benchling-integration

benchling-integration is a skill for Claude Code from dralkh/seerai. It costs 50 tokens per session (4,067 once invoked), scanned A, a copy of benchling-integration, MIT.

An integration guide for Benchling, a cloud platform used by life-science teams to manage biological records, lab inventory, electronic notebooks, and workflows.

In plain words
What is it for?
Use it to manage DNA, RNA, and protein records; samples and containers; electronic lab-notebook entries; workflows; Benchling Apps; data-warehouse queries; and data syncing with other systems.
Why use it?
It helps developers automate lab data without building every connection to Benchling's Python library and REST API from scratch.

Skill for Claude Code

Written for Claude Code: allowed-tools in frontmatter. Also seen: built for openclaw.

Good fit Use it to manage DNA, RNA, and protein records; samples and containers; electronic lab-notebook entries; workflows; Benchling Apps; data-warehouse queries; and data syncing with other systems.

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Install with agentmods
npx agentmods add skills/dralkh/seerai/benchling-integration
Install

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.

Any agent
npx skills add dralkh/seerai --skill benchling-integration
Clone the repo
git clone --depth 1 https://github.com/dralkh/seerai

Made for: Claude Code.

Wrote 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.

agentmods badge for benchling-integration

README.md
[![agentmods](https://agentmods.dev/badge/skills/dralkh/seerai/benchling-integration.svg)](https://agentmods.dev/skills/dralkh/seerai/benchling-integration)
Your own site
<a href="https://agentmods.dev/skills/dralkh/seerai/benchling-integration"><img src="https://agentmods.dev/badge/skills/dralkh/seerai/benchling-integration.svg" alt="Measured on agentmods" height="20"></a>
Per session 50 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 4,067 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 100% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00050 $0.04067
Opus 5 $0.00025 $0.02034
Sonnet 5 $0.00010 $0.00813
Haiku 4.5 $0.00005 $0.00407

Measured 8d ago against content hash c7f138709570, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-07, from the pricing page.

Security

Grade A, and why

benchling-integration 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 8d 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.

Origin

This is a copy

100% identical to benchling-integration — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/benchling-integration/SKILL.md · 533 lines

How it starts

The opening of the file, as written. The whole thing — 533 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Benchling Integration

Overview

Benchling is a cloud platform for life sciences R&D. Access registry entities (DNA, RNA, proteins), inventory, electronic lab notebooks, and workflows programmatically via the Python SDK and REST API.

Version note: Examples target benchling-sdk 1.25.0 (latest stable on PyPI). Docs: benchling.com/sdk-docs. Platform guide: docs.benchling.com.

When to Use This Skill

This skill should be used when:

  • Working with Benchling's Python SDK or REST API
  • Managing biological sequences (DNA, RNA, proteins) and registry entities
  • Automating inventory operations (samples, containers, locations, transfers)
  • Creating or querying electronic lab notebook entries
  • Building workflow automations or Benchling Apps
  • Syncing data between Benchling and external systems
  • Querying the Benchling Data Warehouse for analytics
  • Setting up event-driven integrations with AWS EventBridge

Core Capabilities

1. Authentication & Setup

Python SDK installation:

uv pip install "benchling-sdk==1.25.0"

Preview builds (alpha; not for production):

uv pip install "benchling-sdk" --prerelease allow

Environment variables (scoped reads only):

Read only the named keys you need — never dump or iterate over the full environment:

import os

tenant_url = os.environ.get("BENCHLING_TENANT_URL")  # e.g. https://your-tenant.benchling.com
api_key = os.environ.get("BENCHLING_API_KEY")

if not tenant_url or not api_key:
    raise ValueError("Set BENCHLING_TENANT_URL and BENCHLING_API_KEY")

Obtain an API key from Profile Settings in Benchling. For OAuth apps, use the Developer Console and store BENCHLING_CLIENT_ID / BENCHLING_CLIENT_SECRET separately.

Authentication methods:

API key (scripts and personal automation):

from benchling_sdk.benchling import Benchling
from benchling_sdk.auth.api_key_auth import ApiKeyAuth

benchling = Benchling(
    url=tenant_url,
    auth_method=ApiKeyAuth(api_key),
)

Read the full file on GitHub · 533 lines

Files

What ships with it

4 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.

Changes

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.

  1. 8d ago First seen · 533 lines · 50 tokens per session scan A c7f138709570

Subscribe to this mod's changes

benchling-integration is a skill published in the GitHub repository dralkh/seerai (76 stars, last pushed 2mo ago), licensed MIT. It adds 50 tokens to every session and 4,067 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. It is 100% identical to benchling-integration, differing in 0 lines, and is treated as a copy.

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