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Pipeline run

306c9c8a-47e8-4d43-b101-0a3c345b159d

Pipeline LLM cost (USD)
API 1: $0.0046 API 2: $0.0005 API 3: $0.0000 Total: $0.0051

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · integration engineering
Build and support MuleSoft integrations and microservices: design REST/web service APIs, connect Salesforce Data Cloud with external systems, and monitor/tune integrations in Anypoint Platform, including marketing tool connectors.
"• Design and implement integrations using MuleSoft Anypoint Platform (Anypoint Studio, API Manager, Exchange, Runtime Manager, Design Center, CloudHub 2.0)."
Tech stack maturity
Mainstream Modern
MuleSoft development centered on HTTP, microservices, REST, and Salesforce integration aligns with a widely adopted, modern enterprise integration stack rather than bleeding-edge or legacy technologies.
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 (17)
MuleSoft Anypoint Platform Anypoint Studio API Manager Exchange Runtime Manager Design Center CloudHub 2.0 Microservices REST Salesforce Data Cloud DataWeave HTTP Salesforce Marketing Cloud Adobe Workfront DAM Microsoft Teams
Skill cluster (2 dimension groups, role-scoped)
Integration Protocols & Standards
REST
Cross-cutting / unaligned
MuleSoft Anypoint Platform Anypoint Studio API Manager Exchange Runtime Manager Design Center CloudHub 2.0 Microservices Salesforce Data Cloud DataWeave HTTP Salesforce Marketing Cloud Adobe Workfront DAM Microsoft Teams
Show KRA description ↓
• Design and implement integrations using MuleSoft Anypoint Platform (Anypoint Studio, API Manager, Exchange, Runtime Manager, Design Center, CloudHub 2.0). • Develop and manage microservices-based architecture, including RESTful APIs and web services. • Configure and monitor MuleSoft APIs and connected apps for secure and scalable integrations. • Build and optimize data flows between Salesforce (including Data Cloud) and external systems. • Implement system integrations using inbuilt connectors and APIs, ensuring adherence to HTTP standards and request/response patterns (GET, POST, PUT, DELETE). • Collaborate with marketing teams to integrate tools like Salesforce Marketing Cloud, Adobe Workfront, DAM, Microsoft Teams. • Support troubleshooting, performance tuning, and monitoring of integration solutions. • Strong knowledge of Microservice Architecture, REST APIs, and web services. • Hands‑on experience with MuleSoft Anypoint Studio, DataWeave, API Manager, Exchange, Runtime Manager, Design Center, and CloudHub 2.0. • Proficiency in system integration using connectors and APIs. • Working knowledge of HTTP protocols and methods. • Familiarity with Salesforce platforms and data models. • Experience with Salesforce Data Cloud and Data Objects using MuleSoft as an integration tool. • Exposure to marketing technology integrations (Salesforce Marketing Cloud, Adobe Workfront, DAM). • MuleSoft and Salesforce certifications.

Signals

Skill scala-backend-developer
0.15
Alias
KRA backend-engineer
0.58

Post-classification

Centroidupdated · n=2
Alias collision log
New-role queue
New skills captured13
New KRA capturedyes

Captured for admin review

MuleSoft Anypoint Platform primary MuleSoft Developer pending
Anypoint Studio primary MuleSoft Developer pending
API Manager primary MuleSoft Developer pending
Exchange primary MuleSoft Developer pending
Runtime Manager primary MuleSoft Developer pending
Design Center primary MuleSoft Developer pending
CloudHub 2.0 primary MuleSoft Developer pending
Data Cloud primary MuleSoft Developer pending
DataWeave primary MuleSoft Developer pending
Salesforce Marketing Cloud MuleSoft Developer pending
Adobe Workfront MuleSoft Developer pending
DAM MuleSoft Developer pending
Microsoft Teams MuleSoft Developer pending
R&R fragment (sim 0.00) MuleSoft Developer pending

• Design and implement integrations using MuleSoft Anypoint Platform (Anypoint Studio, API Manager, Exchange, Runtime Manager, Design Center, CloudHub 2.0). • Develop and manage microservices-based ar…

Status: completed Created: 2026-06-12T21:25:06.757200Z Updated: 2026-06-12T21:25:18.608438Z API 3 duration: 84 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

MuleSoft Developer

domain · Salesforce CASE DOMAIN

slug: mulesoft-developer · id: 113 · source: db

Domain=Salesforce; The JD focuses heavily on MuleSoft Anypoint Platform integration design and implementation, which is the core responsibility of a MuleSoft Developer.

Matched skills

MuleSoft Anypoint PlatformAnypoint StudioAPI ManagerExchangeRuntime ManagerDesign CenterCloudHub 2.0DataWeaveRESTful APIsMicroservice ArchitectureSalesforce Data CloudSalesforce Marketing CloudAdobe WorkfrontHTTP protocolsData Objects

Matched dimensions

Integration Architecture & DesignAPI Management & GovernanceMicroservices DevelopmentData Flow OptimizationMarketing Technology IntegrationSystem Troubleshooting & Performance Tuning

Matched KRAs

Design and implement integrations using MuleSoft Anypoint PlatformDevelop and manage microservices-based architectureConfigure and monitor MuleSoft APIs and connected appsBuild and optimize data flows between Salesforce and external systemsImplement system integrations using inbuilt connectors and APIsCollaborate with marketing teams to integrate toolsSupport troubleshooting, performance tuning, and monitoring

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
0
Skipped

Job description

We are seeking a Salesforce MuleSoft / Marketing Integration Engineer to design and implement robust integration solutions connecting Salesforce platforms with marketing tools and enterprise systems. This role involves leveraging MuleSoft for API-led connectivity, ensuring seamless data flow across applications, and supporting marketing technology integrations.

Key Responsibilities
• Design and implement integrations using MuleSoft Anypoint Platform (Anypoint Studio, API Manager, Exchange, Runtime Manager, Design Center, CloudHub 2.0).
• Develop and manage microservices-based architecture, including RESTful APIs and web services.
• Configure and monitor MuleSoft APIs and connected apps for secure and scalable integrations.
• Build and optimize data flows between Salesforce (including Data Cloud) and external systems.
• Implement system integrations using inbuilt connectors and APIs, ensuring adherence to HTTP standards and request/response patterns (GET, POST, PUT, DELETE).
• Collaborate with marketing teams to integrate tools like Salesforce Marketing Cloud, Adobe Workfront, DAM, Microsoft Teams.
• Support troubleshooting, performance tuning, and monitoring of integration solutions.

Required Skills & Qualifications
• Strong knowledge of Microservice Architecture, REST APIs, and web services.
• Hands‑on experience with MuleSoft Anypoint Studio, DataWeave, API Manager, Exchange, Runtime Manager, Design Center, and CloudHub 2.0.
• Proficiency in system integration using connectors and APIs.
• Working knowledge of HTTP protocols and methods.
• Familiarity with Salesforce platforms and data models.

Nice to Have
• Experience with Salesforce Data Cloud and Data Objects using MuleSoft as an integration tool.
• Exposure to marketing technology integrations (Salesforce Marketing Cloud, Adobe Workfront, DAM).
• MuleSoft and Salesforce certifications.

Skills from this JD

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

MuleSoft Anypoint Platform 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Anypoint Studio 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
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
API Manager 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
API Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Exchange 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
API Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Runtime Manager 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
Cloud Platforms
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Design Center 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
Design Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
CloudHub 2.0 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Microservices Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: microservices id=41 · microservices

Aliases — catalog

  • microservices (CANONICAL) primary

Context tags (catalog)

API Gateway API gateway CQRS DevOps Docker Kubernetes REST API RESTful services Saga pattern Spring Boot circuit breaker containerization decentralized distributed tracing domain-driven design event sourcing event-driven event-driven architecture gRPC load balancing message broker microservices patterns monitoring scalability service discovery service mesh

Stored enrichment (catalog DB)

Category
Architecture
Sub-category
Distributed System Architecture
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Microservices is a common architecture in job descriptions across backend/cloud roles, and major vendors like AWS, Google Cloud, and Kubernetes ecosystems provide first-class support and reference patterns.

Skill profile (library / DB)

Skill nature
PATTERN
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
1
Sub-category id
1
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Microservices and Distributed Systems Catalog dimension db id 9

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Node.js Backend Developer, Scala Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Microservices and Distributed Systems
microservices-and-distributed-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Api Architecture Style
Year introduced
2000
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2122
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Standards, Protocols & Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Engineering Manager, Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards, Protocols & Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Salesforce Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Salesforce id=4632 · salesforce

Aliases — catalog

  • Salesforce (CANONICAL) primary

Context tags (catalog)

API Integration Apex AppExchange Custom Objects Data Loader Einstein Analytics Lightning Process Builder SOQL SObject Sales Cloud Service Cloud Trailhead Visualforce Workflow Rules

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Saas Platform
Vendor
Salesforce, Inc.
License
proprietary
Year introduced
1999
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Salesforce appears in large volumes of enterprise job postings across sales, admin, and developer roles, and its AppExchange/ecosystem remains actively supported by the vendor.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
3633
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Vendor Product Families Catalog dimension db id 477

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Vendor Product Families
vendor-product-families
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Data Cloud 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
DataWeave 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
Data Transformation Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
HTTP Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: HTTP id=935 · http

Aliases — catalog

  • HTTP (CANONICAL) primary

Context tags (catalog)

API CORS HTTPS REST URI WebSocket client-server content negotiation cookies header fields load balancing proxy request-response session management status codes

Stored enrichment (catalog DB)

Category
Protocol
Sub-category
Application Protocol
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: HTTP is a foundational web protocol present in nearly all backend/frontend JDs and cloud docs; it underpins REST APIs and browser traffic, with no successor replacing it.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
710
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Networking and API Integration Catalog dimension db id 84

    Library dimension (catalog)

    Roles linked in library: Android Developer, Hybrid Mobile Developer, Native Mobile Developer, iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Networking and API Integration
networking-and-api-integration
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Salesforce Marketing Cloud Secondary 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Adobe Workfront Secondary 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
Project Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
DAM Secondary 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
Digital Asset Management Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Microsoft Teams Secondary 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
Collaboration Tools
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
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
Microservices in_db
Microservices and Distributed Systems
microservices-and-distributed-systems
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Standards, Protocols & Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Salesforce in_db
Vendor Product Families
vendor-product-families
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HTTP in_db
Networking and API Integration
networking-and-api-integration
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed MuleSoft Anypoint Platform | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Anypoint Studio | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed API Manager | type=API Management subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Exchange | type=API Management subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Runtime Manager | type=Cloud Platforms subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Design Center | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed CloudHub 2.0 | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Data Cloud | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed DataWeave | type=Data Transformation subtype=general nature=LANGUAGE lifespan=MULTI_YEAR
canonical_skill_proposed Salesforce Marketing Cloud | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Adobe Workfront | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed DAM | type=Digital Asset Management subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Microsoft Teams | type=Collaboration Tools subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed MuleSoft Anypoint Platform | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Anypoint Studio | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed API Manager | type=API Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Exchange | type=API Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Runtime Manager | type=Cloud Platforms subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Design Center | type=Design Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed CloudHub 2.0 | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Data Cloud | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed DataWeave | type=Data Transformation Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Salesforce Marketing Cloud | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Adobe Workfront | type=Project Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed DAM | type=Digital Asset Management Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Microsoft Teams | type=Collaboration Tools subtype=general nature=PLATFORM lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSalesforce MuleSoft / Marketing Integration Engineer
DomainIT Services & Consulting
JD type pass

Certifications

MuleSoft certifications Salesforce certifications
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "ai_kras": [],
  "certifications": [
    "MuleSoft certifications",
    "Salesforce certifications"
  ],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Salesforce MuleSoft / Marketing Integration Engineer",
  "role_aliases": [
    {
      "name": "MuleSoft Integration Engineer",
      "reasoning": "specific role focusing on MuleSoft integrations",
      "relation": "synonym"
    },
    {
      "name": "Integration Engineer",
      "reasoning": "role involves integration work across platforms",
      "relation": "adjacent"
    },
    {
      "name": "Salesforce Integration Engineer",
      "reasoning": "role focuses on Salesforce platform integrations",
      "relation": "adjacent"
    }
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Design and implement integrations",
        "last_5_words": "performance tuning, and monitoring of"
      },
      "text": "\u2022 Design and implement integrations using MuleSoft Anypoint Platform (Anypoint Studio, API Manager, Exchange, Runtime Manager, Design Center, CloudHub 2.0).\n\u2022 Develop and manage microservices-based architecture, including RESTful APIs and web services.\n\u2022 Configure and monitor MuleSoft APIs and connected apps for secure and scalable integrations.\n\u2022 Build and optimize data flows between Salesforce (including Data Cloud) and external systems.\n\u2022 Implement system integrations using inbuilt connectors and APIs, ensuring adherence to HTTP standards and request/response patterns (GET, POST, PUT, DELETE).\n\u2022 Collaborate with marketing teams to integrate tools like Salesforce Marketing Cloud, Adobe Workfront, DAM, Microsoft Teams.\n\u2022 Support troubleshooting, performance tuning, and monitoring of integration solutions.",
      "word_count": 104
    },
    {
      "bullet_count": 5,
      "heading": "Required Skills \u0026 Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Strong knowledge of Microservice",
        "last_5_words": "Salesforce platforms and data models."
      },
      "text": "\u2022 Strong knowledge of Microservice Architecture, REST APIs, and web services.\n\u2022 Hands\u2011on experience with MuleSoft Anypoint Studio, DataWeave, API Manager, Exchange, Runtime Manager, Design Center, and CloudHub 2.0.\n\u2022 Proficiency in system integration using connectors and APIs.\n\u2022 Working knowledge of HTTP protocols and methods.\n\u2022 Familiarity with Salesforce platforms and data models.",
      "word_count": 66
    },
    {
      "bullet_count": 3,
      "heading": "Nice to Have",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Experience with Salesforce Data",
        "last_5_words": "MuleSoft and Salesforce certifications."
      },
      "text": "\u2022 Experience with Salesforce Data Cloud and Data Objects using MuleSoft as an integration tool.\n\u2022 Exposure to marketing technology integrations (Salesforce Marketing Cloud, Adobe Workfront, DAM).\n\u2022 MuleSoft and Salesforce certifications.",
      "word_count": 36
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "MuleSoft Anypoint Platform"
    },
    {
      "is_primary": true,
      "skill_name": "Anypoint Studio"
    },
    {
      "is_primary": true,
      "skill_name": "API Manager"
    },
    {
      "is_primary": true,
      "skill_name": "Exchange"
    },
    {
      "is_primary": true,
      "skill_name": "Runtime Manager"
    },
    {
      "is_primary": true,
      "skill_name": "Design Center"
    },
    {
      "is_primary": true,
      "skill_name": "CloudHub 2.0"
    },
    {
      "is_primary": true,
      "skill_name": "Microservices"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "Salesforce"
    },
    {
      "is_primary": true,
      "skill_name": "Data Cloud"
    },
    {
      "is_primary": true,
      "skill_name": "DataWeave"
    },
    {
      "is_primary": true,
      "skill_name": "HTTP"
    },
    {
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API 2 — extract-details
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      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Salesforce",
          "alias_type": "CANONICAL",
          "id": 6567,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "Salesforce",
        "id": 4632,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "salesforce",
        "sub_category_id": 3633,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Vendor Product Families",
            "id": 477,
            "rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
            "slug": "vendor-product-families",
            "source": "db"
          },
          "input_skill": "Salesforce",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Salesforce",
      "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": "Data Cloud",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "data-cloud",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "DataWeave",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Data Transformation Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "dataweave",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "HTTP",
          "alias_type": "CANONICAL",
          "id": 1538,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 10,
        "display_name": "HTTP",
        "id": 935,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "http",
        "sub_category_id": 710,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Networking and API Integration",
            "id": 84,
            "rationale": "Client-side HTTP communication with backend services, including request construction, response parsing, retries, and error handling. iOS engineers use this to connect native screens to server-owned APIs.",
            "slug": "networking-and-api-integration",
            "source": "db"
          },
          "input_skill": "HTTP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Developer",
              "id": 4,
              "rationale": null,
              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            },
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "Native Mobile Developer",
              "id": 75,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "native-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "HTTP",
      "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": "Salesforce Marketing Cloud",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "salesforce-marketing-cloud",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Adobe Workfront",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Project Management Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "adobe-workfront",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "DAM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Digital Asset Management Tools",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "dam",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Microsoft Teams",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Collaboration Tools",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "microsoft-teams",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "MuleSoft Anypoint Platform",
    "Anypoint Studio",
    "API Manager",
    "Exchange",
    "Runtime Manager",
    "Design Center",
    "CloudHub 2.0",
    "Data Cloud",
    "DataWeave",
    "Salesforce Marketing Cloud",
    "Adobe Workfront",
    "DAM",
    "Microsoft Teams"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "MuleSoft Developer",
    "id": 113,
    "rationale": "Domain=Salesforce; The JD focuses heavily on MuleSoft Anypoint Platform integration design and implementation, which is the core responsibility of a MuleSoft Developer.",
    "role_archetype": null,
    "slug": "mulesoft-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "MuleSoft Anypoint Platform",
      "tag": "new"
    },
    {
      "skill": "Anypoint Studio",
      "tag": "new"
    },
    {
      "skill": "API Manager",
      "tag": "new"
    },
    {
      "skill": "Exchange",
      "tag": "new"
    },
    {
      "skill": "Runtime Manager",
      "tag": "new"
    },
    {
      "skill": "Design Center",
      "tag": "new"
    },
    {
      "skill": "CloudHub 2.0",
      "tag": "new"
    },
    {
      "skill": "Microservices",
      "tag": "in_db"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
    {
      "skill": "Salesforce",
      "tag": "in_db"
    },
    {
      "skill": "Data Cloud",
      "tag": "new"
    },
    {
      "skill": "DataWeave",
      "tag": "new"
    },
    {
      "skill": "HTTP",
      "tag": "in_db"
    },
    {
      "skill": "Salesforce Marketing Cloud",
      "tag": "new"
    },
    {
      "skill": "Adobe Workfront",
      "tag": "new"
    },
    {
      "skill": "DAM",
      "tag": "new"
    },
    {
      "skill": "Microsoft Teams",
      "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": 113,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Microservices and Distributed Systems",
          "id": 9,
          "rationale": "Architectural patterns for decomposed backend systems and the operational concerns they introduce. Covers service boundaries, consistency tradeoffs, retries, circuit breakers, and distributed coordination.",
          "slug": "microservices-and-distributed-systems",
          "source": "db"
        },
        "dimension_id": 9,
        "input_skill": "Microservices",
        "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": "Backend Developer",
            "id": 1,
            "rationale": null,
            "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"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 41,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 113,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Design and Contracts",
          "id": 3,
          "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
          "slug": "api-design-and-contracts",
          "source": "db"
        },
        "dimension_id": 3,
        "input_skill": "REST",
        "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": "Backend Developer",
            "id": 1,
            "rationale": null,
            "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"
          },
          {
            "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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 113,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Interface and Contract Design",
          "id": 289,
          "rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
          "slug": "api-interface-and-contract-design",
          "source": "db"
        },
        "dimension_id": 289,
        "input_skill": "REST",
        "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": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "PHP Backend Developer",
            "id": 86,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "php-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Ruby Backend Developer",
            "id": 85,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "ruby-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 113,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Integration Protocols \u0026 Standards",
          "id": 271,
          "rationale": "Standards and protocols for integrating Pega applications.",
          "slug": "integration-protocols-standards",
          "source": "db"
        },
        "dimension_id": 271,
        "input_skill": "REST",
        "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": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 113,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Standards, Protocols \u0026 Compliance",
          "id": 452,
          "rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
          "slug": "standards-protocols-compliance",
          "source": "db"
        },
        "dimension_id": 452,
        "input_skill": "REST",
        "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": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          },
          {
            "display_name": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 113,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Vendor Product Families",
          "id": 477,
          "rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
          "slug": "vendor-product-families",
          "source": "db"
        },
        "dimension_id": 477,
        "input_skill": "Salesforce",
        "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": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4632,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 113,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Networking and API Integration",
          "id": 84,
          "rationale": "Client-side HTTP communication with backend services, including request construction, response parsing, retries, and error handling. iOS engineers use this to connect native screens to server-owned APIs.",
          "slug": "networking-and-api-integration",
          "source": "db"
        },
        "dimension_id": 84,
        "input_skill": "HTTP",
        "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": "Android Developer",
            "id": 4,
            "rationale": null,
            "role_archetype": null,
            "slug": "android-engineer",
            "source": "db"
          },
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "Native Mobile Developer",
            "id": 75,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "iOS Developer",
            "id": 6,
            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 935,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "306c9c8a-47e8-4d43-b101-0a3c345b159d"
}

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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