Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
81 chemistry tools — literature, calculations, retrosynthesis
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.
RXN_API_KEY, ROWAN_API_KEY비밀로 표시된 값은 내 계정의 열쇠예요. 절대 다른 사람과 공유하거나 채팅에 붙여 넣지 마세요.
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": {
"labmate": {
"command": "uvx",
"args": [
"labmate-mcp"
],
"env": {
"RXN_API_KEY": "your-value",
"ROWAN_API_KEY": "your-value"
}
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add labmate --env RXN_API_KEY=your-value --env ROWAN_API_KEY=your-value -- uvx labmate-mcp실행하기 전에 빈 값을 채워 주세요.
프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"labmate": {
"command": "uvx",
"args": [
"labmate-mcp"
],
"env": {
"RXN_API_KEY": "your-value",
"ROWAN_API_KEY": "your-value"
}
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"labmate": {
"type": "stdio",
"command": "uvx",
"args": [
"labmate-mcp"
],
"env": {
"RXN_API_KEY": "your-value",
"ROWAN_API_KEY": "your-value"
}
}
}
}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 7일 점검
레지스트리 이름이 GitHub 계정 JonasRackl 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.
입력해야 할 값: RXN_API_KEY, ROWAN_API_KEY
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(7.3.1)은 9개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Python (uv)도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, Qemu MCP
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.
Boot and drive QEMU VMs from an AI agent: keys, screenshots, serial. No guest agent.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Your AI lab companion — from literature search to benchwork to publication.
81 tools · 25+ scientific APIs · 202 named reactions · zero config required
Quick Start ↓ • What Can I Do? • All 81 Tools • Configuration • Examples
labmate-mcp is an MCP server that connects Claude to scientific databases, computational chemistry tools, bench references, and writing utilities. One install covers the entire research workflow.
📚 Literature 15 tools ⚗️ Synthesis 11 tools 🧪 Bench 30 tools 📊 Analysis 15 tools ✍️ Publication 10 tools
Search papers Citation graphs Author profiles Preprints Open access PDFs Retrosynthesis Forward prediction Atom mapping pKa / ADMET NMR prediction Named reactions Reagent calculator Protecting groups Solvent reference Rxn dev checklist Isotope patterns Mass spectra Binding data Crystal structures Safety data Format citations Build bibliography Experimental templates Journal guides SI checklist
pip install labmate-mcp
Then add this to your Claude config:
Claude Desktop → claude_desktop_config.json
On macOS: ~/Library/Application Support/Claude/claude_desktop_config.json On Windows: %APPDATA%\Claude\claude_desktop_config.json
{
"mcpServers": { "labmate": { "command": "labmate-mcp" } } }
Claude Code → .mcp.json in your project root
{
"mcpServers": { "labmate": { "command": "labmate-mcp" } } }
Docker
docker build -t labmate-mcp .
docker run -it labmate-mcp
Restart Claude. 61 of 81 tools work out of the box — no API keys needed.
[!TIP]
Want retrosynthesis, pKa prediction, or NMR shifts? Run
labmate-mcp --setupto add free API keys.
Just talk to Claude naturally:
"Find the most cited papers on copper-catalyzed C–H activation from the last 5 years"
Searches across multiple databases, ranks by citations, and gives you abstracts and AI-generated summaries.
"Suzuki coupling, 150 mg aryl bromide (MW 261), 5 mol% Pd(PPh₃)₄, 1.3 eq boronic acid, 2.5 eq K₂CO₃ — how much of everything?"
Calculates exact masses for each reagent with your substrate as the limiting reagent.
"I'm developing a new reaction. What should I be thinking about?"
Walks you through a structured reaction development checklist — covering everything from initial mechanistic hypotheses to scope exploration and scale-up.
"I need to protect a primary amine — stable to acid, cleavable by hydrogenation"
Compares protecting groups against a stability matrix and suggests the best match (here: Cbz).
"Format these DOIs as an ACS bibliography, then give me an experimental template for a Buchwald–Hartwig"
Generates a numbered reference list and a fill-in-the-blank procedure with suggested workup and safety notes.
More things you can ask
| Ask Claude… | What happens |
|---|---|
| "What are the NMR solvent peaks for DMSO-d₆?" | Residual ¹H: 2.50 ppm (quintet), ¹³C: 39.52 ppm, water: 3.33 ppm |
| "Generate 20 cyclic pentapeptides with some D-amino acids" | Returns SMILES with MW, logP, and TPSA for each |
| "I want to submit to JACS — what do I need to know?" | Word limits, abstract length, citation format, graphical abstract specs |
| "Retrosynthesis of ibuprofen" | Multi-step route back to commercial starting materials |
| "pKa of 4-nitrophenol?" | Quantum-chemistry prediction via Rowan Science |
| "Cooling bath for −42 °C?" | MeCN / dry ice, or chlorobenzene / dry ice |
Search papers across multiple databases, explore citation graphs, find open access PDFs, and track research trends.
Show all 15 tools
| Tool | Source | What it does |
|---|---|---|
search_papers | Crossref + OpenAlex + S2 | Multi-source paper search with metadata fusion |
get_paper_details | Crossref + OpenAlex + S2 | Full metadata: abstract, authors, citations, references |
find_similar_papers | Semantic Scholar | Content-based paper recommendations |
get_paper_citations | Semantic Scholar | Forward citation graph + context snippets |
get_paper_references | Semantic Scholar | Backward citation graph (bibliography) |
get_author_profile | OpenAlex + S2 | h-index, publications, co-authors, topics |
analyze_research_topic | OpenAlex | Publication volume trends over time |
find_open_access_pdf | Unpaywall | Legal open access PDF URLs |
search_chemrxiv | Crossref + OpenAlex | Chemistry preprint search |
get_chemrxiv_categories | — | List ChemRxiv subject categories |
search_web_of_science | Web of Science | WoS search *(requires API key)* |
generate_bibtex | Crossref | DOI → BibTeX (single or batch) |
get_journal_metrics | OpenAlex | Impact metrics, open access %, policy |
search_protein_structures | RCSB PDB | Search PDB by keyword, organism, method |
get_protein_structure | RCSB PDB | Full PDB entry: resolution, ligands, sequence |
Look up any compound by name, SMILES, or formula. Get safety data, binding affinities, crystal structures, and more.
Show all 12 tools
| Tool | Source | What it does |
|---|---|---|
search_compound | PubChem | Name/SMILES/formula → compound data |
get_compound_properties | PubChem | MW, SMILES, InChI, formula, XLogP, TPSA |
profile_compound | Multiple | Comprehensive profile combining several databases |
get_safety_data | PubChem GHS | GHS pictograms, H-statements, P-statements |
translate_compound_ids | UniChem | Convert PubChem ↔ ChEMBL ↔ DrugBank ↔ ChEBI |
search_crystal_structures | COD | Crystallography Open Database search |
search_materials_project | Materials Project | Band gaps, formation energies *(requires key)* |
search_nist_webbook | NIST | ΔHf, Cp, phase transitions, IR spectra |
search_mass_spectra | MassBank | Mass spectrum search by exact mass or name |
search_binding_data | BindingDB | IC₅₀, Ki, Kd binding affinities |
search_toxicity | EPA CompTox | Toxicity endpoints *(requires key)* |
classify_natural_product | GNPS | NP superclass / class / pathway |
AI-powered retrosynthesis, forward reaction prediction, pKa, solubility, ADMET, and NMR shift prediction.
Show all 11 tools
| Tool | Source | What it does |
|---|---|---|
predict_retrosynthesis | IBM RXN | Multi-step retrosynthetic analysis |
plan_synthesis | IBM RXN | Forward synthesis route planning |
predict_product | IBM RXN | Predict products from reactants + reagents |
predict_atom_mapping | IBM RXN | Atom-by-atom mapping for mechanisms |
text_to_procedure | IBM RXN | Natural language → structured procedure |
predict_pka | Rowan Science | pKa values (any functional group, aqueous) |
predict_solubility | Rowan Science | Aqueous solubility prediction |
predict_admet | Rowan Science | Absorption, metabolism, toxicity prediction |
search_tautomers | Rowan Science | Enumerate tautomeric forms |
compute_descriptors | Rowan Science | Molecular descriptors from SMILES |
predict_nmr | Rowan Science | ¹H and ¹³C chemical shift prediction |
*IBM RXN and Rowan tools require free API keys. See Configuration.*
Sequence-to-SMILES conversion with 450+ amino acids, cyclization, library generation, pI calculation, and MS/MS interpretation.
Show all 10 tools
| Tool | Source | What it does |
|---|---|---|
peptide_to_smiles | p2smi | Sequence → SMILES (450+ AAs, 5 cyclization types) |
peptide_cyclization_options | p2smi | Which cyclizations does a sequence support? |
generate_peptide_library | p2smi | Random peptide generation with NCAAs, D-stereo |
peptide_properties | p2smi + RDKit | MW, logP, TPSA, HBD/HBA, Lipinski |
check_peptide_synthesis | p2smi | SPPS feasibility: difficult motifs, aggregation |
modify_peptide | p2smi | Apply N-methylation, PEGylation |
calculate_peptide_pi | pichemist | Isoelectric point (8 pKa reference sets) |
calculate_peptide_extinction | pep-calc.com | ε₂₈₀ (Trp/Tyr/Cys contributions) |
get_peptide_ion_series | pep-calc.com | b/y/a/c/z ion ladders for MS/MS |
assign_peptide_ms_peaks | pep-calc.com | Match m/z values to fragments |
Everyday lab calculators and a reference library covering named reactions, protecting groups, solvents, workup protocols, and more.
Show all 5 calculators
| Tool | What it does |
|---|---|
calculate_molarity | Solve for any unknown: mass, moles, volume, or MW |
calculate_dilution | C₁V₁ = C₂V₂ with automatic unit handling |
calculate_reaction_mass | Multi-reagent mass calc from equivalents |
calculate_yield | Percent yield from actual / theoretical |
calculate_concentration | M ↔ mM ↔ mg/mL ↔ %w/v ↔ ppm ↔ ppb |
Show all 13 reference tools
| Tool | Coverage |
|---|---|
lookup_named_reaction | 202 named reactions — conditions, mechanism, scope, limitations |
lookup_rxn_dev_checklist | Structured checklist for reaction development — Kerr *et al.*, *Chem. Soc. Rev.* 2025 |
lookup_protecting_group | 30 PGs for OH, NH, C=O, COOH with stability / lability matrix |
lookup_workup_procedure | Step-by-step protocols: LAH quench, aqueous extraction, etc. |
lookup_solvent_properties | 32 solvents — bp, density, polarity index, dielectric, miscibility |
lookup_cooling_bath | 24 recipes from −196 °C (lN₂) to +100 °C |
lookup_tlc_stain | 13 stains organized by functional group selectivity |
lookup_column_chromatography | Solvent selection, Rf rules, loading, troubleshooting |
lookup_buffer_recipe | 20+ buffers — PBS, Tris, HEPES, TAE, TBE, RIPA, citrate… |
| `looku
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요