
boltz-small-molecule-design
✓ Official★ 4,081by openai · part of openai/plugins
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.
This is the playbook your agent receives when the skill activates — you don't need to read it to use the skill, but it's here to audit before installing.
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).
- Normalize the target: one or more protein sequences into
target.entities, plus optionalpocket_residues(0-based) and/orreference_ligands(known binders to help locate the pocket). - 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. - Only add
chemical_space(e.g."enamine_real") if the user explicitly wants generation restricted to synthesizable molecules within that library. - Supported optional features include
chemical_spaceandmolecule_filters; only add them on explicit request. Read references/api.md for exact shapes and filter options. - 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 quoteestimated_cost_usdfrom the response as the authoritative total. startto submit (synchronous). Capture the ID.- Launch
download-resultswith the agent runtime's background/non-blocking command facility; it polls, paginates, downloads per-hit structures, and exits when terminal. In Claude Code, use Bash withrun_in_background: true. In Codex, rundownload-resultsas a foreground shell command withyield_time_ms: 1000; if Codex returns asession_id, keep it for optional same-thread polling, but treatdownload-statusplus the run directory as the durable source of truth. In Codex app/desktop runtimes that expose same-thread heartbeat automations, create a heartbeat that checksdownload-statusperiodically and posts a concise completion or failure update when the download reaches a terminal state. After launching the downloader, always report the job ID, run name, and output directory. Include the next check cadence if the heartbeat was created; otherwise include thedownload-statuscommand. - Rank hits from
<output-root>/<run-name>/results/index.jsonlbybinding_confidencefor hit discovery oroptimization_scorefor lead optimization. Each generated molecule also carries a freeadmeblock (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 for output layout and metric details.
Command Pattern
# 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 in the agent
# runtime's background/non-blocking mode.
# Claude Code: Bash with run_in_background=true.
# Codex: foreground shell command with yield_time_ms=1000; keep the returned session_id if one is provided.
# Do not append "&" or use nohup in Codex.
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 <= 1,000,000before callingestimate-cost. The server rejects values outside that range. - Cost is a flat $0.025 per molecule (size-independent).
estimate-costreturns 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
cdinto the run directory for follow-up commands; pass the same--root-dirand use absolute paths so later relative paths do not drift. - Prefer one merged top-level payload via
--input @yaml:///absolute/path/payload.yamlor@json:///absolute/path/payload.jsonforestimate-costandstart. Keep--idempotency-keyand--workspace-idtop-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.yamlor--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-keyat submit and--nameondownload-results. - In permission-gated agents such as Claude Code, keep each Boltz call as a top-level command that starts with
boltz-api. Prefer concrete arguments oversh -c, inline environment assignments, aliases, wrapper scripts, loops, or pipelines around theboltz-apiinvocation 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 nextdownload-resultscommand. - Prefer the agent runtime's background/non-blocking command mode for
download-results. In Codex specifically, keepdownload-resultsin the foreground and set the shell tool yield to 1000 ms; Codex will return asession_idif the command is still running. Do not append&or usenohupin Codex because the tool runner may clean up shell-backgrounded descendants before.boltz-run.jsonis fully written. - After the background/session 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 60is a sensible default for the downloader.download-resultsemits JSONL progress on stderr by default; add--progress-format text --verboseonly when you explicitly want human-readable logs. - In Codex app/desktop runtimes with same-thread heartbeat automation support, schedule a heartbeat after launching
download-results. The heartbeat should runboltz-api --format json download-status --name "<run-name>" --root-dir "/absolute/path/boltz-experiments"and stop once terminal. Choose cadence bynum_molecules: under 100 -> every 1-2 minutes; 100-1,000 -> every 5 minutes; over 1,000 -> every 15 minutes. Post only material status changes or terminal completion/failure. Poll the savedsession_idwith an emptywrite_stdinonly for interactive, user-requested progress checks. Never run a manual poll loop in the current turn. - If the current host has no heartbeat automation support, do not claim an automatic next check. Report the job ID, run name, output directory, and the command needed to check
download-status. - If detached download needs to be restarted, re-run
boltz-api download-resultswith the same--name "<run-name>"and the same--root-dir. - Do not invent filters; only add
molecule_filterson user request.
Escape Hatch
- Payload reference: https://api.boltz.bio/docs/api/python/resources/small_molecule/subresources/design/methods/start
- CLI flag names:
boltz-api small-molecule:design start --help
Read references/api.md for the target, chemical_space, and molecule_filters shapes (filter catalog matches the screen endpoint). Read references/results.md after download when ranking generated molecules or explaining outputs.
Outputs
Rank from results/index.jsonl after download-results; use references/results.md for local file layout and metric meanings.
npx skills add https://github.com/openai/plugins --skill boltz-small-molecule-designRun this in your project — your agent picks the skill up automatically.
No common issues documented yet. If you hit a problem, the repository's GitHub Issues page is the best place to look.