careergraph-mentor

Converts a learner’s career background into a structured CareerGraph plan as graph-safe JSON for Neo4j. Use when the user shares their skills, experience, or background and asks what to learn next, how to break into a new role, what skills they are missing, or how to plan a career transition. Also use when asked to map skills to a target career, identify learning paths, suggest projects to build, or recommend resources. Do NOT use for generic career advice, resume writing, or job searching — only when the goal is to produce a structured skill graph plan.

1.83x

Quality

93%

Does it follow best practices?

Impact

97%

1.83x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Evaluation results

98%

72%

Career Transition Plan: From Marketing to UX Design

JSON output format and evidence phrasing for career switcher

Criteria

Without context

With context

JSON only output

100%

Observable action phrasing

83%

Concrete work over self-report

50%

100%

MissingSkills not already proven

30%

100%

MissingSkills career-relevant

75%

100%

helpPersona targets current blocker

100%

helpPersonas cover current blockers

100%

nextBestSkill in missingSkills

100%

nextBestSkill is a foundational skill

100%

Required top-level fields present

100%

93%

23%

Skill Mapping for a First-Time Developer

Sparse profile conservative plan without fabrication

Criteria

Without context

With context

No fabricated credentials

100%

Small plan for sparse profile

50%

100%

knownEvidence reflects only stated info

100%

Projects prove multiple missing skills

100%

Resources target next skill or prerequisite

40%

53%

nextBestSkill is a foundational prerequisite

50%

100%

nextBestSkill in missingSkills

100%

JSON only output

100%

37%

Data Engineering Career Path for a Science Graduate

Graph relationship rules and prerequisite chains

Criteria

Without context

With context

Concrete work vs self-report

57%

100%

graph_audit.md present

100%

Graph relationship types in audit

80%

100%

Prerequisites form a chain

100%

Prerequisites link blockers to goal

100%

Projects prove multiple missing skills

50%

100%

Resources target next skill or prerequisite

50%

100%

nextBestSkill is a prerequisite blocker

100%

nextBestSkill in missingSkills

100%

JSON only in plan file

100%

Repository: alinjfz/CareerMentorGraph
Commit: bdcf2c1

Evaluated: about 1 month ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Career Transition Plan: From Marketing to UX Design Skill Mapping for a First-Time Developer Data Engineering Career Path for a Science Graduate

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