Docs / how to
Evaluate Jenks's fit for a role
Use role lenses, entries and the Ask Jenks assistant to produce an evidence-based fit assessment for a specific job.
Goal
Produce a short, honest assessment of whether Jenks fits a role you are hiring for: strong evidence, partial matches and gaps, with links. This works through MCP, the CLI or plain HTTP.
1. Pick the closest role lens
Lenses are views of the same career for different roles: head-of-ai,
ai-transformation-consultant, engineering-manager, solution-architect, system-integrator,
support-engineer, ict-specialist, developer-advocate, developer-evangelist,
digital-marketer and hospitality.
- MCP: call
list_lenses. - CLI:
jenks lenses - REST:
curl -s https://jenksguo.xyz/api/v1/lenses
Each lens includes a pitch and the honest gaps to probe.
2. List the evidence for that lens
- MCP:
list_experiencewith{"lens": "solution-architect"} - CLI:
jenks list --lens solution-architect - REST:
curl -s "https://jenksguo.xyz/api/v1/entries?lens=solution-architect"
You can also filter by industry tag, for example ?tag=web3 or ?tag=consulting.
3. Read the strongest two or three entries in full
- MCP:
get_entrywith{"slug": "ericsson-integration-engineer"} - CLI:
jenks get ericsson-integration-engineer - REST:
curl -s https://jenksguo.xyz/api/v1/entries/ericsson-integration-engineer
Each entry has key results (metrics) and a section called Why it matters to employers.
4. Ask for a structured assessment with your job description
Paste the requirements into ask_jenks. The assistant uses its role-fit skill: it lists 4–6 core
requirements, rates each Strong, Partial or Gap, cites the evidence and suggests a next step.
CLI:
jenks ask "Assess Jenks for this role. Requirements: lead AI strategy for a 300-person company; \
own AI governance and budget; manage a team of 8 engineers; stakeholder management with the board."
REST:
curl -s https://jenksguo.xyz/api/v1/ask \
-H 'content-type: application/json' \
-d '{"question": "Assess Jenks for a Head of AI role at a 300-person fintech. Evidence and gaps."}'
5. Read the gaps carefully
The assistant is designed to be honest. Expect it to say, where relevant:
- Jenks's formal title is AI Lead (since March 2026); Head of AI is the direction he is targeting.
- There is no public evidence of owning a company P&L, managing a very large permanent headcount, or publishing ML research.
- Salary, notice period and availability are not public — email jenksguo@gmail.com.
Tips
- Add
locale(zh,zh-hant,ja,fr,es,eo) to get translated text. - Use
search_jenks(jenks search "change approval board") when you are looking for one fact. - Link the candidate pages in your notes, for example
https://jenksguo.xyz/career/linktree-partner-solutions-lead.