Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Offline, rule-based security checks for your repo, dependencies, AI agent config and local app.
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"penthera": {
"command": "npx",
"args": [
"-y",
"penthera",
"mcp"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add penthera -- npx -y penthera mcp프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"penthera": {
"command": "npx",
"args": [
"-y",
"penthera",
"mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"penthera": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"penthera",
"mcp"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 6일 점검
레지스트리 이름이 GitHub 계정 danoszz 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(2.3.1)은 어제 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, HotCodePush
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
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.
Manage over-the-air (OTA) updates for React Native, Expo, Capacitor and Cordova apps.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
The security review you never had time for. Offline, rule-based, and you can verify every finding yourself.
[penthera.org](https://penthera.org): check your live site in a few seconds. Passive, nothing stored.
Daily notes from Penthera: [x.com/penthera_org](https://x.com/penthera_org)
Who builds it: Daan van der Zwaag, part-time and in the open.
How it compares: next to Snyk, Socket, Semgrep, ZAP and GitHub.
132 readable rules · 6 read-only MCP tools · 0 runtime dependencies · 0 requests past loopback in the benchmark · MIT, no telemetry
penthera ui, Simple, dark | penthera ui, Advanced, light |
|---|---|
Penthera checks your app, its dependencies and your AI coding tools on your own machine. It fixes what it can, with your approval. Every finding comes from a rule you can read, with its evidence at file:line. A model may propose; a rule decides.
It is also an open R&D project. We measure every check in public and publish the results, good or bad, so you can see how far to trust it.
It finds known classes of problems, not novel ones. It does not replace a human pentester.
You need Node.js 22 or later. No install, no account.
Building with Cursor, Claude Code, Codex, VS Code, Windsurf, Gemini CLI, Zed, JetBrains or Kiro, or an app builder such as Lovable, Bolt, Base44, Replit or v0? Penthera in your coding tool has the setup for each.
In your terminal. Run this in your project folder:
npx penthera
It detects your setup offline, asks what to check, and gives you a grade per area and the three things to fix first. It scans your running app only after you confirm the app is yours. Nothing is committed or pushed (guided start).
In your coding agent. Pick yours, then ask "scan my app for security issues". The MCP lines pin the version.
| Agent | Run this |
|---|---|
| Claude Code, plugin (skill only, runs the CLI) | claude plugin marketplace add danoszz/penthera, then claude plugin install penthera@penthera |
| Claude Code, MCP server only | claude mcp add penthera -- npx -y penthera@2.3.2 mcp |
| Codex | codex mcp add penthera -- npx -y penthera@2.3.2 mcp |
| GitHub Copilot CLI | copilot plugin marketplace add danoszz/penthera, then copilot plugin install penthera@penthera |
| GitHub Copilot in VS Code | the code --add-mcp line in mcp.md |
| Gemini CLI | gemini extensions install https://github.com/danoszz/penthera |
| Cursor, Windsurf | the JSON in mcp.md |
| Any agent that reads skills | npx skills add danoszz/penthera |
The skill tells your agent how to run Penthera; the MCP server gives it six read-only tools. More routes: skill.md, mcp.md.
To run it in a container: docker build -t penthera . && docker run --rm penthera https://your-app.example.
We test Penthera on public datasets that other people built, next to the free open-source tools that do the same job, scored the same way. Each dataset was split in half before we looked: we improved Penthera on one half and scored it once on the other, sealed half. The rules for scoring and ranking were written down before that run (protocol).
| Benchmark | Score | Penthera 1.9.0 | Penthera 2.0.0 | Rank among free tools | Best other free tool |
|---|---|---|---|---|---|
| Leaked secrets (Samsung CredData) | F1 | 0.18 | 0.74 | 2nd of 10 | deepsecrets 0.78 |
| Malicious npm packages (DataDog) | caught minus false alarms | 0.57 | 0.71 | 1st of 6, tied 1st to 3rd ⁴ | malcontent 0.63 |
| Malicious PyPI packages (DataDog) | caught minus false alarms | 0.74 | 0.82 | 1st of 8, tied 1st to 3rd ⁴ | GuardDog 0.74 |
| Injection bugs in JS libraries (SecBench.js) | found in the right file | 0.16 | 0.70 | 1st of 8, tied 1st to 4th ⁴ | odgen 0.68 |
⁴ A tied range is a rank interval: the range Penthera's rank fell in, in 95% of 10,000 bootstrap redraws of each tool's counts (on SecBench.js, of its 64 test bugs). Penthera alone came out first in 76% of the redraws on npm, 82% on PyPI and 60% on SecBench.js. Exploratory: computed after the registered ranking.
Leaked secrets: 2nd by F1, the registered score; 1st by F0.5, which weighs precision more (0.82 against deepsecrets 0.80); 2nd by F2, which weighs recall more (0.68 against deepsecrets 0.77).
Some ranked tools are barely in the contest. Other ranked tools scoring below 0.10: 1 of 9 on CredData (trufflehog); 3 of 5 on npm (clamav, yara, ossgadget); 4 of 7 on PyPI (clamav, ossgadget, bandit4mal, aura); 1 of 7 on SecBench.js (njsscan).
If 1 package in 1,000 were malicious, the share of Penthera's malware flags that would be right: npm, about 2.7% at the top of the false-alarm interval (it raised no false alarm on that sample); PyPI, about 1.6% at the measured false-alarm rate, 0.9% at the top of its interval. Exploratory, like the rank intervals.
Every tool, every number (95% intervals)
| Rank | Tool | Precision | Recall | F1 |
|---|---|---|---|---|
| 1 | deepsecrets 2.2.0 | 0.80 [0.79, 0.82] | 0.77 [0.75, 0.78] | 0.78 |
| 2 | Penthera 2.0.0 | 0.89 [0.87, 0.90] | 0.64 [0.62, 0.66] | 0.74 |
| 3 | noseyparker 0.24.0 | 0.76 [0.74, 0.78] | 0.62 [0.60, 0.64] | 0.69 |
| 4 | gitleaks 8.30.1 | 0.85 [0.84, 0.86] | 0.37 [0.35, 0.39] | 0.52 |
| 5 | ripsecrets 0.1.11 | 0.65 [0.64, 0.67] | 0.35 [0.33, 0.37] | 0.45 |
| 6 | kingfisher 2.14.0 | 0.96 [0.94, 0.97] | 0.29 [0.28, 0.31] | 0.45 |
| 7 | detect-secrets 1.5.0 | 0.30 [0.29, 0.31] | 0.53 [0.51, 0.56] | 0.38 |
| 8 | secretlint 13.0.7 | 0.92 [0.89, 0.94] | 0.19 [0.18, 0.21] | 0.32 |
| 9 | whispers 2.4.0 | 0.46 [0.43, 0.50] | 0.09 [0.08, 0.10] | 0.15 |
| 10 | trufflehog 3.99.3 | 0.40 [0.35, 0.45] | 0.05 [0.05, 0.07] | 0.10 |
| – | credsweeper 1.19.4 ¹ | 1.00 [1.00, 1.00] | 0.98 [0.98, 0.99] | 0.99 |
| – | Penthera 1.9.0 | 0.56 [0.51, 0.60] | 0.10 [0.09, 0.12] | 0.18 |
| Free tools, mean / median | 0.68 / 0.76 | 0.36 / 0.35 | 0.43 / 0.45 |
| Rank | Tool | Caught | False alarms on benign packages | Caught minus false alarms |
|---|---|---|---|---|
| 1 | Penthera 2.0.0 | 0.71 [0.62, 0.78] (79/112) | 0.00 [0.00, 0.02] (0/150) | 0.71 |
| 2 | malcontent 1.27.1 (bf280ad6), yara-x 1.21.0 | 0.68 [0.59, 0.76] (76/112) | 0.05 [0.03, 0.10] (8/150) | 0.63 |
| 3 | GuardDog 3.2.0 ² | 0.62 [0.52, 0.70] (69/112) | 0.03 [0.01, 0.07] (4/150) | 0.59 |
| 4 | ossgadget 0.2.20 (414b6a59) | 0.94 [0.88, 0.97] (105/112) | 0.89 [0.83, 0.93] (133/150) | 0.05 |
| 5 | clamav 1.5.4 | 0.01 [0.00, 0.05] (1/112) | 0.00 [0.00, 0.02] (0/150) | 0.01 |
| 6 | yara yara-python 4.5.4 (YARA 4.5), YARA-Forge core 20261004 | 0.00 [0.00, 0.03] (0/112) | 0.00 [0.00, 0.02] (0/150) | 0.00 |
| – | osv-scanner 2.6.0 ³ | 0.90 [0.83, 0.94] (101/112) | 0.01 [0.00, 0.04] (1/150) | 0.90 |
| – | Penthera 1.9.0 | 0.57 [0.48, 0.66] (64/112) | 0.00 [0.00, 0.02] (0/150) | 0.57 |
| Rank | Tool | Caught | False alarms on benign packages | Caught minus false alarms |
|---|---|---|---|---|
| 1 | Penthera 2.0.0 | 0.87 [0.81, 0.92] (131/150) | 0.05 [0.03, 0.10] (8/150) | 0.82 |
| 2 | GuardDog 3.2.0 ² | 0.85 [0.79, 0.90] (128/150) | 0.11 [0.07, 0.17] (16/147) | 0.74 |
| 3 | malcontent 1.27.1 (bf280ad6), yara-x 1.21.0 | 0.93 [0.87, 0.96] (139/150) | 0.22 [0.16, 0.29] (32/147) | 0.71 |
| 4 | yara yara-python 4.5.4 (YARA 4.5), YARA-Forge core 20261004 | 0.25 [0.18, 0.32] (37/150) | 0.00 [0.00, 0.03] (0/147) | 0.25 |
| 5 | clamav 1.5.4 | 0.00 [0.00, 0.02] (0/150) | 0.00 [0.00, 0.03] (0/147) | 0.00 |
| 6 | ossgadget 0.2.20 (414b6a59) | 0.77 [0.70, 0.83] (116/150) | 0.97 [0.93, 0.99] (143/147) | -0.20 |
| 7 | aura 2.1 (SourceCode-AI/aura b40e6dd2) | 0.59 [0.51, 0.67] (88/149) | 0.83 [0.75, 0.88] (100/121) | -0.24 |
| 8 | bandit4mal lyvd/bandit4mal 03ba95f3 (bandit 1.6.3 fork) | 0.59 [0.51, 0.67] (89/150) | 0.84 [0.78, 0.89] (124/147) | -0.25 |
| – | Penthera 1.9.0 | 0.83 [0.77, 0.88] (125/150) | 0.09 [0.06, 0.15] (14/150) | 0.74 |
| – | osv-scanner 2.6.0 ³ | 0.74 [0.66, 0.80] (110/149) | 0.00 [0.00, 0.03] (0/147) | 0.74 |
| Rank | Tool | Command injection | Code injection | Both |
|---|---|---|---|---|
| 1 | Penthera 2.0.0 | 35/47 | 10/17 | 0.70 [0.58, 0.80] |
| 2 | odgen c5157ee | 36/46 | 6/16 | 0.68 [0.55, 0.78] |
| 3 | codeql 2.27.2 (used under the GitHub CodeQL terms, for research on open-source code) | 37/47 | 4/17 | 0.64 [0.52, 0.75] |
| 4 | eslint-plugin-security 4.2.0 | 32/47 | 9/17 | 0.64 [0.52, 0.75] |
| 5 | semgrep 1.180.0 | 15/47 | 9/17 | 0.38 [0.27, 0.50] |
| 6 | graudit 849d7c7 | 12/47 | 10/17 | 0.34 [0.24, 0.47] |
| 7 | bearer 2.1.1 | 14/47 | 0/17 | 0.22 [0.14, 0.33] |
| 8 | njsscan 1.0.1 | 2/45 | 1/15 | 0.05 [0.02, 0.14] |
| – | semgrep, every file 1.180.0 (another setting of semgrep, not ranked) | 16/47 | 9/17 | 0.39 [0.28, 0.51] |
| – | Penthera 1.9.0 | 0/47 | 10/17 | 0.16 [0.09, 0.26] |
A rank is shown only where at least 5 other free tools were measured; otherwise "–". The rank column orders tools by score, and close scores can swap places. Penthera's 95% rank interval (bootstrap, exploratory): 2nd on CredData, 1st to 3rd on npm, 1st to 3rd on PyPI, 1st to 4th on SecBench.js.
Paid tools (GitGuardian, Socket, Snyk, Phylum, Semgrep Pro) publish no results on these benchmarks, so they are not in the tables.
Published elsewhere, on other datasets (context, not comparable):
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요