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Get Started Free →Read, write, and edit ChemDraw CDX/CDXML files with RDKit's rdkit.Chem.rdChemDraw plus direct XML editing, always paired with a rendered PNG. Parse molecules and reactions from .cdxml/.cdx, write structures with good 2D depiction, and hand-build or modify the parts RDKit cannot write: reaction arrows, plus signs, schemes/steps, and text/labels. Use for reaction schemes, synthesis routes, mechanisms, retrosynthesis, or SI figures. Critical: RDKit writes structures only — round-tripping a reaction
.claude/skills/jaechang-hits-rdkit-chemdraw-cdxml/SKILL.md| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | 779% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 401% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 232% | 0% |
| case-07 | ✗→✓ | ▲ Improved | 172% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 422% | 0% |
CDXML is an XML serialization of ChemDraw's object tree (CDX is its binary form). RDKit 2022.09+ exposes an optional Revvity ChemDraw parser at rdkit.Chem.rdChemDraw that reads molecules and reactions and writes molecule structures. RDKit cannot write arrows, plus signs, schemes, or text — those are built or edited at the XML level. This skill covers the full read → depict → annotate → write → modify → render loop.
A .cdxml is not viewable without ChemDraw, and you cannot run ChemDraw here — so the rendered PNG is the only evidence the file is correct. Therefore:
<name>.cdxml and <name>.png together, matching basenames — never the CDXML alone. build_scheme() and Module 9 write both; the helper raises if the PNG cannot be produced.scripts/check_scheme.py (rebuilds each molecule from the drawing, sanitizes, checks mass balance across arrows, and critiques layout). Drive it to zero problems..cdxml files that open cleanly in ChemDraw.cdxml or .cdx+ separators + conditions textrdkit-cheminformatics instead for descriptors/fingerprints/SMARTS with no ChemDraw I/Oopenbabel; this toolkit is 2D ChemDraw-specificrdkit (2023.03+, built with ChemDraw support), epam.indigo (renders CDXML→PNG); xml.etree.ElementTree (stdlib) handles all XML editing..cdxml (UTF-8 text) or .cdx (binary) for reading.python -c "import rdkit" first; inside pixi use pixi run python ....epam.indigo into the interpreter that runs your code. A bare pip install can land in a different Python than the kernel (e.g. system /usr/local vs the pixi env that has rdkit), so import indigo still fails even though the install "succeeded" — and no single interpreter then has both rdkit and indigo. In a Jupyter/IPython kernel use %pip install epam.indigo; otherwise python -m pip install epam.indigo (the running interpreter), or add it to the project env (pixi add epam.indigo). For the same reason, do not run the build/render in a fresh subprocess (["python", …] may resolve yet another interpreter) — import the helper and run it in the current process.bashpython -m pip install epam.indigo # the running interpreter; or %pip install epam.indigo in Jupyter python -c "from rdkit import Chem; print('ChemDraw write support:', Chem.HasChemDrawCDXSupport())"
pythonfrom rdkit import Chem from rdkit.Chem import rdChemDraw, rdDepictor mol = Chem.MolFromSmiles("CC(=O)Oc1ccccc1C(=O)O") # aspirin rdDepictor.SetPreferCoordGen(True) rdDepictor.Compute2DCoords(mol) # coordinates are REQUIRED before writing cdxml = rdChemDraw.MolToChemDrawBlock(mol, rdChemDraw.CDXFormat.CDXML) # -> str open("aspirin.cdxml", "w", encoding="utf-8").write(cdxml)
MolsFromChemDrawFile / MolsFromChemDrawBlock handle both .cdx and .cdxml, returning a tuple of Mol (one per fragment).
pythonfrom rdkit import Chem from rdkit.Chem import rdChemDraw mols = rdChemDraw.MolsFromChemDrawFile("drawing.cdxml", sanitize=True, removeHs=True) for m in mols: print(Chem.MolToSmiles(m)) block = open("drawing.cdxml", encoding="utf-8").read() mols = rdChemDraw.MolsFromChemDrawBlock(block, sanitize=True, removeHs=True) mols_legacy = Chem.MolsFromCDXML(block) # CDXML-only fallback, no ChemDraw SDK needed
ReactionsFromChemDrawBlock interprets <step>/<arrow> and returns ChemicalReactions with reactants, agents, and products split out. Note the reaction reader defaults sanitize=False.
pythonfrom rdkit import Chem from rdkit.Chem import rdChemDraw, rdChemReactions block = open("reaction.cdxml", encoding="utf-8").read() for rxn in rdChemDraw.ReactionsFromChemDrawBlock(block, sanitize=True): print("reactants:", [Chem.MolToSmiles(m) for m in rxn.GetReactants()]) print("products :", [Chem.MolToSmiles(m) for m in rxn.GetProducts()]) rxns = rdChemReactions.ReactionsFromCDXMLBlock(block, sanitize=True) # legacy equivalent
MolToChemDrawBlock writes one molecule to CDXML (str). CDX (binary) write is broken in rdChemDraw (UnicodeDecodeError); use the legacy writer for CDX bytes.
pythonfrom rdkit import Chem from rdkit.Chem import rdChemDraw, rdDepictor, rdmolfiles mol = Chem.MolFromSmiles("c1ccccc1O") rdDepictor.Compute2DCoords(mol) # coords first, always cdxml = rdChemDraw.MolToChemDrawBlock(mol, rdChemDraw.CDXFormat.CDXML) # str (preferred) cdx_bytes = Chem.MolToCDXMLBlock(mol, rdmolfiles.CDXMLFormat.CDX) # bytes (legacy writer)
Layout quality is set before writing. CoordGen gives more natural coordinates; template alignment keeps a shared scaffold oriented consistently across a series. Note: CoordGen still tangles cages and bridged bicyclics — check those in the render.
pythonfrom rdkit import Chem from rdkit.Chem import rdDepictor rdDepictor.SetPreferCoordGen(True) mol = Chem.MolFromSmiles("O=C(Nc1ccc(cc1)S(=O)(=O)N)C") rdDepictor.Compute2DCoords(mol) rdDepictor.StraightenDepiction(mol) rdDepictor.NormalizeDepiction(mol) # uniform median bond length
python# Align a series to a shared scaffold so the core is drawn identically each time template = Chem.MolFromSmiles("c1ccc(cc1)S(=O)(=O)N") rdDepictor.Compute2DCoords(template) for m in [Chem.MolFromSmiles(s) for s in ["Cc1ccc(cc1)S(=O)(=O)N", "Clc1ccc(cc1)S(=O)(=O)N"]]: rdDepictor.GenerateDepictionMatching2DStructure(m, template)
A reaction arrow is an <arrow> with Head3D/Tail3D ("x y z", y increases downward). ArrowheadHead/ArrowheadType style the head. Equilibrium/resonance/retrosynthetic arrows use a <graphic> Line with ArrowType.
pythonimport xml.etree.ElementTree as ET def make_arrow(arrow_id, tail_xy, head_xy): (tx, ty), (hx, hy) = tail_xy, head_xy return ET.Element("arrow", { "id": str(arrow_id), "FillType": "None", "ArrowheadType": "Solid", "ArrowheadHead": "Full", "HeadSize": "2250", "BoundingBox": f"{min(tx,hx)} {min(ty,hy)-4} {max(tx,hx)} {max(ty,hy)+4}", "Head3D": f"{hx} {hy} 0", "Tail3D": f"{tx} {ty} 0"}) print(ET.tostring(make_arrow(40, (160, 100), (210, 100)), encoding="unicode")) equil = ET.Element("graphic", {"id": "41", "GraphicType": "Line", "ArrowType": "Equilibrium", "BoundingBox": "160 100 210 100"})
A <scheme> groups <step> objects that reference page objects by id: ReactionStepReactants, ReactionStepProducts, ReactionStepArrows, ReactionStepPlusses, and objects above/below the arrow.
pythonimport xml.etree.ElementTree as ET def make_plus(gid, x, y): return ET.Element("graphic", {"id": str(gid), "GraphicType": "Symbol", "SymbolType": "Plus", "BoundingBox": f"{x} {y-7} {x+15} {y+8}"}) scheme = ET.Element("scheme", {"id": "60"}) ET.SubElement(scheme, "step", {"id": "61", "ReactionStepReactants": "10 20", "ReactionStepProducts": "50", "ReactionStepArrows": "40", "ReactionStepPlusses": "30", "ReactionStepObjectsAboveArrow": "70"}) print(ET.tostring(scheme, encoding="unicode"))
Free text is a <t> at p="x y" holding one or more <s> styled-string children. <s> references a font id (<fonttable>) and color index (<colortable>); face is a bitmask (1=bold, 2=italic, 32=subscript, 64=superscript). Split a <t> into multiple <s> runs for subscripts (Br₂, CO₂H). Indigo renders subscript (32) but not superscript (64) — it drops the run's leading text — so keep charges inline (H+, OH-). °C (temperatures) and Δ (heat) render with the Arial font; avoid other non-Latin-1 characters (hν, en-dashes).
pythonimport xml.etree.ElementTree as ET def make_text(tid, x, y, runs, font_id=21, size=10): """runs: list of (text, face). face 0=normal, 1=bold, 32=subscript, 64=superscript.""" t = ET.Element("t", {"id": str(tid), "p": f"{x} {y}"}) for text, face in runs: ET.SubElement(t, "s", {"font": str(font_id), "size": str(size), "color": "0", "face": str(face)}).text = text return t print(ET.tostring(make_text(70, 175, 92, [("reflux, 2 h", 0)]), encoding="unicode")) print(ET.tostring(make_text(80, 158, 135, [("Br", 0), ("2", 32), (" (excess)", 0)]), encoding="unicode")) # Br<sub>2</sub> (excess)
ElementTree round-trips arrows, text, and graphics it does not understand, so you can edit a real ChemDraw file without losing objects — unlike an RDKit Mol round-trip.
pythonimport xml.etree.ElementTree as ET tree = ET.parse("reaction.cdxml") # DOCTYPE is dropped on re-save (harmless) root = tree.getroot() for s in root.iter("s"): # relabel "Cl" -> "Br" if s.text == "Cl": s.text = "Br" cap = ET.SubElement(root.find("page"), "t", {"p": "100 300"}) ET.SubElement(cap, "s", {"font": "21", "size": "12", "color": "0"}).text = "Scheme 1" tree.write("reaction_edited.cdxml", encoding="unicode", xml_declaration=True)
Render the PNG next to the CDXML (same basename), look at it, then deliver both. Indigo (epam.indigo) loads a CDXML — a scheme with arrows as a reaction, a lone structure as a molecule — and rasterizes arrows, text, and layout faithfully. (RDKit's own Draw.ReactionToImage re-lays-out molecules and drops the ChemDraw arrows/text, so use Indigo to render a file as authored.)
pythonfrom pathlib import Path from indigo import Indigo from indigo.renderer import IndigoRenderer def render_cdxml(cdxml_path, png_path=None, width=1600): png_path = png_path or str(Path(cdxml_path).with_suffix(".png")) ind = Indigo(); rnd = IndigoRenderer(ind) ind.setOption("render-output-format", "png") ind.setOption("render-background-color", "1,1,1") ind.setOption("render-image-width", width) cdxml = open(cdxml_path, encoding="utf-8").read() try: obj = ind.loadReaction(cdxml) # scheme with arrows except Exception: obj = ind.loadMolecule(cdxml) # single structure rnd.renderToFile(obj, png_path) return png_path print("Wrote", render_cdxml("scheme.cdxml"))
y increases downward (origin top-left). Atoms: p="x y"; arrows: Head3D/Tail3D="x y z"; graphics/text: BoundingBox="x1 y1 x2 y2". Default bond length ≈ 30.
pythondef shift_fragment(frag, dx, dy): # move a fragment onto the canvas for n in frag.iter("n"): x, y = map(float, n.get("p").split()) n.set("p", f"{x+dx} {y+dy}") return frag
Every object has a unique integer id; reactions and groups reference members by id, not by nesting. When merging fragments from separate RDKit outputs (each starts ids at 1), renumber all ids to stay globally unique, then wire <step> to the new ids.
| Task | RDKit rdChemDraw | Direct XML | |------|--------------------|-----------| | Read molecules / reactions | ✅ | — | | Write molecule structure | ✅ (CDXML) | — | | Write arrows / plus / scheme / text | ❌ | ✅ | | Preserve objects while editing | ❌ (drops on Mol round-trip) | ✅ |
pythonfrom rdkit import Chem from rdkit.Chem import rdChemDraw, rdDepictor def smiles_to_cdxml(smiles, path): mol = Chem.MolFromSmiles(smiles) if mol is None: raise ValueError(f"Invalid SMILES: {smiles}") rdDepictor.SetPreferCoordGen(True) rdDepictor.Compute2DCoords(mol) rdDepictor.StraightenDepiction(mol) open(path, "w", encoding="utf-8").write(rdChemDraw.MolToChemDrawBlock(mol)) return path print("Wrote", smiles_to_cdxml("CC(=O)Oc1ccccc1C(=O)O", "aspirin.cdxml"))
Combine _fragment_of (write a mol, extract <fragment>, renumber ids, shift x) with an arrow, a plus, conditions text, and a <step>. Render with Module 9. For multi-step schemes prefer Workflow 4.
pythonfrom rdkit import Chem from rdkit.Chem import rdChemDraw, rdDepictor, rdChemReactions import xml.etree.ElementTree as ET def _fragment_of(smiles, base_id, dx): m = Chem.MolFromSmiles(smiles); rdDepictor.Compute2DCoords(m) frag = ET.fromstring(rdChemDraw.MolToChemDrawBlock(m)).find("page/fragment") remap = {} for i, el in enumerate([frag, *frag.iter("n"), *frag.iter("b")]): remap[el.get("id")] = str(base_id + i); el.set("id", remap[el.get("id")]) for b in frag.iter("b"): b.set("B", remap[b.get("B")]); b.set("E", remap[b.get("E")]) for n in frag.iter("n"): x, y = map(float, n.get("p").split()); n.set("p", f"{x+dx} {y}") return frag root = ET.Element("CDXML", {"BondLength": "30"}); page = ET.SubElement(root, "page") page.append(_fragment_of("CCO", 100, 0)) ET.SubElement(page, "graphic", {"id": "30", "GraphicType": "Symbol", "SymbolType": "Plus", "BoundingBox": "60 -7 75 8"}) page.append(_fragment_of("CC(=O)O", 200, 120)) ET.SubElement(page, "arrow", {"id": "40", "FillType": "None", "ArrowheadHead": "Full", "ArrowheadType": "Solid", "HeadSize": "2250", "Head3D": "320 3 0", "Tail3D": "260 3 0"}) cond = ET.SubElement(page, "t", {"id": "70", "p": "270 -12"}) ET.SubElement(cond, "s", {"font": "21", "size": "9", "color": "0"}).text = "H+, reflux" page.append(_fragment_of("CCOC(C)=O", 300, 420)) scheme = ET.SubElement(page, "scheme", {"id": "60"}) ET.SubElement(scheme, "step", {"id": "61", "ReactionStepReactants": "100 200", "ReactionStepProducts": "300", "ReactionStepArrows": "40", "ReactionStepPlusses": "30"}) ET.SubElement(ET.SubElement(root, "fonttable"), "font", {"id": "21", "charset": "x-mac-roman", "name": "Helvetica"}) cdxml = ET.tostring(root, encoding="unicode") open("esterification.cdxml", "w", encoding="utf-8").write(cdxml) print("reactions re-parsed:", len(rdChemReactions.ReactionsFromCDXMLBlock(cdxml, sanitize=True)))
pythonimport xml.etree.ElementTree as ET tree = ET.parse("input_reaction.cdxml"); root = tree.getroot() title = ET.SubElement(root.find("page"), "t", {"p": "50 -30"}) ET.SubElement(title, "s", {"font": "21", "size": "14", "color": "0", "face": "1"}).text = "Route A" for arrow in root.iter("arrow"): arrow.set("HeadSize", "3000") tree.write("output_reaction.cdxml", encoding="unicode", xml_declaration=True)
scripts/build_reaction_scheme.py turns (smiles, name, conditions) steps into a laid-out scheme and its PNG in one call, handling grid layout, globally unique ids, single arrows, and conditions text placed clear of structures — the defects that recur when schemes are hand-built. Cells auto-size to the largest structure, so big molecules never overlap. Model convergent/multi-component steps by folding co-reactants into conditions (e.g. ["+ (MeO2C)2C=CHOMe", "Base, MeCN"]), keeping one main-chain structure per cell.
Copy the scripts into your working directory with your file tools — not from Python. Inside the execution sandbox the /SciAgent-Skills/... path is reachable only through your read-file tool; it is not on the sandbox filesystem, so a Python open() or import of that path fails with FileNotFoundError/ModuleNotFoundError. For each of build_reaction_scheme.py and check_scheme.py (each is self-contained — rdkit + epam.indigo only — copy just what you need):
/SciAgent-Skills/skills/structural-biology-drug-discovery/rdkit-chemdraw-cdxml/scripts/<name> (the leading slash routes to the skills backend) → returns the script text../<name> in the working directory.Then import the local copies. (Importing writes a harmless __pycache__/; set PYTHONDONTWRITEBYTECODE=1 to suppress it.)
pythonfrom build_reaction_scheme import build_scheme # local copies, already in the workdir from check_scheme import check_all steps = [ {"smiles": "O=C1CCCC1", "name": "cyclopentanone"}, {"smiles": "O=C1C(Br)C(Br)C(Br)C1Br", "name": "tetrabromoketone", "conditions": ["Br2 (excess)", "AcOH, 25 C"]}, # reagents for the arrow into this step {"smiles": "O=C1C=CC=C1Br", "name": "2-bromocyclopentadienone", "conditions": ["Et2NH", "cold Et2O"]}, {"smiles": "C12C3C4C1C5C2C3C45", "name": "cubane", "conditions": ["(remaining steps)"]}, ] cdxml, png = build_scheme(steps, "cubane.cdxml", title="Total Synthesis of Cubane", cols=4) check_all("cubane.cdxml", expect={3: "C12C3C4C1C5C2C3C45"}) # validate before delivering print(f"Deliverables: {cdxml} + {png}")
| Parameter | Module / Function | Default | Options | Effect | |-----------|-------------------|---------|---------|--------| | format | MolToChemDrawBlock | CDXFormat.CDXML | CDXML, CDX | Use CDXML (str); for CDX bytes use legacy MolToCDXMLBlock | | sanitize | MolsFromChemDrawBlock | True | True/False | False to inspect raw/invalid input | | sanitize | ReactionsFromChemDrawBlock | False | True/False | Defaults False — pass True for clean SMILES | | SetPreferCoordGen | rdDepictor | False | True/False | True gives more natural 2D layouts | | ArrowheadHead | <arrow> XML | — | Full, HalfLeft, HalfRight, None | Arrowhead style | | ArrowType | <graphic> Line | — | FullHead, Equilibrium, Resonance, RetroSynthetic, NoGo | Special arrow semantics | | BondLength | <CDXML> root | "" (RDKit) | numeric, e.g. 30 | Canvas scale; set a number so structures/arrows scale together |
SetPreferCoordGen(True) then Compute2DCoords); a molecule without coordinates writes as a degenerate layout.<step> references and doubles arrows; renumber into disjoint blocks.rdChemDraw raises UnicodeDecodeError; only legacy Chem.MolToCDXMLBlock(mol, CDXMLFormat.CDX) returns valid CDX bytes.<CDXML BondLength=...> plus a standard <fonttable>/<colortable> and page dimensions. See references/cdxml-schema-reference.md.°C for temperatures and Δ for heat (both render); keep charges inline (H+, OH-) since Indigo has no superscript; avoid other non-Latin-1 characters. Render heteroatoms via <n Element=...>, not free <t> text; don't add decorative flags ("Chiral"/"racemic") — use wedge bonds. Keep labels clear of the arrow line: names under the structure, conditions offset above/beside the arrow. (build_scheme does all of this — 0 C→0 °C, heat→Δ, subscripts, spacing — automatically.)check_scheme.check_all first. The render and the critic catch overlaps, duplicate/degenerate arrows, dropped intermediates, and connectivity errors before the user sees them.pythonfrom rdkit import Chem from rdkit.Chem import rdChemDraw, rdDepictor from pathlib import Path rdDepictor.SetPreferCoordGen(True); Path("out").mkdir(exist_ok=True) for i, smi in enumerate(["CCO", "c1ccccc1", "CC(=O)O"]): m = Chem.MolFromSmiles(smi); rdDepictor.Compute2DCoords(m) Path(f"out/mol_{i}.cdxml").write_text(rdChemDraw.MolToChemDrawBlock(m), encoding="utf-8")
pythonimport xml.dom.minidom as minidom print(minidom.parseString(open("esterification.cdxml", encoding="utf-8").read()) .toprettyxml(indent=" ")[:1500])
| Problem | Cause | Solution | |---------|-------|----------| | Exception on MolToChemDrawBlock | RDKit built without ChemDraw support | Check Chem.HasChemDrawCDXSupport(); install a build with the Revvity parser | | UnicodeDecodeError writing CDX | rdChemDraw CDX path is broken | Use legacy Chem.MolToCDXMLBlock(mol, CDXMLFormat.CDX), or write CDXML | | Structure written flat/overlapping | No 2D coordinates | Call rdDepictor.Compute2DCoords(mol) before writing | | Edited reaction lost arrows/text | File round-tripped through a Mol | Edit the XML tree (ElementTree); RDKit writes structures only | | Reaction won't re-parse | <step> references missing ids (collision after merge) | Renumber fragment ids globally unique; update ReactionStep* | | Structures/arrows mismatched size | <CDXML BondLength=""> empty | Set a numeric BondLength (e.g. 30) on the root | | mols tuple empty on read | Wrong format, or unsanitizable structure | Retry with sanitize=False; confirm the file is genuine CDX/CDXML | | Doubled labels ("OO", "BrBr") | Free-text <t> on top of Element nodes | Remove the free labels; let <n Element=...> render the symbol | | Stray line crosses a structure | Duplicate or degenerate <arrow> | Run check_scheme; unique id + real length (Head3D≠Tail3D) per arrow | | Conditions text overlaps a structure | Text placed on the structure, not over the arrow gap | Center conditions over the arrow midpoint; widen structure spacing | | Text renders wrong/blank | non-ASCII, or <s font> id missing from <fonttable> | Keep text ASCII; reference an existing font id | | No PNG / render error | epam.indigo missing, or loaded as molecule when it has arrows | pip install epam.indigo; try loadReaction before loadMolecule | | "Chiral"/"racemic" printed above structures | Decorative flag text added as <t> | Remove it — stereochemistry is shown by wedge bonds; check_scheme flags it | | A name or label sits on an arrow | Text placed on the arrow line | Names go under the structure, conditions offset above/beside the arrow; check_scheme flags text on an arrow | | stoi: no conversion loading in Indigo | <CDXML BondLength=""> empty | Set a numeric BondLength (e.g. 30) before rendering | | ModuleNotFoundError/FileNotFoundError on a helper script | imported or open()ed the /SciAgent-Skills/... path from Python | That path is reachable only via the read-file tool, not the sandbox filesystem — copy the script into the workdir first (Workflow 4), then import | | import indigo fails after a "successful" pip install | pip installed into a different Python than the runtime (system /usr/local vs the pixi/kernel env) | Install into the running interpreter (%pip install or python -m pip install), or pixi add epam.indigo; don't shell out to a different python | | A charge (H+) renders as a giant + | Indigo draws a standalone + as a reaction-plus symbol, and superscript (face 64) mangles ion text | Keep charges inline (H+, OH-), face 0 — a true raised superscript is not achievable in the Indigo preview. Subscripts (face 32) and °C/Δ render fine |
The scripts/ files can be read from the skill path but not imported from there — copy the one you need into your working directory (read_file it, write locally), then import or run it (see Workflow 4 for the exact copy snippet). Each is self-contained and depends only on rdkit (+ epam.indigo).
references/cdxml-schema-reference.md — element/attribute cheat-sheet (n, b, arrow, graphic, step/scheme, t/s, fonttable, colortable), coordinate conventions, enum tables, and a copy-paste document header.scripts/build_reaction_scheme.py — assemble a multi-step scheme from (smiles, name, conditions) steps and render the PNG in one call; auto-sizes cells so structures never overlap. Library (build_scheme(...)) or CLI (python build_reaction_scheme.py steps.json out.cdxml out.png "Title").scripts/check_scheme.py — pre-delivery validator/critic. check_all(path, expect=..., perspective_ids=...) rebuilds each molecule from the drawing, sanitizes, prints formulas for a mass-balance check, and flags duplicate ids, fragment overlaps, degenerate arrows, non-ASCII text, decorative flag words ("Chiral"), and labels sitting on an arrow line.rdkit.Chem.rdChemDraw — MolsFromChemDraw*, ReactionsFromChemDraw*, MolToChemDrawBlock, CDXFormat.cdxmlepam.indigo) — CDXML loading and PNG rendering| Case | Status | Duration (ms) | Turns | Tokens | Tool calls | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Without | With | Δ | Without | With | Δ | Without | With | Δ | Without | With | Δ | ||
case-18 | fail→fail | 12,529 | 8,204 | -35% | 1 | 1 | 0% | 2,580 | 9,805 | +280% | 0 | 0 | — |
case-01 | fail→fail | 37,246 | 33,506 | -10% | 1 | 1 | 0% | 6,244 | 8,546 | +37% | 0 | 0 | — |
case-02 | fail→fail | 31,434 | 32,115 | +2% | 1 | 1 | 0% | 6,242 | 8,883 | +42% | 0 | 0 | — |
case-03 | fail→fail | 4,202 | 6,552 | +56% | 1 | 1 | 0% | 200 | 8,639 | +4220% | 0 | 0 | — |
case-04 | fail→pass | 5,305 | 3,954 | -25% | 1 | 1 | 0% | 1,023 | 8,994 | +779% | 0 | 0 | — |
case-19 | fail→fail | 9,486 | 4,381 | -54% | 1 | 1 | 0% | 1,708 | 8,997 | +427% | 0 | 0 | — |
case-05 | fail→pass | 10,184 | 4,292 | -58% | 1 | 1 | 0% | 1,815 | 9,087 | +401% | 0 | 0 | — |
case-06 | fail→pass | 14,847 | 6,609 | -55% | 1 | 1 | 0% | 2,853 | 9,486 | +232% | 0 | 0 | — |
case-07 | fail→pass | 18,362 | 5,052 | -72% | 1 | 1 | 0% | 3,374 | 9,190 | +172% | 0 | 0 | — |
case-08 | fail→pass | 9,859 | 4,191 | -57% | 1 | 1 | 0% | 1,716 | 8,952 | +422% | 0 | 0 | — |
case-09 | fail→pass | 10,882 | 7,469 | -31% | 1 | 1 | 0% | 1,959 | 9,668 | +394% | 0 | 0 | — |
case-10 | pass→pass | 9,564 | 6,771 | -29% | 1 | 1 | 0% | 1,859 | 9,570 | +415% | 0 | 0 | — |
case-11 | pass→pass | 7,659 | 4,978 | -35% | 1 | 1 | 0% | 1,351 | 9,142 | +577% | 0 | 0 | — |
case-12 | fail→fail | 8,168 | 13,418 | +64% | 1 | 1 | 0% | 1,474 | 9,073 | +516% | 0 | 0 | — |
case-13 | pass→pass | 16,622 | 11,833 | -29% | 1 | 1 | 0% | 3,301 | 10,664 | +223% | 0 | 0 | — |
case-14 | pass→pass | 18,333 | 4,075 | -78% | 1 | 1 | 0% | 3,466 | 8,964 | +159% | 0 | 0 | — |
case-15 | pass→pass | 17,873 | 4,657 | -74% | 1 | 1 | 0% | 1,847 | 9,151 | +395% | 0 | 0 | — |
case-16 | fail→pass | 25,528 | 9,936 | -61% | 1 | 1 | 0% | 1,080 | 10,152 | +840% | 0 | 0 | — |
case-17 | pass→pass | 10,580 | 5,769 | -45% | 1 | 1 | 0% | 1,980 | 9,311 | +370% | 0 | 0 | — |
case-20 | pass→pass | 12,593 | 6,853 | -46% | 1 | 1 | 0% | 2,233 | 9,467 | +324% | 0 | 0 | — |
case-21 | pass→pass | 10,417 | 6,310 | -39% | 1 | 1 | 0% | 1,926 | 9,401 | +388% | 0 | 0 | — |
case-22 | fail→fail | 10,734 | 2,311 | -78% | 1 | 1 | 0% | 1,700 | 8,557 | +403% | 0 | 0 | — |
case-23 | pass→pass | 10,928 | 3,596 | -67% | 1 | 1 | 0% | 1,900 | 8,818 | +364% | 0 | 0 | — |
DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 23 cases were attempted, and 19 counted toward the lift figure. The other 4 produced results that are not comparable between the two arms, so they are excluded from the headline rather than averaged into it. The headline lift of +30 percentage points is the difference between those two pass rates over the 19 comparable cases.
Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.
Other measured skills in the registry, with their headline benchmark lift.