), free, local, no account.
Vet a package in one command — nothing to install, no API key, no account:
npx starloghq facts ua-parser-js
Then wire it into your coding agent (Claude Code, Cursor, Copilot, Codex):
npx starloghq init
Source-available under BUSL-1.1 — free to use, modify, and self-host; converts to Apache-2.0 in 2030. Details ↓
AI coding agents (Claude Code, Cursor, Copilot) pick libraries from training recall — a snapshot of scraped code, frozen at a cutoff date and ranked by how often an option appeared, not by what fits your task or what's safe *now*. That recall can't know about a CVE disclosed last week, and it has never seen your company's internal libraries. The agent recommends anyway, with the same confidence either way.
The failure modes are measurable: research finds ~49% of AI-suggested dependencies carry known vulnerabilities and ~34% are hallucinated outright — the package doesn't exist. And for whole categories — most dangerously auth — agents default to hand-rolling custom code instead of reaching for a vetted library.
You can't fix recall by prompting harder. Starlog puts authoritative, dated facts in front of your agent at decision time. Its hero surface is vetting by name — starlog facts returns known CVEs/incidents, SPDX license + risk, and maintenance status (or an honest *"no facts on file"*) — so the install/avoid/pick call rides on facts, not recall. It runs entirely on your machine as an MCP server and a package-install hook, no API key, no sign-up. A companion starlog_search finds candidate packages for a capability; facts vet the pick.
Does it actually change what the agent decides? Yes — measured before/after, on the venue that matters (private libraries and post-cutoff advisories). → the validated result.
" line so a stale "no known vulns" is never mistaken for a fresh one. A package with no record returns an honest "no facts on file." Facts are three independent layers, composed at query time: L1 capability/effect-surface (immutable), L2 reputation/vuln/license/maintenance (mutable — carries the as of recency), L3 org policy (your suitability verdict). Override or extend any layer locally: point STARLOG_PRIVATE_FACTS at a JSON file with independent l1/l2 arrays (internal packages, license rulings) and STARLOG_POLICY at an org policy ({ org, rules }) for allow/deny/flag verdicts. With STARLOG_API_KEY set, org-private overlays and policy come from the hosted facts API (local corpus is the offline fallback); starlog facts push uploads your org's overlays + policy. See docs/FACTS-CONTRACT.md.npm install / pnpm add / yarn add / pip install and surfaces that package's facts (known incidents, license, maintenance) *before* the agent builds on it. Advisory — it informs the next move, it doesn't block the install. Packages with no record are queued for coverage.starlog_facts. Discovery surfaces what exists; facts vet it..starlog/patterns.json.STARLOG_API_KEY opts into the hosted facts/search tiers (with local fallback) — get a key at starlog.dev and wire it with starlog init --api-key ; anonymous, opt-out usage telemetry is the only thing sent otherwise — see Telemetry.This repo ships the engine plus a curated facts corpus and a discovery corpus of 26 capability manifests across 7 categories (including authentication playbooks for migration).
npx starloghq init
This wires Starlog into Claude Code (and drops instruction files for Cursor, Copilot, Codex):
~/.claude/settings.json — exposes starlog_facts (vet a package by name), starlog_search (discover candidates), and starlog_advise (migrate-or-packageize for DIY patterns), and wires your per-project private overlays (${CLAUDE_PROJECT_DIR}/.starlog/*) into the agent so internal-package facts + discovery work automatically in each projectPrefer a bare starlog command over typing npx? Install it globally:
npm install -g starloghq
starlog init
If
starlogthen reports `command not found`, your npm global bin directory isn't on yourPATH(a common npm setup gap — not a Starlog issue). Either runexport PATH="$(npm prefix -g)/bin:$PATH"(add it to your shell profile to persist), or just keep usingnpx starloghq init/npx starloghq facts, which always work without any PATH setup. If the install itself printed anEACCES/permission error, it didn't complete — fix your npm prefix or usenpx.
Add --project to also drop Starlog guidance into your project's CLAUDE.md; preview without writing, or remove cleanly:
starlog init --project
starlog init --dry-run starlog init --uninstall
Want your coding agent to do the setup? starlog init --agent-prompt prints a ready-to-paste prompt (preview → optional key → apply → doctor → restart → demo) that walks Claude Code, Cursor, Copilot, or Codex through it non-interactively. It writes nothing.
Want a live dependency scanner next to Starlog's dated facts? starlog init --with-socket also wires Socket's free hosted MCP server (depscore), so your agent can catch anything disclosed after a fact's "as of" date. It's opt-in because your agent then sends the package names it checks to socket.dev. An existing socket entry you configured yourself is never overwritten, and --uninstall removes only the entry Starlog wrote.
Don't hand-author facts for every internal repo — point Starlog at a directory of checkouts and it derives them in one pass:
starlog org sync ~/code/my-org
For each published package it finds (npm package.json and Python pyproject.toml), it derives:
.starlog/private-facts.json — license + license risk (from the manifest, or detected from the LICENSE file), maintenance from git last-commit recency, stamped source: analyzer with a dated as of. Your agent vets these by name..starlog/private-corpus.json — captures each manifest's description + keywords so your agent can find internal packages by capability via starlog_search, not just vet them by name..starlog/policy.suggested.json — flag candidates (e.g. strong-copyleft, no declared license) derived from the signals. These are proposals the agent does not read — review them, then adopt the ones you trust with starlog facts policy flag.Source never leaves your machine; only derived facts are written. Re-run anytime to refresh (it merges over existing facts and regenerates suggestions). Repos with no published name — or no description — are reported, never fabricated. Known-vulnerability scanning and remote GitHub-org enumeration are on the roadmap.
git clone https://github.com/starloghq/index.git starlog-index
cd starlog-index && npm install npx tsx src/cli.ts facts ua-parser-js
starlog init writes this for you automatically. To configure by hand, add to ~/.claude/settings.json:
{
"mcpServers": { "starlog": { "command": "npx", "args": ["-y", "starloghq", "mcp"] } } }
This is the same launch command MCP registries use. (From a local source clone instead, point node at dist/mcp.js — $(npm root -g)/starloghq/dist/mcp.js for a global install, or your clone's path.) The server exposes two tools: starlog_facts (an authoritative per-package fact lookup — CVEs, license, maintenance) and starlog_search (a natural-language capability query with optional category, stack, and top_k filters).
Vet a package by name — the hero. Local, no key, no network:
starlog facts ua-parser-js
## ua-parser-js (npm)
Effect surface: Parses User-Agent strings; pure data transformation, in-process. Capabilities: parsing Maintenance: active License: MIT (risk: none) Known vulnerabilities / incidents:
Transitive risk: Frequently a transitive dep — pin away from the three bad versions. Source: GitHub Security Advisory; CISA alert Oct 2021 (hand) Verified: as of 2026-06-01
A package with no record returns an honest "No facts on file" — not a guess. Add --format json for machine-readable output with the independent l1 / l2 / l3 layers.
Discover candidates for a capability, then vet the named pick with facts:
starlog search "auth for a Next.js app"
# Library Category Score Solves
1 Auth0 Next.js SDK authentication 71.36 Implements user authentication in Next.js applications using Auth0 ... 2 Clerk authentication 60.64 Provides a fully managed authentication and user management platfor...
Search ranks locally with the keyword ranker — scores are absolute (a strong match lands in the 70s–80s), so a query outside the indexed cat
只显示了开头部分;其余内容请在仓库中阅读