Dry Lab Career

Generates personalized bioinformatics and computational biology career roadmaps based on individual skills, education, and professional goals.

Audits

Pass

ClawScanPass

Agentic behavior and permission review.

Static analysisPass

Pattern checks against bundled files.

VirusTotalAdvisory

Multi-engine malware detections and file reputation.

Install

openclaw skills install toolweb-dry-lab-career

Overview

The Dry Lab Career Roadmap Generator is a professional platform designed to guide individuals through evidence-based career pathways in bioinformatics and computational biology. This tool leverages assessment data including education background, programming proficiency, biology knowledge, tool expertise, and career aspirations to create customized development plans.

Built for researchers, students, and professionals transitioning into computational life sciences, the platform provides actionable guidance on skill development, industry insights, and job market information. It bridges the gap between academic preparation and industry requirements, helping users identify gaps and prioritize learning objectives aligned with their specific career objectives.

The generator integrates real-world job market data and company hiring practices to ensure recommendations reflect current industry demand and hiring trends for dry lab positions.

Usage

Sample Request

{
  "assessmentData": {
    "education": "Master's in Bioinformatics",
    "programming": ["Python", "R", "Bash"],
    "biology": ["Molecular Biology", "Genomics", "Systems Biology"],
    "tools": ["BLAST", "SAMtools", "Bedtools", "GATK"],
    "goals": ["Genome Assembly", "Variant Calling", "Biostatistics"],
    "experience": "2 years in research",
    "sessionId": "sess_a1b2c3d4e5f6",
    "timestamp": "2025-01-15T14:30:00Z"
  },
  "sessionId": "sess_a1b2c3d4e5f6",
  "userId": 12345,
  "timestamp": "2025-01-15T14:30:00Z"
}

Sample Response

{
  "roadmap": {
    "currentLevel": "Intermediate",
    "recommendedPath": "Senior Bioinformatician",
    "skillGaps": [
      "Machine Learning for Genomics",
      "Cloud Computing (AWS/GCP)",
      "Advanced Statistics",
      "Pipeline Development"
    ],
    "recommendedCourses": [
      {
        "title": "Deep Learning in Genomics",
        "provider": "Coursera",
        "duration": "8 weeks",
        "priority": "High"
      },
      {
        "title": "AWS for Bioinformatics",
        "provider": "Udemy",
        "duration": "12 weeks",
        "priority": "High"
      }
    ],
    "targetCompanies": [
      "Illumina",
      "10x Genomics",
      "Genentech",
      "Flatiron Health"
    ],
    "timelineMonths": 12,
    "estimatedSalaryRange": {
      "min": 95000,
      "max": 145000
    }
  }
}

Endpoints

GET /

Summary: Root
Description: Health check endpoint
Method: GET
Path: /

Response:

200 OK: Success response with empty schema

GET /health

Summary: Health Check
Description: Health check for monitoring
Method: GET
Path: /health

Response:

200 OK: Success response with empty schema

POST /api/drylab/roadmap

Summary: Generate Roadmap
Description: Generate personalized dry lab career roadmap based on assessment data
Method: POST
Path: /api/drylab/roadmap

Request Body (Required):

Type: application/json
Schema: RoadmapRequest object

Request Parameters:

Parameter	Type	Required	Description
assessmentData	AssessmentData object	Yes	User's skill assessment including education, programming languages, biology expertise, tools knowledge, career goals, and experience level
sessionId	string	Yes	Unique session identifier for tracking
userId	integer or null	No	Optional user identifier for personalization
timestamp	string	Yes	ISO 8601 timestamp of request

AssessmentData Parameters:

Parameter	Type	Required	Description
education	string	Yes	Highest level of education or field of study (e.g., "Master's in Bioinformatics")
programming	array of strings	Yes	List of programming languages (e.g., ["Python", "R", "Bash"])
biology	array of strings	Yes	List of biology domains (e.g., ["Genomics", "Molecular Biology"])
tools	array of strings	Yes	List of bioinformatics tools (e.g., ["BLAST", "SAMtools"])
goals	array of strings	Yes	Career objectives and specialization goals
experience	string	Yes	Years and type of experience (e.g., "2 years in research")
sessionId	string	Yes	Session identifier matching request
timestamp	string	Yes	ISO 8601 timestamp

Response:

200 OK: Roadmap data including current level, recommended path, skill gaps, courses, target companies, timeline, and salary estimates
422 Unprocessable Entity: Validation error with detailed error messages

GET /api/drylab/companies

Summary: Get Companies
Description: Retrieve list of target companies actively hiring for dry lab roles
Method: GET
Path: /api/drylab/companies

Response:

200 OK: Array of company objects with hiring information for dry lab positions

GET /api/drylab/job-market

Summary: Get Job Market Info
Description: Retrieve current job market information, trends, and salary data for dry lab roles
Method: GET
Path: /api/drylab/job-market

Response:

200 OK: Job market data including salary ranges, demand trends, location insights, and skill requirements

Pricing

Plan	Calls/Day	Calls/Month	Price
Free	5	50	Free
Developer	20	500	$39/mo
Professional	200	5,000	$99/mo
Enterprise	100,000	1,000,000	$299/mo

About

ToolWeb.in - 200+ security APIs, CISSP & CISM, platforms: Pay-per-run, API Gateway, MCP Server, OpenClaw, RapidAPI, YouTube.

References

Kong Route: https://api.mkkpro.com/career/dry-lab
API Docs: https://api.mkkpro.com:8151/docs