aptibuildai-mcp

AptiBuild AI — Career Intelligence MCP Server Structured career decision scaffolding for AI agents.

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What it can do

Sample Career Pivot: Free sample — no API key needed. Returns the Transferable Skills Framework section from the Career Pivot Harness for any profession. Demonstrates the data quality and structure be
Get App Ideas By Industry: Returns up to 25 AI-generated app and business ideas for a given industry. Each idea includes title, description, difficulty, time to revenue, revenue range, competition lev
Get App Ideas By Profession: Returns up to 25 AI-generated app and business ideas matched to a specific profession or job title. Each idea connects to real skills people in that role already have — no

What data it sees

Do you need an account

No: the server works without sign-in

AptiBuild AI — Career Intelligence MCP Server

Structured career decision scaffolding for AI agents. Provides personality-conditioned business idea generation, official BLS OEWS wage data, FRED labor market signals, and pre-built harnesses for mid-career pivots (38–55), encore careers (55+), and gig economy transitions.

Free trial: sample_career_pivot — 10 calls, no key needed. Returns the Transferable Skills Framework for any profession so you can evaluate output quality before subscribing.

12 tools total. Subscribe at aptibuildai.com/developer — $39/month founding rate through October 31, 2026. Moves to $79/month November 1.

Server tool list (12)

Raw names from tools/list. Only developers need these.

sample_career_pivot	Free sample — no API key needed. Returns the Transferable Skills Framework section from the Career Pivot Harness for any profession. Demonstrates the data quality and structure before subscribing. This is 1 of 5 sections from the full harness. Full 5-section analysis ($39/month API key) covers pivot landscape, skill frameworks, high-success industry pairs, live FRED market signals, and a 90-day action framework.
get_app_ideas_by_industry	Returns up to 25 AI-generated app and business ideas for a given industry. Each idea includes title, description, difficulty, time to revenue, revenue range, competition level, and market opportunity. Sourced from real AptiBuild AI user profiles. Ideal for market research agents and side-hustle recommenders. Requires API key.
get_app_ideas_by_profession	Returns up to 25 AI-generated app and business ideas matched to a specific profession or job title. Each idea connects to real skills people in that role already have — no generic results. Sourced from real AptiBuild AI user profiles. Ideal for career coaching agents. Requires API key.
lookup_occupation	Looks up official BLS occupation data for a given job title. Returns the matching BLS occupation code, standardized title, and occupational category. Use this to validate or standardize profession names before calling get_occupation_wages or get_profession_profile. Requires API key.
get_occupation_wages	Returns official BLS OEWS 2024 wage data for a specific occupation code: median annual wage, median hourly wage, total employment count, and percentile wage breakdown (10th, 25th, 75th, 90th percentiles). Authoritative government data — not estimated. Requires API key.
get_profession_profile	Combined profession profile: returns both AI-generated app and business ideas AND official BLS wage data for a profession in a single response. Saves a round trip for agents that need both ideas and income context together. Ideal for career counseling, market-sizing, and side-hustle recommendation agents. Requires API key.
get_career_pivot_harness	Full Career Pivot Harness — 5-section structured intelligence for agents helping 38–55 year old professionals change careers. Sections: (1) how pivots actually succeed and fail with real success rates and timelines, (2) transferable skill frameworks by pivot type, (3) high-success industry pairs drawn from the AptiBuild corpus, (4) live FRED market signal URLs for agents to fetch current labor data, (5) a practical 90-day action framework. Pair with generate_career_paths for personalized path recommendations. Requires API key.
get_second_act_harness	Full Second Act Harness — 5-section intelligence for agents helping 55+ professionals build encore careers. Covers: (1) how encore careers actually work across three types (by choice, by necessity, gradual transition), (2) corrected economic positioning for this cohort — BLS undercounts senior independent compensation significantly, (3) live FRED 55–64 and 65+ labor force participation signal URLs, (4) detailed fractional economy briefing (structure, buyers, pricing, pitch), (5) curated AptiBuild ideas suited to 20+ years of experience. Requires API key.
get_gig_economy_harness	Full Gig Economy Harness — structured intelligence for agents helping anyone explore independent work and freelancing. Covers: (1) live FRED market state with self-employed counts, quits rate, and part-time breakdown as URL pointers for real-time data, (2) what gig categories are growing vs. commoditized, (3) the 1.5–2.5x earnings formula — how to price freelance work accounting for SE tax, benefits gap, unbillable time, and expenses — with BLS wage anchors for common categories, (4) platform landscape by category, (5) 8 curated solopreneur ideas from the AptiBuild corpus. Requires API key.
generate_app_ideas	Live AI generation — POST a structured aptitude profile and receive 4 custom AI-powered app and business ideas generated in real time by AptiBuild's AI engine. Unlike the static idea lookup tools, each response is unique to the submitted profile. Supports all 7 AptiBuild personality dimensions plus practical constraints — the richer the profile, the more targeted the output. NOTE: Live OpenAI call. Typical response time 5–15 seconds. Requires API key.
generate_career_paths	Live AI generation — POST a structured aptitude profile and receive 4 personalized career path suggestions. Returns role titles, transition paths, income potential, and why each path fits this person's specific personality and skills. Designed for career coaching agents, resume tools, and HR platforms. Same input schema as generate_app_ideas — same profile, two different lenses. NOTE: Live OpenAI call. Typical response time 5–15 seconds. Requires API key.
infer_aptitude_profile	Reduces input friction for the generate tools. Pass a bio, resume snippet, LinkedIn summary, or any free-text professional description — returns a structured aptitude profile ready to pipe directly into generate_app_ideas or generate_career_paths. Eliminates manual schema construction. Recommended as the first step in any agent that receives unstructured user input before calling a generation endpoint. Requires API key.