Dry Lab Career
by @krishnakumarmahadevan-cmd
Generates personalized bioinformatics and computational biology career roadmaps based on individual skills, education, and professional goals.
clawhub install toolweb-dry-lab-careerπ About This Skill
name: Dry Lab Career Roadmap Generator description: Generates personalized bioinformatics and computational biology career roadmaps based on individual skills, education, and professional goals.
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:
GET /health
Summary: Health Check
Description: Health check for monitoring
Method: GET
Path: /health
Response:
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):
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:
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:
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:
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
π‘ Examples
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
}
}
}