Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
81 chemistry tools — literature, calculations, retrosynthesis
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
RXN_API_KEY, ROWAN_API_KEYValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"labmate": {
"command": "uvx",
"args": [
"labmate-mcp"
],
"env": {
"RXN_API_KEY": "your-value",
"ROWAN_API_KEY": "your-value"
}
}
}
}Run this in your terminal
claude mcp add labmate --env RXN_API_KEY=your-value --env ROWAN_API_KEY=your-value -- uvx labmate-mcpFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"labmate": {
"command": "uvx",
"args": [
"labmate-mcp"
],
"env": {
"RXN_API_KEY": "your-value",
"ROWAN_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"labmate": {
"type": "stdio",
"command": "uvx",
"args": [
"labmate-mcp"
],
"env": {
"RXN_API_KEY": "your-value",
"ROWAN_API_KEY": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account JonasRackl, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: RXN_API_KEY, ROWAN_API_KEY
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (7.3.1) reached the registry 9 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, 御府和田玉 在售作品查询
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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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
Only the beginning is shown; read the rest in the repo