Boltz Small Molecule Design

by boltz-biobeafb3c16236No license5 starsListed Oct 8, 2026Updated Oct 8, 2026Repository updated 4 weeks ago

Design new small-molecule binders with Boltz. Use when generating novel ligands or hits for a target without a fixed compound library. Not for screening existing molecules or one-off docking.

Instructions onlyResearch & Analysis
AI-generated overview

Guides de novo small-molecule binder design with the Boltz CLI, from payload setup through cost estimation, submission and hit ranking.

What it does
This skill walks an agent through designing novel small-molecule binders for one or more protein targets using the Boltz small-molecule design API. It covers normalizing targets and optional pocket residues or reference ligands, setting the number of molecules, authoring the payload, estimating cost, submitting the job, downloading results, and ranking hits by binding confidence or optimization score. It also describes surfacing the free ADME block for developability triage.
When to use it
Use it when a user wants de novo small-molecule binders or hits for a target without an existing compound library. It is not intended for screening existing molecules or one-off docking.
Requirements
Requires the boltz-api CLI on PATH, with install, authentication and sandbox escalation guidance handled by a separate boltz-cli-setup skill. Network access to the Boltz API is needed, and jobs are billed at a flat $0.025 per molecule. The skill ships no scripts; it provides instructions and reference documents.

Workflow

If boltz-api is missing from PATH, use boltz-cli-setup for install/update guidance before retrying. If a command reports missing or expired authentication, use boltz-cli-setup to start boltz-api auth login --device-code before retrying; do not ask permission first. If the agent host sandbox blocks boltz-api install/auth/API calls, use boltz-cli-setup to request the host sandbox bypass/escalation needed for user-wide CLI install, browser login, credential storage, temp files, or API access before retrying.

Use this skill when the user wants de novo small-molecule binders (no existing library).

  1. Normalize the target: one or more protein sequences into target.entities, plus optional pocket_residues (0-based) and/or reference_ligands (known binders to help locate the pocket).
  2. Pick num_molecules — valid range 10 to 1,000,000 (server rejects outside it). If the user says fewer than 10, explain the floor and propose 10.
  3. Only add chemical_space (e.g. "enamine_real") if the user explicitly wants generation restricted to synthesizable molecules within that library.
  4. Supported optional features include chemical_space and molecule_filters; only add them on explicit request. Read references/api.md [blocked] for exact shapes and filter options.
  5. Author the payload YAML or JSON, run estimate-cost, show the USD cost, wait for explicit confirmation. Cost is a flat $0.025 per molecule (size-independent); still quote estimated_cost_usd from the response as the authoritative total.
  6. start to submit (synchronous). Capture the ID.
  7. Launch download-results through the runtime's long-running or non-blocking command facility; it polls, paginates, downloads per-hit structures, and exits when terminal. Use the mechanism the runtime documents; consult boltz-cli-setup if unsure. After launching the downloader, always report the job ID, run name, and output directory. If the runtime can schedule follow-up checks, schedule a download-status check and state the cadence; otherwise include the download-status command.
  8. Rank hits from <output-root>/<run-name>/results/index.jsonl by binding_confidence for hit discovery or optimization_score for lead optimization. Each generated molecule also carries a free adme block (solubility, permeability, lipophilicity) — surface it for developability triage when the user cares about ADME, or when a top hit looks risky. Read references/results.md [blocked] for output layout and metric details.

Command Pattern

bash
# Replace placeholders with concrete absolute paths before running.# Use a short descriptive run name, for example: sm-design-<target>-<batch>-v1
boltz-api small-molecule:design estimate-cost \  --input @yaml:///absolute/path/payload.yaml
boltz-api small-molecule:design start \       --idempotency-key "<run-name>" \       --input @yaml:///absolute/path/payload.yaml \       --raw-output --transform id
# Copy the printed job ID into this command, then launch it through the# runtime's long-running/non-blocking command facility (consult boltz-cli-setup# if unsure). Do not detach it with shell "&" or nohup unless the runtime# documents shell backgrounding as its supported mode.boltz-api download-results \  --id "<job-id-from-start>" --name "<run-name>" \  --root-dir "/absolute/path/boltz-experiments" \  --poll-interval-seconds 60# -> /absolute/path/boltz-experiments/<run-name>/results/<pres_*>/...

Payload keys are num_molecules, target, chemical_space, molecule_filters — the API body field names.

Always Do This

  • Enforce 10 <= num_molecules <= 1,000,000 before calling estimate-cost. The server rejects values outside that range.
  • Cost is a flat $0.025 per molecule (size-independent). estimate-cost returns the authoritative total.
  • Treat pocket residue indices as 0-based.
  • Keep payload field names exactly as the API body names shown in references/api.md.
  • Use absolute paths for the output root, payload files, and embedded target files. Do not cd into the run directory for follow-up commands; pass the same --root-dir and use absolute paths so later relative paths do not drift.
  • Prefer one merged top-level payload via --input @yaml:///absolute/path/payload.yaml or @json:///absolute/path/payload.json for estimate-cost and start. Keep --idempotency-key and --workspace-id top-level; if they also appear inside --input, the top-level flags win.
  • Direct object flags still work as overrides: for example --target @yaml:///absolute/path/target.yaml or --molecule-filters @json:///absolute/path/filters.json. Piped YAML / JSON on stdin also works, but it must use API body field names. Never use @file://.
  • Use the same slug as both --idempotency-key at submit and --name on download-results.
  • In permission-gated runtimes, keep each Boltz call as a top-level command that starts with boltz-api. Prefer concrete arguments over sh -c, inline environment assignments, aliases, wrapper scripts, loops, or pipelines around the boltz-api invocation unless the user already allowed that exact command form. Use --raw-output --transform id, read the printed ID, then paste that literal ID into the next download-results command.
  • Run download-results through the runtime's long-running or non-blocking command facility, using the mechanism the runtime documents rather than tool arguments you assume exist. Do not detach it with shell & or nohup unless the runtime documents shell backgrounding as its supported mode; some tool runners reap shell-backgrounded children before .boltz-run.json is written. If unsure how this runtime handles long-running commands, consult boltz-cli-setup.
  • After the download starts, do not manually wait on it or run ad hoc polling loops. Wall-clock time scales roughly with num_molecules: under 100 often finishes in a few minutes, 100-1,000 may take several minutes to tens of minutes, and larger runs can take longer or hours depending on inputs and system load. Don't quote a fixed duration. --poll-interval-seconds 60 is a sensible default for the downloader. download-results emits JSONL progress on stderr by default; add --progress-format text --verbose only when you explicitly want human-readable logs.
  • If the runtime can schedule follow-up checks (a heartbeat, scheduled task, or reminder), schedule one after launching download-results. It should run boltz-api --format json download-status --name "<run-name>" --root-dir "/absolute/path/boltz-experiments", post only material status changes or terminal completion/failure, and stop once terminal. Choose cadence by num_molecules: under 100 -> every 1-2 minutes; 100-1,000 -> every 5 minutes; over 1,000 -> every 15 minutes. If the runtime cannot schedule follow-ups, do not claim an automatic next check: report the job ID, run name, output directory, and the download-status command. Poll a saved session handle only for interactive, user-requested progress checks; never run a manual poll loop in the current turn.
  • If detached download needs to be restarted, re-run boltz-api download-results with the same --name "<run-name>" and the same --root-dir.
  • Do not invent filters; only add molecule_filters on user request.

Escape Hatch

Read references/api.md [blocked] for the target, chemical_space, and molecule_filters shapes (filter catalog matches the screen endpoint). Read references/results.md [blocked] after download when ranking generated molecules or explaining outputs.

Outputs

Rank from results/index.jsonl after download-results; use references/results.md [blocked] for local file layout and metric meanings.

Source and attribution

Source:boltz-bio/boltz-api-skillsinplugins/boltz/skills/boltz-small-molecule-designat commitbeafb3c

License: No license

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