Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add BioSymphony/structure-factory --skill binder-lane-roundgit clone --depth 1 https://github.com/BioSymphony/structure-factoryWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/biosymphony/structure-factory/binder-lane-round)<a href="https://agentmods.dev/skills/biosymphony/structure-factory/binder-lane-round"><img src="https://agentmods.dev/badge/skills/biosymphony/structure-factory/binder-lane-round/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/biosymphony/structure-factory/binder-lane-round"><img src="https://agentmods.dev/badge/skills/biosymphony/structure-factory/binder-lane-round.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00032 | $0.01570 |
| Opus 5.5 | $0.00013 | $0.00628 |
| Sonnet 5.5 | $0.00006 | $0.00314 |
| Haiku 4.5 | $0.00003 | $0.00157 |
Grade A, and why
binder-lane-round scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 26d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 126 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Binder Lane Round
Use this public Structure Factory skill with Claude Code, Codex, or another command-capable agent. The Claude binder lane guide provides the repository entry point and public example. Compare binder-design methods against a fixed target and site. The CLI validates plans and handoffs, runs synthetic examples, and executes authorized local adapters with fixed arguments.
Read first
Read references/docs/binder-lane-round.md for the contract,
references/docs/binder-study-decision-loop.md for study decisions, and
references/docs/binder-controls.md for measured calibration. Check
references/docs/tooling-and-licensing.md and
references/docs/compute-backends.md for the selected execution route.
references/NON_CLAIMS.md defines the scientific result boundaries.
For BindCraft2, read references/tools/bindcraft2.md. Its settings, output
layout, and deployment terms require a separate adapter from BindCraft.
Define the comparison
Record the target accession, chains, residue selections, and input hashes. Choose the generator, sequence designer, predictors, scorers, filters, and execution route for each stage. Check code and checkpoint terms, API terms, required downloads, and redistribution conditions.
Set the budget ceiling, runtime cap, round count, primary metric, stopping rule, and controls. Declare output counts, formats, hashes, and cleanup requirements. Comparison arms must share candidate counts, predictor panel, scorers, filters, controls, and failure policy.
Use reference_scope: published_tool_identities to check the published tool
identities on selected stages. Use published_workflow_shape to compare
replacement tools within the same workflow. Identify replacements in each arm.
Record acceleration as a runtime choice attached to the model and checkpoint.
Prepare and run
- Inspect
bsf binder-lane menu, validate the request withplan-request, and materialize the plan, round contract, and execution handoff withplan. - Run
preflightandtarget-checkagainst the plan and coordinate input. Theruncommand executes onlypublic_synthetic_demoplans. - Inspect bundled commands with
adapters. For a missing command, supply a validated adapter registry under.runtime/. - Use
prepare-executionwith the target report and stage settings. Resolve each readiness error, then dry-run the adapter or controller. - For a remote route, validate
remote-request, execute through the selected transport, and validate the exported artifacts and cleanup withremote-receipt. - Before a real start, confirm authorization for the route, data, budget,
runtime, and required terms or downloads. Reuse approval that covers those
conditions. Start the local adapter or controller with
--authorize-local-execution. Add--authorize-networkor--authorize-license-gatesonly when required and authorized. - Run
closeoutto count, parse, and hash the declared outputs. - For a measured primary metric, run
calibrate-controls. Pass its ready record with--calibrationtoround-decision. - Apply
round-decisionto the sequential round history. Continue only when the decision iscontinueand the remaining budget covers another round.
What ships with it
41 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- references/docs/assets/workflow-ladder.svg 2.5 KB
- references/docs/binder-comparison-contract.md 4.9 KB
- references/docs/binder-controls.md 4.7 KB
- references/docs/binder-lane-round.md 32 KB
- references/docs/binder-study-decision-loop.md 9.0 KB
- references/docs/cli-reference.md 11 KB
- references/docs/compute-backends.md 9.3 KB
- references/docs/prediction-handoff-contract.md 3.8 KB
- references/docs/result-boundaries.md 4.8 KB
- references/docs/tooling-and-licensing.md 14 KB
- references/docs/workflow-map.md 9.5 KB
- references/examples/binder-controls-synthetic/control-observations.jsonl 1.7 KB
- references/examples/binder-controls-synthetic/control-panel.json 1.8 KB
- references/examples/binder-controls-synthetic/README.md 713 B
- references/examples/pd-l1-binder-design-public/binder-round-request.json 6.0 KB
- references/examples/pd-l1-binder-design-public/candidate-ranking.example.json 2.3 KB
- references/examples/pd-l1-binder-design-public/round-history.synthetic.example.json 424 B
- references/modules/schemas/binder-execution-handoff.v1.schema.json 6.9 KB
- references/modules/schemas/binder-round-contract.v1.schema.json 5.6 KB
- references/NON_CLAIMS.md 1.6 KB
- references/references/binder-execution-adapters.json 54 KB
- references/references/binder-lane-capability-ledger.json 17 KB
- references/references/published-binder-comparison-workflow.json 4.7 KB
- references/schemas/binder-api-adapter-contract.schema.json 1.7 KB
- references/schemas/binder-capability-ledger.schema.json 1.8 KB
- references/schemas/binder-control-adoption.schema.json 1.2 KB
- references/schemas/binder-control-calibration.schema.json 3.2 KB
- references/schemas/binder-control-panel.schema.json 2.2 KB
- references/schemas/binder-controller-receipt.schema.json 4.2 KB
- references/schemas/binder-controller-request.schema.json 8.1 KB
- references/schemas/binder-execution-adapters.schema.json 7.1 KB
- references/schemas/binder-failure-record.schema.json 4.1 KB
- references/schemas/binder-metric-provenance.schema.json 2.0 KB
- references/schemas/binder-remote-tool-receipt.schema.json 2.7 KB
- references/schemas/binder-remote-tool-request.schema.json 3.1 KB
- references/schemas/binder-round-decision.schema.json 2.1 KB
- references/schemas/binder-round-plan.schema.json 15 KB
- references/schemas/binder-round-report.schema.json 6.2 KB
- references/schemas/binder-round-request.schema.json 14 KB
- references/schemas/binder-target-verification-report.schema.json 3.1 KB
- references/tools/bindcraft2.md 9.6 KB
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 26d ago Changed · +3 lines · +4 tokens per session 660ea08d5cec
- 1mo ago Changed · +8 lines · -4 tokens per session eb05dce7bba7
- 1mo ago First seen · 115 lines · 32 tokens per session scan A 73bd5478438a
binder-lane-round is a skill published in the GitHub repository BioSymphony/structure-factory (13 stars, last pushed 12d ago), licensed MIT. It adds 32 tokens to every session and 1,570 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-04.
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