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)
Rosetta/PyRosetta protein modeling and Biotite translation for computational biology
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。
ROSETTA_BIN, PYTHON_BIN, MCP_DEBUG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": {
"rosetta": {
"command": "npx",
"args": [
"-y",
"rosetta-mcp-server"
],
"env": {
"ROSETTA_BIN": "your-value",
"PYTHON_BIN": "your-value",
"MCP_DEBUG": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add rosetta --env ROSETTA_BIN=your-value --env PYTHON_BIN=your-value --env MCP_DEBUG=your-value -- npx -y rosetta-mcp-server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": {
"rosetta": {
"command": "npx",
"args": [
"-y",
"rosetta-mcp-server"
],
"env": {
"ROSETTA_BIN": "your-value",
"PYTHON_BIN": "your-value",
"MCP_DEBUG": "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": {
"rosetta": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"rosetta-mcp-server"
],
"env": {
"ROSETTA_BIN": "your-value",
"PYTHON_BIN": "your-value",
"MCP_DEBUG": "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。
ROSETTA_BIN envPYTHON_BIN envMCP_DEBUG 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 Arielbs 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(1.3.1)于7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, 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。
Author: Ariel J. Ben-Sasson
A Model Context Protocol (MCP) server that lets Cursor (or any MCP client) work with Rosetta, PyRosetta, and Biotite: run RosettaScripts, validate XML protocols, translate between Rosetta and Biotite, score structures, and query documentation -- all from your AI coding assistant.
repeats, disable_design, cartesian, tolerance, threshold, distance, and moreMoveMap (with Span), Reweight, ScoreFunctioncache_cli_docs firstper_residue option returns per-residue energy breakdown{}validate_against_schema option checks element names against the Rosetta XSD schema (catches typos like FastRleax)tools/call responses now use correct { content: [{ type: "text", text }] } formatisError: true (not JSON-RPC errors)resources capability advertisementos.tmpdir() (not module directory)list_functions (merged into get_rosetta_info), search_pyrosetta_wheels, cache_cli_docs (auto-cache in get_cached_docs)This is what makes the MCP server powerful -- an AI agent can answer domain questions by calling the right tools automatically:
User asks in Cursor: *"How do I relax my protein and what's the Biotite equivalent?"*
The agent calls two MCP tools behind the scenes:
1. `get_rosetta_help("FastRelax")` returns 6000+ chars of live documentation:
FastRelax performs all-atom relaxation using the FastRelax protocol. Parameters include
scorefxn,repeats,cartesian,disable_design,MoveMapconfiguration...
2. `rosetta_to_biotite("FastRelax")` returns:
{
"found": true, "results": [{ "rosetta": { "name": "FastRelax", "example": ["relax = FastRelax()", "relax.set_scorefxn(get_score_function('ref2015'))", "relax.apply(pose)"] }, "biotite": null, "equivalence": "none_from_biotite", "notes": "Biotite does NOT perform structure optimization. These are Rosetta-specific capabilities." }] }
The agent synthesizes: *"FastRelax is Rosetta's all-atom relaxation protocol. Here's how to use it... Note: Biotite is analysis-only and has no equivalent -- you need PyRosetta for structure optimization."*
Without the MCP, the agent would guess from training data and likely get parameter names or API signatures wrong.
| Tool | Description |
|---|---|
get_rosetta_info | All available score functions, movers, filters, selectors, parameters |
get_rosetta_help | Help for any topic -- accepts mover names, concepts, or score functions |
pyrosetta_introspect | Live PyRosetta API search with docs and signatures |
| Tool | Description |
|---|---|
search_rosetta_web_docs | Search rosettacommons.org documentation |
get_rosetta_web_doc | Fetch and read a specific docs page |
get_cached_docs | Search cached CLI help (auto-caches on first use) |
| Tool | Description |
|---|---|
run_rosetta_scripts | Run a RosettaScripts XML protocol on a PDB |
pyrosetta_score | Score a PDB with optional per-residue breakdown |
| Tool | Description |
|---|---|
xml_to_pyrosetta | XML to PyRosetta Python (37 element types) |
rosetta_to_biotite | Find Biotite equivalent of a Rosetta function |
biotite_to_rosetta | Find Rosetta equivalent of a Biotite function |
translate_rosetta_script_to_biotite | Translate full scripts from Rosetta to Biotite |
| Tool | Description |
|---|---|
validate_xml | Check XML syntax + optional schema validation |
rosetta_scripts_schema | Generate XSD schema and extract element names |
| Tool | Description |
|---|---|
python_env_info | Python version and installed packages |
check_pyrosetta | Verify PyRosetta is available |
install_pyrosetta_installer | Auto-install PyRosetta (10-30 min) |
find_rosetta_scripts | Locate the rosetta_scripts binary |
npm install -g rosetta-mcp-server
# Create a venv with PyRosetta and Biotite
uv venv ~/.venvs/rosetta-mcp ~/.venvs/rosetta-mcp/bin/pip install pyrosetta-installer biotite ~/.venvs/rosetta-mcp/bin/python -c "import pyrosetta_installer as I; I.install_pyrosetta()"
Or skip this step -- PyRosetta auto-installs on first use (takes 10-30 min).
Cursor (~/.cursor/mcp.json):
{
"mcpServers": { "rosetta": { "command": "rosetta-mcp-server", "args": [], "env": { "ROSETTA_BIN": "/path/to/rosetta_scripts.default.macosclangrelease", "PYTHON_BIN": "/path/to/.venvs/rosetta-mcp/bin/python" } } } }
Claude Desktop (~/Library/Application Support/Claude/claude_desktop_config.json):
{
"mcpServers": { "rosetta": { "command": "rosetta-mcp-server", "env": { "ROSETTA_BIN": "/path/to/rosetta_scripts.default.macosclangrelease", "PYTHON_BIN": "/path/to/.venvs/rosetta-mcp/bin/python" } } } }
Environment variables:
| Variable | Required | Description |
|---|---|---|
ROSETTA_BIN | No | Path to rosetta_scripts binary or its directory. If not set, searches common paths and PATH. |
PYTHON_BIN | No | Python interpreter with PyRosetta/Biotite. Defaults to python3. |
MCP_DEBUG | No | Set to 1 for debug logging to stderr. |
Open Settings -> MCP. The "rosetta" server should appear green with 18 tools.
Input XML:
<ROSETTASCRIPTS>
Generated PyRosetta code:
import pyrosetta
from pyrosetta import pose_from_pdb from pyrosetta.rosetta.core.scoring import get_score_function from pyrosetta.rosetta.core.select.residue_selector import * from pyrosetta.rosetta.protocols.relax import *
pyrosetta.init("-mute all")
pose = pose_from_pdb("your_protein.pdb")
chainSelector = ChainSelector() chainSelector.set_chain_strings("A")
fastRelax = FastRelax() fastRelax.set_scorefxn(get_score_function("ref")) fastRelax.set_default_repeats(5) fastRelax.cartesian(True)
sfxn = get_score_function("ref2015")
fastRelax.apply(pose)
pose.dump_pdb("output.pdb") score = pose.energies().total_energy() print(f"Final score: {score}")
| Category | Rosetta | Biotite | Equivalence |
|---|---|---|---|
| Structure I/O | pose_from_pdb | PDBFile.read | Full |
| Structure I/O | pose.dump_pdb | PDBFile.write | Full |
| Structure I/O | pose_from_file (CIF) | CIFFile.read | Full |
| Surface Analysis | SasaMetric | biotite.structure.sasa | Full |
| Alignment | SuperimposeMover | biotite.structure.superimpose | Full |
| RMSD | all_atom_rmsd | biotite.structure.rmsd | Full |
| Secondary Structure | DsspMover | annotate_sse | Partial |
| Sequence | pose.sequence() | get_residues | Full |
| Distance | AtomPairConstraint | biotite.structure.distance | Full |
| Angles | pose.phi/psi/omega | biotite.structure.dihedral | Full |
| Interface | InterfaceAnalyzerMover | sasa + selection | Partial |
| Database | rcsb.pose_from_rcsb | rcsb.fetch | Full |
| Selection | ChainSelector etc. | numpy boolean indexing | Full |
| Contacts | distance matrices | CellList | Partial |
| Ramachandran | pose.phi/psi | dihedral_backbone | Partial |
| H-bonds | HBondSet | biotite.structure.hbond | Partial |
| B-factors | pdb_info().bfactor | AtomArray.b_factor | Full |
| Center of Mass | center_of_mass | mass_center | Full |
| Scoring | ScoreFunction | *None* | Rosetta only |
| Optimization | FastRelax | *None* | Rosetta only |
| Design | FastDesign | *None* | Rosetta only |
/opt/homebrew/bin/rosetta-mcp-server). Ensure Node 14+ and Python 3.8+.ROSETTA_BIN points to a valid binary. Try "$ROSETTA_BIN" -help.pip install pyrosetta-installer then run the installer, or let the MCP server auto-install on first use.pip install biotite# Check version
echo '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"protocolVersion":"2024-11-05"}}' | rosetta-mcp-server 2>/dev/null | python3 -c "import sys,json; print(json.loads(sys.stdin.readline())'result')"
echo '{"jsonrpc":"2.0","id":1,"method":"tools/list","params":{}}' | rosetta-mcp-server 2>/dev/null | python3 -c "import sys,json; [print(t['name']) for t in json.loads(sys.stdin.readline())'result']"
rosetta-mcp-server/
├── rosetta_mcp_wrapper.js # Node MCP server (protocol + all 18 tools) ├── rosetta_mcp_server.py # Python helper (static Rosetta data)
只显示了开头部分;其余内容请在仓库中阅读