Pipeline run

a7c14b87-435c-431e-b875-28022369dd8a

Pipeline LLM cost (USD)

API 1: $0.0027 API 2: $0.0000 API 3: $0.0000 Total: $0.0027

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · QA Automation / Test Automation

Tests web apps end-to-end by running manual checks, building Selenium/Java/Cucumber UI automation, and validating backend APIs with REST Assured; also logs defects and improves automation coverage/frameworks.

"Develop and maintain automated UI test scripts using Selenium with Java and BDD Cucumber."

Tech stack maturity

Mainstream Modern cache hit

A DevOps Engineer with Java as the primary skill most commonly aligns with widely adopted, contemporary enterprise tooling and practices rather than bleeding-edge or legacy-specific stacks.

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

0.00 / 5

· Title match

· Has AI skill

· AI skill (primary)

· AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): —

Frameworks (×2): —

Models / concepts (×3): —

Evidence — skills matched in JD (4)

REST Assured Selenium Java BDD Cucumber

Skill cluster (2 dimension groups, role-scoped)

Java Language and JVM

Java

Cross-cutting / unaligned

REST Assured Selenium BDD Cucumber

Show KRA description ↓

API automation using REST Assured. • Execute manual testing to ensure functionality, usability, and stability of applications. • Develop and maintain automated UI test scripts using Selenium with Java and BDD Cucumber. • Perform API automation testing using REST Assured to validate backend services. • Identify and document defects, and work closely with developers to resolve issues. • Continuously improve test automation frameworks and ensure comprehensive test coverage. • 4+ years of experience in Manual and Automation Testing. • Proficiency in Selenium with Java for UI automation. • Hands-on experience with BDD Cucumber for behaviour-driven development. • Expertise in API Automation using REST Assured. • Solid understanding of testing methodologies and software development life cycles.

Signals

Skill backend-engineer

0.25

Alias ar-vr-engineer

0.33

KRA devops-engineer

0.43

Post-classification

Centroidupdated · n=13

Alias collision log#29

New-role queue—

New skills captured3

New KRA captured—

Captured for admin review

REST Assured primary ↔ DevOps Engineer pending

Selenium primary ↔ DevOps Engineer pending

BDD Cucumber primary ↔ DevOps Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T00:14:28.891644Z Updated: 2026-05-19T00:14:29.734607Z

Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

No chosen role stored for this run.

Job description

API Automation Test Engineer

Skills:
Java, bdd framework, REST assured, Selenium, API testing, cucumber,

Job Overview: API automation using REST Assured.

Key Responsibilities

• Execute manual testing to ensure functionality, usability, and stability of applications.
• Develop and maintain automated UI test scripts using Selenium with Java and BDD Cucumber.
• Perform API automation testing using REST Assured to validate backend services.
• Identify and document defects, and work closely with developers to resolve issues.
• Continuously improve test automation frameworks and ensure comprehensive test coverage.


Requirements

• 4+ years of experience in Manual and Automation Testing.
• Proficiency in Selenium with Java for UI automation.
• Hands-on experience with BDD Cucumber for behaviour-driven development.
• Expertise in API Automation using REST Assured.
• Solid understanding of testing methodologies and software development life cycles.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

REST Assured Primary No API 2 row (run stopped after API 1 or history missing)

Selenium Primary No API 2 row (run stopped after API 1 or history missing)

Java Primary No API 2 row (run stopped after API 1 or history missing)

BDD Cucumber Primary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

RoleAPI Automation Test Engineer

Experience4+ years of experience in Manual and Automation Testing.

DomainOther

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 4,
    "raw": "4+ years of experience in Manual and Automation Testing."
  },
  "job_locations": [],
  "role": "API Automation Test Engineer",
  "role_archetype": "QA",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Job Overview",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "API automation using REST Assured.",
        "last_5_words": "using REST Assured."
      },
      "text": "API automation using REST Assured.",
      "word_count": 6
    },
    {
      "bullet_count": 5,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Execute manual testing to",
        "last_5_words": "test automation frameworks and ensure comprehensive test coverage."
      },
      "text": "\u2022 Execute manual testing to ensure functionality, usability, and stability of applications.\n\u2022 Develop and maintain automated UI test scripts using Selenium with Java and BDD Cucumber.\n\u2022 Perform API automation testing using REST Assured to validate backend services.\n\u2022 Identify and document defects, and work closely with developers to resolve issues.\n\u2022 Continuously improve test automation frameworks and ensure comprehensive test coverage.",
      "word_count": 64
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    {
      "bullet_count": 5,
      "heading": "Requirements",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 4+ years of experience in",
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      },
      "text": "\u2022 4+ years of experience in Manual and Automation Testing.\n\u2022 Proficiency in Selenium with Java for UI automation.\n\u2022 Hands-on experience with BDD Cucumber for behaviour-driven development.\n\u2022 Expertise in API Automation using REST Assured.\n\u2022 Solid understanding of testing methodologies and software development life cycles.",
      "word_count": 51
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "REST Assured"
    },
    {
      "is_primary": true,
      "skill_name": "Selenium"
    },
    {
      "is_primary": true,
      "skill_name": "Java"
    },
    {
      "is_primary": true,
      "skill_name": "BDD Cucumber"
    }
  ],
  "jd_role": {
    "display_name": "API Automation Test Engineer",
    "rationale": null,
    "role_archetype": "QA",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
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      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 4,
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    },
    "job_locations": [],
    "role": "API Automation Test Engineer",
    "role_archetype": "QA",
    "roles_and_responsibilities": [
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        "heading": "Job Overview",
        "heading_was_present": true,
        "source_marker": {
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          "last_5_words": "using REST Assured."
        },
        "text": "API automation using REST Assured.",
        "word_count": 6
      },
      {
        "bullet_count": 5,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Execute manual testing to",
          "last_5_words": "test automation frameworks and ensure comprehensive test coverage."
        },
        "text": "\u2022 Execute manual testing to ensure functionality, usability, and stability of applications.\n\u2022 Develop and maintain automated UI test scripts using Selenium with Java and BDD Cucumber.\n\u2022 Perform API automation testing using REST Assured to validate backend services.\n\u2022 Identify and document defects, and work closely with developers to resolve issues.\n\u2022 Continuously improve test automation frameworks and ensure comprehensive test coverage.",
        "word_count": 64
      },
      {
        "bullet_count": 5,
        "heading": "Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 4+ years of experience in",
          "last_5_words": "development life cycles."
        },
        "text": "\u2022 4+ years of experience in Manual and Automation Testing.\n\u2022 Proficiency in Selenium with Java for UI automation.\n\u2022 Hands-on experience with BDD Cucumber for behaviour-driven development.\n\u2022 Expertise in API Automation using REST Assured.\n\u2022 Solid understanding of testing methodologies and software development life cycles.",
        "word_count": 51
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a7c14b87-435c-431e-b875-28022369dd8a",
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "AR/VR Engineer",
        "matched_count": null,
        "role_id": 8,
        "score": 0.3333,
        "slug": "ar-vr-engineer",
        "total_count": null
      },
      {
        "display_name": "AI Engineer",
        "matched_count": null,
        "role_id": 13,
        "score": 0.3333,
        "slug": "ai-engineer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "matched_count": null,
        "role_id": 2,
        "score": 0.3171,
        "slug": "data-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.4349,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "AI Compliance Officer",
        "matched_count": null,
        "role_id": 12,
        "score": 0.3921,
        "slug": "ai-compliance-officer",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.3746,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "matched_count": null,
        "role_id": 11,
        "score": 0.3525,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "Ios engineer",
        "matched_count": null,
        "role_id": 6,
        "score": 0.3224,
        "slug": "ios-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Backend Engineer",
        "matched_count": 1,
        "role_id": 1,
        "score": 0.25,
        "slug": "backend-engineer",
        "total_count": 4
      },
      {
        "display_name": "Data Engineer",
        "matched_count": 1,
        "role_id": 2,
        "score": 0.25,
        "slug": "data-engineer",
        "total_count": 4
      },
      {
        "display_name": "Android Engineer",
        "matched_count": 1,
        "role_id": 4,
        "score": 0.25,
        "slug": "android-engineer",
        "total_count": 4
      }
    ],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "B",
    "chosen_role": {
      "display_name": "DevOps Engineer",
      "matched_count": null,
      "role_id": 10,
      "score": 0.4349,
      "slug": "devops-engineer",
      "total_count": null
    },
    "confidence": 0.4349,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "queued": false,
    "reasoning": "Stage 1 title \u0027API Automation Test Engineer\u0027 not in catalog; KRA top-2 within margin -\u003e classify into nearest neighbor devops-engineer (0.43)"
  },
  "stage5_updates": {
    "centroid_n_after": 13,
    "centroid_updated": true,
    "collision_log_id": 29,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 541,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "REST Assured",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 542,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "Selenium",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 543,
        "role_display_name": "DevOps Engineer",
        "role_slug": "devops-engineer",
        "skill_name": "BDD Cucumber",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{}

API 3 — final-role-output

{}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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