Agriculture Research

Generates personalized agriculture research career roadmaps based on user experience, skills, and professional goals.

Security Scan

The skill is an instruction-only OpenAPI specification for generating agriculture research career roadmaps and its declared requirements (no env vars, no installs, no binaries) align with that purpose; there are no signs of credential requests, installers, or file-system/network actions that contradict the description.

Purpose & Capability

The name/description match the provided SKILL.md and openapi.json (an API that generates personalized roadmaps). However, it is an API specification only — there is no server URL, implementation code, homepage, or source repository included. That makes the artifact incomplete (useful as a spec) but means it cannot actually call or host a service without additional configuration.

Instruction Scope

SKILL.md contains API usage, sample requests/responses, and endpoint definitions; it does not instruct the agent to read unrelated system files, access secrets, or exfiltrate data. The instructions stay within the expected scope for an API specification.

Install Mechanism

No install spec and no code files are present (instruction-only). Nothing will be written to disk or executed from this package itself.

Credentials

The skill declares no required environment variables, credentials, or config paths. That is proportionate to an OpenAPI-only skill which only documents endpoints and payloads.

Persistence & Privilege

always is false and the skill does not request persistent system presence or elevated privileges. The default ability for the agent to invoke the skill autonomously is unchanged and appropriate for this type of skill.

Assessment

This artifact is an API specification (OpenAPI + documentation) for generating agriculture research roadmaps; it contains no implementation, no installers, and asks for no credentials, so it is internally coherent and not requesting unnecessary access. However: (1) there is no server/base URL, source repo, or homepage included — verify where the actual API is hosted before sending real or sensitive personal data; (2) because it’s only a spec, the agent will need configuration (a reachable endpoint) to perform network calls — don't provide credentials or production data to an unknown/unspecified endpoint; and (3) if you plan to connect this spec to a live service, validate that service's privacy/security practices first. If you want higher assurance, ask the publisher for a canonical server URL, source code, or a reputable homepage before enabling the skill in production.

Overview

The Agriculture Research Roadmap API empowers career professionals and students in the agricultural research sector to create personalized, data-driven career development plans. By analyzing educational background, existing skills, research interests, and career aspirations, this API generates comprehensive roadmaps tailored to individual trajectories and industry demands.

This tool serves agricultural researchers, academics, career counselors, and educational institutions seeking to align individual capabilities with evolving opportunities in agriculture research. Whether you're transitioning into agricultural research, advancing within the field, or exploring specialized research areas, the API delivers actionable guidance structured around realistic timelines and sector-specific requirements.

The API supports session-based interactions, allowing users to track progress, refine goals, and receive updated recommendations as their circumstances evolve. Integration is straightforward via REST endpoints, with detailed validation to ensure data quality and meaningful roadmap generation.

Usage

Sample Request

{
  "userId": "user_12345",
  "sessionId": "session_abc123",
  "timestamp": "2024-01-15T10:30:00Z",
  "assessmentData": {
    "experience": {
      "education": "Master's in Agronomy",
      "fieldOfStudy": "Crop Science",
      "yearsExperience": "3"
    },
    "skills": {
      "existingSkills": ["data analysis", "soil testing", "crop modeling"],
      "researchAreas": ["sustainable farming", "precision agriculture", "soil health"]
    },
    "goals": {
      "targetRole": "Agricultural Research Scientist",
      "preferredSector": "Public Research Institution",
      "timeline": "18-24 months",
      "additionalInfo": "Interested in climate-resilient crop varieties"
    },
    "sessionId": "session_abc123",
    "timestamp": "2024-01-15T10:30:00Z"
  }
}

Sample Response

{
  "roadmapId": "roadmap_xyz789",
  "userId": "user_12345",
  "sessionId": "session_abc123",
  "generatedAt": "2024-01-15T10:30:45Z",
  "roadmap": {
    "summary": "12-18 month pathway to Senior Agricultural Research Scientist role",
    "phases": [
      {
        "phase": 1,
        "duration": "Months 1-3",
        "title": "Foundation & Specialization",
        "objectives": [
          "Deepen knowledge in climate adaptation research",
          "Complete advanced statistical analysis course",
          "Establish publication strategy"
        ],
        "milestones": ["Complete 1 peer-reviewed publication", "Join research consortium"]
      },
      {
        "phase": 2,
        "duration": "Months 4-9",
        "title": "Project Leadership",
        "objectives": [
          "Lead independent research project",
          "Develop grant proposal skills",
          "Build collaborative partnerships"
        ],
        "milestones": ["Submit grant application", "Establish 2+ partnerships"]
      },
      {
        "phase": 3,
        "duration": "Months 10-18",
        "title": "Career Advancement",
        "objectives": [
          "Mentor junior researchers",
          "Present at international conference",
          "Establish thought leadership"
        ],
        "milestones": ["Conference presentation", "Launch mentorship program"]
      }
    ],
    "skillGaps": ["Grant writing", "Advanced GIS", "Research budgeting"],
    "recommendedResources": [
      "NSF Research Skills Workshop",
      "Climate-Smart Agriculture Certification",
      "Advanced R Programming for Agricultural Data"
    ],
    "nextSteps": ["Enroll in grant writing course", "Schedule mentor meeting", "Attend upcoming conference"]
  },
  "status": "success"
}

Endpoints

GET /

Summary: Root
Description: Returns basic API information.

Parameters: None

Response: Returns an empty JSON object or welcome message.

---

GET /api/agri/health

Summary: Health Check
Description: Verifies the API service is operational and responsive.

Parameters: None

Response: Returns service status and availability information.

---

POST /api/agri/roadmap

Summary: Create Roadmap
Description: Generates a personalized agriculture research career roadmap based on user assessment data.

Parameters:

Name	Type	Required	Description
userId	string or object	Optional	Unique identifier for the user requesting the roadmap.
sessionId	string	Optional	Session token for tracking multi-step interactions and maintaining context across requests.
timestamp	string (ISO 8601)	Optional	Request timestamp in ISO 8601 format for audit and analytics purposes.
assessmentData	object	Required	Comprehensive assessment containing experience, skills, and career goals.
assessmentData.experience	object	Optional	Educational and professional background information.
assessmentData.experience.education	string	Optional	Highest level of education completed (e.g., "Bachelor's in Biology", "Master's in Agronomy").
assessmentData.experience.fieldOfStudy	string	Optional	Primary field or discipline of study (e.g., "Crop Science", "Agricultural Engineering").
assessmentData.experience.yearsExperience	string	Optional	Years of relevant professional experience in agriculture or research.
assessmentData.skills	object	Optional	Existing competencies and research interests.
assessmentData.skills.existingSkills	array of strings	Optional	List of current professional skills (e.g., ["data analysis", "soil testing", "statistical modeling"]).
assessmentData.skills.researchAreas	array of strings	Optional	Areas of research interest or specialization (e.g., ["sustainable farming", "precision agriculture"]).
assessmentData.goals	object	Optional	Career objectives and preferences.
assessmentData.goals.targetRole	string	Optional	Desired job title or position (e.g., "Senior Research Scientist", "Agricultural Policy Advisor").
assessmentData.goals.preferredSector	string	Optional	Industry sector preference (e.g., "Public Research Institution", "Private AgTech", "Government Agency").
assessmentData.goals.timeline	string	Optional	Expected timeframe for goal achievement (e.g., "12-18 months", "2-3 years").
assessmentData.goals.additionalInfo	string	Optional	Any additional context, constraints, or preferences affecting the roadmap.

Request Body: JSON object containing RoadmapRequest schema as shown above.

Response (200): Returns a comprehensive roadmap object including:

• roadmapId: Unique identifier for the generated roadmap
• userId: Associated user identifier
• sessionId: Session tracking reference
• generatedAt: Timestamp of roadmap generation
• roadmap: Structured career pathway with phases, objectives, milestones, skill gaps, resources, and next steps
• status: Confirmation of successful generation ("success")

Response (422): Validation error detailing missing or malformed request parameters.

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.

• toolweb.in
• portal.toolweb.in
• hub.toolweb.in
• toolweb.in/openclaw/
• rapidapi.com/user/mkrishna477
• youtube.com/@toolweb-009

References

• Kong Route: https://api.mkkpro.com/career/agriculture-research
• API Docs: https://api.mkkpro.com:8183/docs