Skill

karma

Calculate and visualize service karma scores and dependency debt across the factory

npx claudepluginhub randyquaye/backend-come-alive --plugin backend-factory

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This skill is limited to using the following tools:

BashReadGlobGrepAgent

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Calculate karma scores for every node and map dependency debt across all edges.

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Last CommitMar 13, 2026

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Backend Factory - Karma & Dependency Debt

Calculate karma scores for every node and map dependency debt across all edges.

Step 1: Get Architecture

ARCH_JSON=$(curl -s http://localhost:7777/api/architecture)

If the server is not running, tell the user to run /backend-factory:start first.

Step 2: Gather Security & Performance Data

Check for cached agent results:

SECURITY_JSON=$(curl -s http://localhost:7777/api/security 2>/dev/null || echo '{}') PERFORMANCE_JSON=$(curl -s http://localhost:7777/api/performance 2>/dev/null || echo '{}')

Step 3: Calculate Karma (0-100)

Base: 20 points

+10: Has metadata.description

+15: Type is auth

+10: Type is ratelimit

+15: Type is error_handler

+10: Type is cache

+5: Has metadata.scenario

+15: Has metadata.testCoverage

-15 each: Vulnerabilities targeting this node

-10 each: Bottlenecks targeting this node

Score

Tier

Visual

80-100

Hero

Gold radiant glow

60-79

Healthy

Green glow

40-59

Neutral

No aura

20-39

At Risk

Amber pulse

0-19

Critical

Red danger pulse

Step 4: Calculate Debt for All Edges

Source karma < 40: debt += (40 - sourceKarma) * 1.5 Source karma < 20: debt += 20 additional

Step 5: Generate Report

Identify Top 3 Heroes, Top 3 At-Risk, Average Karma, and Total Debt.

Step 6: POST to Server

curl -s -X POST http://localhost:7777/api/karma \ -H "Content-Type: application/json" \ -d "$KARMA_JSON"

Step 7: Report with Narration

Present karma scores with factory-themed narration. If $ARGUMENTS contains "report", output the full detailed text report.

Backend Factory - Karma & Dependency Debt

Calculate karma scores for every node and map dependency debt across all edges.

Step 1: Get Architecture

ARCH_JSON=$(curl -s http://localhost:7777/api/architecture)

If the server is not running, tell the user to run /backend-factory:start first.

Step 2: Gather Security & Performance Data

Check for cached agent results:

SECURITY_JSON=$(curl -s http://localhost:7777/api/security 2>/dev/null || echo '{}')
PERFORMANCE_JSON=$(curl -s http://localhost:7777/api/performance 2>/dev/null || echo '{}')

Step 3: Calculate Karma (0-100)

Base: 20 points
+10: Has metadata.description
+15: Type is auth
+10: Type is ratelimit
+15: Type is error_handler
+10: Type is cache
+5: Has metadata.scenario
+15: Has metadata.testCoverage
-15 each: Vulnerabilities targeting this node
-10 each: Bottlenecks targeting this node

Score	Tier	Visual
80-100	Hero	Gold radiant glow
60-79	Healthy	Green glow
40-59	Neutral	No aura
20-39	At Risk	Amber pulse
0-19	Critical	Red danger pulse

Step 4: Calculate Debt for All Edges

Source karma < 40: debt += (40 - sourceKarma) * 1.5 Source karma < 20: debt += 20 additional

Step 5: Generate Report

Identify Top 3 Heroes, Top 3 At-Risk, Average Karma, and Total Debt.

Step 6: POST to Server

curl -s -X POST http://localhost:7777/api/karma \
  -H "Content-Type: application/json" \
  -d "$KARMA_JSON"

Step 7: Report with Narration

Present karma scores with factory-themed narration. If $ARGUMENTS contains "report", output the full detailed text report.