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Pipeline run

5b7b24bb-578d-4f09-b0d0-d32e896327c0

Pipeline LLM cost (USD)
API 1: $0.0101 API 2: $0.0002 API 3: $0.0000 Total: $0.0103

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Integration and event handling
Maintains and extends an OpenCart/PHP site by integrating third-party APIs, vendors, payment gateways, plugins, and libraries, plus fixing bugs and improving performance; also builds cron jobs and customizes VQMod/OCMOD components for multistore needs.
"Should be able to integrate third-party Vendors, Third-Party APIs, and Payment Gateway in OC."
Tech stack maturity
Mainstream Legacy
The listed backend profile centers on PHP, APIs, and plugins, which most commonly aligns with established mainstream legacy web application stacks rather than cloud-native or bleeding-edge systems.
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 (9)
OpenCart PHP VQMod OCMOD API Cron Payment Gateway Plugins Libraries
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
OpenCart PHP VQMod OCMOD API Cron Payment Gateway Plugins Libraries
Show KRA description ↓
Carry out tasks and deliver quality deliverables within the stipulated time. Collaborate with cross-functional teams to define, design, and ship new features. Work with outside data sources and APIs. Work on bug fixing and improving application performance. An excellent experience of working on the Multistore site. Excellent knowledge of Opencart 2.0 and higher, VQMode, and OCMOD. Excellent core PHP knowledge and development cron jobs Should be able to integrate third-party Vendors, Third-Party APIs, and Payment Gateway in OC. An ability to integrate any third-party tools and libraries. Must be able to integrate and customize any new OC Plugins or existing plugins according to the requirement.

Signals

Skill magento-dev
0.22
Alias backend-engineer
1.00
KRA flutter-developer
0.66

Post-classification

Centroidupdated · n=1531
Alias collision log
New-role queue
New skills captured6
New KRA captured

Captured for admin review

OpenCart primary Backend Developer pending
VQMod primary Backend Developer pending
OCMOD primary Backend Developer pending
Cron primary Backend Developer pending
Payment Gateway primary Backend Developer pending
Libraries primary Backend Developer pending
Status: completed Created: 2026-05-27T16:43:47.194045Z Updated: 2026-05-27T16:45:01.675494Z API 3 duration: 8953 ms
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

Backend Developer

PHP Backend Developer

sub-role · 0.98 domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db · sub-role slug: php-backend-developer

Domain=Software Engineering → sub-role php-backend-developer; The JD is centered on PHP-based OpenCart backend work, API/vendor/payment integrations, plugins, cron jobs, and bug/performance fixes.

Matched skills

Opencart 2.0VQModeOCMODcore PHPcron jobsthird-party APIsPayment Gatewaythird-party tools and librariesOC PluginsMultistore

Matched dimensions

Backend PHP DevelopmentE-commerce Platform CustomizationAPI and Third-Party IntegrationsPlugin/Extension IntegrationApplication Performance Improvement

Matched KRAs

Carry out tasks and deliver quality deliverables within the stipulated timeCollaborate with cross-functional teams to define, design, and ship new featuresWork with outside data sources and APIsWork on bug fixing and improving application performanceIntegrate third-party Vendors, APIs, and Payment Gateway in OCIntegrate and customize any new OC Plugins or existing plugins

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
1
Skipped

Job description

Location: Hyderabad
Experience: 3+ Years


Webappclouds is looking for an experienced OpenCart Developer who must come with a sound understanding of required web technologies, which would include PHP, MYSQL, HTML5, CSS3, JavaScript, and jQuery.
Apart from the aforementioned, you must be able to deliver an exceptional User Experience for an OpenCart Website.
You must also have experience in mobile responsive and search engine friendly OpenCart website developments, by using various debugging tools, along with the ability to edit and optimize images using any image editing software.


Job Description:


Carry out tasks and deliver quality deliverables within the stipulated time.
Collaborate with cross-functional teams to define, design, and ship new features.
Work with outside data sources and APIs.
Work on bug fixing and improving application performance.
An excellent experience of working on the Multistore site.
Excellent knowledge of Opencart 2.0 and higher, VQMode, and OCMOD.
Excellent core PHP knowledge and development cron jobs
Should be able to integrate third-party Vendors, Third-Party APIs, and Payment Gateway in OC.
An ability to integrate any third-party tools and libraries.
Must be able to integrate and customize any new OC Plugins or existing plugins according to the requirement.

Skills from this JD

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

OpenCart Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
E-commerce Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
PHP Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: PHP id=2986 · php

Aliases — catalog

  • PHP (CANONICAL) primary

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Confidence
0.99
Version strategy
NOT_APPLICABLE

Skill profile (library / DB)

Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
6
Sub-category id
96
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • PHP and Magento Extension Points Catalog dimension db id 391

    Library dimension (catalog)

    Roles linked in library: Magento Dev

  • PHP and WordPress Hooks Catalog dimension db id 326

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • Programming Languages & Template Languages Catalog dimension db id 359

    Library dimension (catalog)

    Roles linked in library: Drupal Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
PHP and Magento Extension Points
php-and-magento-extension-points
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP and WordPress Hooks
php-and-wordpress-hooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
VQMod Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
E-commerce Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
OCMOD Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
E-commerce Tools
Sub-category
general
Skill nature
TOOL
Volatility
FAST
Typical lifespan
SHORT_LIVED
Version strategy
VERSIONED
API Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: API id=1568 · api

Aliases — catalog

  • API (CANONICAL)

Context tags (catalog)

API gateway GraphQL JSON OAuth REST SDK SOAP XML authentication endpoint microservices rate limiting throttling versioning webhooks

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Application Programming Interface
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: APIs are a core requirement in most software engineering JDs and underpin common integrations across cloud, mobile, and web stacks; major vendors like AWS, Stripe, and Google Cloud center products on API-first usage.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1174
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Integration and Data Fetching Catalog dimension db id 127

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Integration and Data Fetching
api-integration-and-data-fetching
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cron Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Infrastructure Tools
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Payment Gateway Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Payment gateways id=3733 · payment-gateways

Aliases — catalog

  • Payment gateways (CANONICAL) primary

Context tags (catalog)

Authorize.Net Braintree PCI DSS PayPal Payment APIs Razorpay Square Stripe checkout process fraud detection merchant accounts payment processing recurring payments tokenization webhooks

Stored enrichment (catalog DB)

Category
Service
Sub-category
Payment Service
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Payment gateways are a standard requirement in e-commerce and SaaS JDs, with Stripe/PayPal/Adyen integrations commonly listed; vendor docs and job postings show broad, ongoing adoption.

Skill profile (library / DB)

Skill nature
CLOUD_SERVICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
11
Sub-category id
2950
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Magento Integration Adapters Catalog dimension db id 401

    Library dimension (catalog)

    Roles linked in library: Magento Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Magento Integration Adapters
magento-integration-adapters
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Plugins Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Plugins id=3661 · plugins

Aliases — catalog

  • Plugins (CANONICAL) primary

Context tags (catalog)

API add-ons configuration customization dependency injection dynamic loading event-driven extension hooks integration interoperability middleware modular plugin manager software architecture

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Extension Mechanism
Confidence
0.74
Version strategy
NOT_APPLICABLE

Maturity reasoning: Plugins are a common extension mechanism across major products and JDs for CMS, IDEs, browsers, and SaaS platforms; market demand is broad rather than tied to a single vendor or sunset path.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2879
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • PHP and Magento Extension Points Catalog dimension db id 391

    Library dimension (catalog)

    Roles linked in library: Magento Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
PHP and Magento Extension Points
php-and-magento-extension-points
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Libraries Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Programming Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
PHP in_db
PHP and Magento Extension Points
php-and-magento-extension-points
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP in_db
PHP and WordPress Hooks
php-and-wordpress-hooks
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP in_db
Programming Languages & Template Languages
programming-languages-template-languages
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API in_db
API Integration and Data Fetching
api-integration-and-data-fetching
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Payment Gateway new
Magento Integration Adapters
magento-integration-adapters
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Plugins in_db
PHP and Magento Extension Points
php-and-magento-extension-points
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed OpenCart | type=E-commerce Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed VQMod | type=E-commerce Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed OCMOD | type=E-commerce Tools subtype=general nature=TOOL lifespan=SHORT_LIVED
canonical_skill_proposed Cron | type=Infrastructure Tools subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Libraries | type=Programming Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
dimension_skill_link_proposed Payment Gateway ↔ Magento Integration Adapters
nano JD Parser — gpt-4.1-nano click to toggle
RoleOpenCart Developer
CompanyWebappclouds
Experience3+ Years
DomainIT Services & Consulting
Location Hyderabad, India
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "Webappclouds",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 3,
    "raw": "3+ Years"
  },
  "job_locations": [
    {
      "aliases": [
        "Hyderabad, AP"
      ],
      "city": "Hyderabad",
      "country": "India",
      "state": null,
      "work_mode": null
    }
  ],
  "role": "OpenCart Developer",
  "role_aliases": [
    "OpenCart Engineer",
    "OpenCart Developer",
    "PHP Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 9,
      "heading": "Job Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Carry out tasks and deliver",
        "last_5_words": "according to the requirement."
      },
      "text": "Carry out tasks and deliver quality deliverables within the stipulated time.\nCollaborate with cross-functional teams to define, design, and ship new features.\nWork with outside data sources and APIs.\nWork on bug fixing and improving application performance.\nAn excellent experience of working on the Multistore site.\nExcellent knowledge of Opencart 2.0 and higher, VQMode, and OCMOD.\nExcellent core PHP knowledge and development cron jobs\nShould be able to integrate third-party Vendors, Third-Party APIs, and Payment Gateway in OC.\nAn ability to integrate any third-party tools and libraries.\nMust be able to integrate and customize any new OC Plugins or existing plugins according to the requirement.",
      "word_count": 116
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "OpenCart"
    },
    {
      "is_primary": true,
      "skill_name": "PHP"
    },
    {
      "is_primary": true,
      "skill_name": "VQMod"
    },
    {
      "is_primary": true,
      "skill_name": "OCMOD"
    },
    {
      "is_primary": true,
      "skill_name": "API"
    },
    {
      "is_primary": true,
      "skill_name": "Cron"
    },
    {
      "is_primary": true,
      "skill_name": "Payment Gateway"
    },
    {
      "is_primary": true,
      "skill_name": "Plugins"
    },
    {
      "is_primary": true,
      "skill_name": "Libraries"
    }
  ],
  "jd_role": {
    "display_name": "OpenCart Developer",
    "rationale": null,
    "role_aliases": [
      "OpenCart Engineer",
      "OpenCart Developer",
      "PHP Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "Webappclouds",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "3+ Years"
    },
    "job_locations": [
      {
        "aliases": [
          "Hyderabad, AP"
        ],
        "city": "Hyderabad",
        "country": "India",
        "state": null,
        "work_mode": null
      }
    ],
    "role": "OpenCart Developer",
    "role_aliases": [
      "OpenCart Engineer",
      "OpenCart Developer",
      "PHP Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 9,
        "heading": "Job Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Carry out tasks and deliver",
          "last_5_words": "according to the requirement."
        },
        "text": "Carry out tasks and deliver quality deliverables within the stipulated time.\nCollaborate with cross-functional teams to define, design, and ship new features.\nWork with outside data sources and APIs.\nWork on bug fixing and improving application performance.\nAn excellent experience of working on the Multistore site.\nExcellent knowledge of Opencart 2.0 and higher, VQMode, and OCMOD.\nExcellent core PHP knowledge and development cron jobs\nShould be able to integrate third-party Vendors, Third-Party APIs, and Payment Gateway in OC.\nAn ability to integrate any third-party tools and libraries.\nMust be able to integrate and customize any new OC Plugins or existing plugins according to the requirement.",
        "word_count": 116
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "5b7b24bb-578d-4f09-b0d0-d32e896327c0",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
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        "display_name": "Backend Developer",
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        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
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        "total_count": null
      },
      {
        "display_name": "PHP Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 86,
        "score": 1.0,
        "slug": "php-backend-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "integrate external APIs and data sources",
            "sentence": "Work with outside data sources and APIs.",
            "similarity": 0.7433
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features.",
            "similarity": 0.7277
          },
          {
            "kra_text": "integrate external APIs and data sources",
            "sentence": "An ability to integrate any third-party tools and libraries.",
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        ],
        "matched_count": null,
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        "score": 0.6612,
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        "total_count": null
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "site troubleshooting and defect fixes",
            "sentence": "Work on bug fixing and improving application performance.",
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          },
          {
            "kra_text": "module customization and maintenance",
            "sentence": "Must be able to integrate and customize any new OC Plugins or existing plugins according to the requirement.",
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          },
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        ],
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        "role_id": 228,
        "score": 0.5173,
        "slug": "drupal-dev",
        "total_count": null
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
          {
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          },
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            "kra_text": "internal and third-party system integration",
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          },
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            "kra_text": "backend code refactoring and maintenance",
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          }
        ],
        "matched_count": null,
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        "role_id": 83,
        "score": 0.5148,
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        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
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            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features.",
            "similarity": 0.5717
          },
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            "similarity": 0.5087
          },
          {
            "kra_text": "Integrates frontend views with RESTful or GraphQL backend APIs, handling async data fetching, loading states, error boundaries, and cache invalidation.",
            "sentence": "Work with outside data sources and APIs.",
            "similarity": 0.4371
          }
        ],
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        "matched_skills": null,
        "role_id": 7,
        "score": 0.5058,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
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            "similarity": 0.5398
          },
          {
            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
            "sentence": "An ability to integrate any third-party tools and libraries.",
            "similarity": 0.4874
          },
          {
            "kra_text": "Integrates with third-party services, payment gateways, messaging queues like Kafka or RabbitMQ, and internal microservices via HTTP and event-driven patterns.",
            "sentence": "Work with outside data sources and APIs.",
            "similarity": 0.4862
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 0.5045,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Magento Dev",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "PHP",
          "Plugins"
        ],
        "role_id": 231,
        "score": 0.2222,
        "slug": "magento-dev",
        "total_count": 9
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "API"
        ],
        "role_id": 15,
        "score": 0.1111,
        "slug": "full-stack-engineer",
        "total_count": 9
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "API"
        ],
        "role_id": 25,
        "score": 0.1111,
        "slug": "web-developer",
        "total_count": 9
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "API"
        ],
        "role_id": 89,
        "score": 0.1111,
        "slug": "react-frontend-developer",
        "total_count": 9
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "API"
        ],
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        "score": 0.1111,
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      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
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      "role_id": 1,
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    },
    "confidence": 0.96,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Backend PHP Development",
      "E-commerce Platform Customization",
      "API and Third-Party Integrations",
      "Plugin/Extension Integration",
      "Application Performance Improvement"
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    "matched_kras": [
      "Carry out tasks and deliver quality deliverables within the stipulated time",
      "Collaborate with cross-functional teams to define, design, and ship new features",
      "Work with outside data sources and APIs",
      "Work on bug fixing and improving application performance",
      "Integrate third-party Vendors, APIs, and Payment Gateway in OC",
      "Integrate and customize any new OC Plugins or existing plugins"
    ],
    "matched_skills": [
      "Opencart 2.0",
      "VQMode",
      "OCMOD",
      "core PHP",
      "cron jobs",
      "third-party APIs",
      "Payment Gateway",
      "third-party tools and libraries",
      "OC Plugins",
      "Multistore"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role php-backend-developer; The JD is centered on PHP-based OpenCart backend work, API/vendor/payment integrations, plugins, cron jobs, and bug/performance fixes.",
    "sub_role": {
      "confidence": 0.98,
      "display_name": "PHP Backend Developer",
      "reasoning": "The JD is explicitly centered on OpenCart development with strong core PHP requirements, plugin customization, and PHP-based integrations, which clearly maps to PHP backend development.",
      "role_id": 86,
      "slug": "php-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 1531,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
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        "is_primary": true,
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        "role_slug": "backend-engineer",
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        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 21692,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
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        "status": "pending"
      },
      {
        "is_primary": true,
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      },
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        "is_primary": true,
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}
API 2 — extract-details
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        "is_also_category": false,
        "is_extractable": true,
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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      "matched_via": "embedding_alias"
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      "matched_via": "alias"
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        "source": "db"
      },
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  "new_aliases_persisted": 0,
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      },
      "source_tag": "llm",
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            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "React Frontend Developer",
              "id": 89,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Svelte Frontend Developer",
              "id": 92,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "svelte-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Vue Frontend Developer",
              "id": 91,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "vue-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "API",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Cron",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Infrastructure Tools",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "cron",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Payment gateways",
          "alias_type": "CANONICAL",
          "id": 5350,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 11,
        "display_name": "Payment gateways",
        "id": 3733,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CLOUD_SERVICE",
        "slug": "payment-gateways",
        "sub_category_id": 2950,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Magento Integration Adapters",
            "id": 401,
            "rationale": "Connecting Magento to external commerce systems and services. This cluster covers API clients, webhooks, message-driven adapters, and data mapping needed to synchronize storefront behavior with surrounding platforms.",
            "slug": "magento-integration-adapters",
            "source": "db"
          },
          "input_skill": "Payment Gateway",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Magento Dev",
              "id": 231,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "magento-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Payment Gateway",
      "matched_via": "embedding_alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Plugins",
          "alias_type": "CANONICAL",
          "id": 5278,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Plugins",
        "id": 3661,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "plugins",
        "sub_category_id": 2879,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "PHP and Magento Extension Points",
            "id": 391,
            "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
            "slug": "php-and-magento-extension-points",
            "source": "db"
          },
          "input_skill": "Plugins",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Magento Dev",
              "id": 231,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "magento-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Plugins",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Libraries",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "libraries",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "OpenCart",
    "VQMod",
    "OCMOD",
    "Cron",
    "Libraries"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering \u2192 sub-role php-backend-developer; The JD is centered on PHP-based OpenCart backend work, API/vendor/payment integrations, plugins, cron jobs, and bug/performance fixes.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "OpenCart",
      "tag": "new"
    },
    {
      "skill": "PHP",
      "tag": "in_db"
    },
    {
      "skill": "VQMod",
      "tag": "new"
    },
    {
      "skill": "OCMOD",
      "tag": "new"
    },
    {
      "skill": "API",
      "tag": "in_db"
    },
    {
      "skill": "Cron",
      "tag": "new"
    },
    {
      "skill": "Payment Gateway",
      "tag": "in_db"
    },
    {
      "skill": "Plugins",
      "tag": "in_db"
    },
    {
      "skill": "Libraries",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "PHP and Magento Extension Points",
          "id": 391,
          "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
          "slug": "php-and-magento-extension-points",
          "source": "db"
        },
        "dimension_id": 391,
        "input_skill": "PHP",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Magento Dev",
            "id": 231,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "magento-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2986,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "PHP and WordPress Hooks",
          "id": 326,
          "rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
          "slug": "php-and-wordpress-hooks",
          "source": "db"
        },
        "dimension_id": 326,
        "input_skill": "PHP",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "WordPress Dev",
            "id": 227,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "wordpress-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2986,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages \u0026 Template Languages",
          "id": 359,
          "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
          "slug": "programming-languages-template-languages",
          "source": "db"
        },
        "dimension_id": 359,
        "input_skill": "PHP",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Drupal Dev",
            "id": 228,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2986,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Integration and Data Fetching",
          "id": 127,
          "rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
          "slug": "api-integration-and-data-fetching",
          "source": "db"
        },
        "dimension_id": 127,
        "input_skill": "API",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Angular Frontend Developer",
            "id": 90,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "angular-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Svelte Frontend Developer",
            "id": 92,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "svelte-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Vue Frontend Developer",
            "id": 91,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1568,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Magento Integration Adapters",
          "id": 401,
          "rationale": "Connecting Magento to external commerce systems and services. This cluster covers API clients, webhooks, message-driven adapters, and data mapping needed to synchronize storefront behavior with surrounding platforms.",
          "slug": "magento-integration-adapters",
          "source": "db"
        },
        "dimension_id": 401,
        "input_skill": "Payment Gateway",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Magento Dev",
            "id": 231,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "magento-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "PHP and Magento Extension Points",
          "id": 391,
          "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
          "slug": "php-and-magento-extension-points",
          "source": "db"
        },
        "dimension_id": 391,
        "input_skill": "Plugins",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Magento Dev",
            "id": 231,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "magento-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 3661,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "5b7b24bb-578d-4f09-b0d0-d32e896327c0"
}