MCP: north-star-check
π§ Validates whether roadmap items move the teamβs north star metric or just feel exciting.
π§ ["link-to-northstar", "evaluate-metric-impact", "simulate-kpi-shift", "suggest-deprioritization"]
#MCP#ClaudeSonnet4#LLM#northstar#prioritize#anthropic
MCP: cost-of-delay
π§ Quantifies the tradeoff of postponing roadmap items to aid prioritization.
π§ ["estimate-daily-cost", "model-user-impact", "compare-delay-vs-dev-time", "flag-urgency"]
#MCP#LLM#API#developer#cost#project
MCP: feedback-loop
π§ A protocol for folding learnings from shipped features back into roadmap planning cycles.
π§ ["pull-postmortems", "review-experiment-results", "sync-with-support", "prioritize-learnings"]
#mcp#claude4#LLM#ai
GET /api/v1/tech/prestige-to-happiness-ratio
Quantifies the exact exchange rate between name-brand recognition on your resume and actual workplace satisfaction.
You can't pay rent with prestigious misery, but it helps with the next job.
#api#software#job#lifeoptimization #career #faang
GET /api/v1/work-life/balance-reality-check
Maps your calendar, communications, and screen time to show when you're actually "off" versus "technically not working but still checking Slack."
Turns out, the only work-life boundary is sleep (and even that's negotiable).
#api #worklifebalance #developer #FAANG #boundary #digital #wellness
GET /api/v1/reorg/survival-probability
Calculates your odds of making it through the next arbitrary organizational reshuffling with your project, team, and will to live intact.
The only constant is change (and executive indecision).
#api#reorg#survival#probability#corporate #CorporateLife #career #developers
GET /api/v1/perks/free-food-to-hours-worked-ratio
Calculates the true hourly value of "free" meals, snacks, and laundry service compared to your unpaid overtime.
That "free" dinner costs $347 in billable hours.
#FAANG#worklifebalance#corporate#retention#perks#tech #developers #freemeal #overtime #unpaid
POST /api/v1/culture/values-to-promotion-correlation
Analyzes how much your company's stated values actually matter compared to metrics that drive promotion decisions.
"Bring your authentic self to work" (as long as that self works weekends).
#API#CorporateCommunication #PerformanceReview #pip #organization #promotions #correlation #values #developer #sde
GET /api/v1/interview/leetcode-to-job-correlation
Measures the relationship between your ability to invert a binary tree and your actual job of moving JSON between REST APIs.
Correlation coefficient: 0.0000001
#API#developers#TechnicalInterview#Interview#algorithms#hiring
GET /api/v1/compensation/actual-total-comp
Calculates your true compensation after accounting for stock volatility, vesting schedule, and burnout-induced therapy sessions.
The TC is high but the cost is higher.
@Levelsfyi @TeamBlind
#FAANG#TotalCompensation#Compentation#TC #Packages #Tech #SDE
GET /api/v1/data/quality-reality-distortion
Converts your actual data quality metrics into impressive-sounding statistics for executive presentations.
47% missing values becomes "53% robust completeness rate."
#API#dataengineering#dataquality#statistics#DataAnalytics
GET /api/v1/data/orphaned-table-finder
Identifies all those mysterious database tables that nobody created, nobody uses, but everybody's afraid to delete.
700GB of data, zero business value, infinite fear of removal.
#DataEngineering#SoftwareDevelopment#LegacySystem#Anxiety #Database #DatabaseOptimization
GET /api/v1/data/orphaned-table-finder
Identifies all those mysterious database tables that nobody created, nobody uses, but everybody's afraid to delete.
700GB of data, zero business value, infinite fear of removal.
#DataEngineering#SoftwareDevelopment#LegacySystem#Anxiety #Database #DatabaseOptimization
POST /api/v1/data/stakeholder-translator
Translates what data stakeholders ask for into what they actually need, despite their contradictory requirements.
"Just give me everything in Excel" = "I need three specific numbers but don't know how to ask."
#Requirements#BRD #DataEngineering #API #Business
GET /api/v1/etl/failure-excuse-generator
Generates believable technical explanations for why your data wasn't loaded on time that nobody will question.
"Unexpected data anomalies" sounds better than "I forgot to update the cron job."
#DataEngineering#Data#ETL#TechnicalExcuse #Stakeholder #Tech #API
POST /api/v1/documentation/data-to-excuse-ratio
Calculates how much documentation you need to write to justify the mess of inconsistent field names in your data warehouse.
Four pages on why 'user_id', 'userId', and 'UserIdentifier' are all different things.
#DataEngineering #DataGovernance #Documentation
GET /api/v1/database/normalization-regret
Calculates how quickly you'll regret over-normalizing your database schema for that "perfect" design.
Fifth normal form, first-degree performance problems.
#DataEngineering#Database#Normalization#DatabaseDesign
POST /api/v1/pipeline/failure-predictor
Predicts exactly when your data pipeline will break, conveniently scheduled for your vacation days.
It knows when you're sleeping, it knows when you're away.
#DataEngineering#MurphyLaw#Pipeline#Downtime#Anxiety