Modomics

The System of Agency for Software Economics

Organisations invest millions building software.
The escalating cost of owning it remains invisible.

Module
Economics

Every module in a customer’s portfolio is measured, ranked, and contextualised.

Surfacing cost, value, and the ratio between them.

Updated in real-time with every commit to your main branch.

Modomics dashboard showing portfolio summary with Maintenance Tax, Module Value Score, efficiency metrics, and project breakdown for four repositories

Virtuous Cycle

The system’s agency deepens with every revolution. Each cycle compounds understanding, sharpens measurement and earns trust for the next action.

1. Codebase Analysis

Proprietary AST parsing + git archaeology map the structural and temporal reality of the codebase. This is observation, not interpretation: compiler-grade precision, with zero LLM involvement.

2. Objective Measurement

Maintenance Tax and Module Value Score are calculated across every module. Cost & value are quantified, not estimated — creating the context map that prioritises what matters.

3. Actionable Insights

Deterministic pattern recognition surfaces modules that warrant attention: high maintenance burden, complexity density outliers, stagnation indicators. The system raises what has not been noticed.

4. Agentic Investigation

Modo investigates flagged modules with full codebase context: root cause analysis, dependency impact mapping, remediation feasibility. Intelligence becomes understanding.

5. Agentic Remediation

Modo proposes and executes remediation within human-defined boundaries. Every merged PR feeds back into the cycle — recalibrating measurement, sharpening insight, earning trust for the next action.

6. System Calibration

Learns the organisation's specific cost profile: regional salary baselines, team topology, ownership patterns. Generic benchmarks become organisation-specific economics.

Virtuous Cycle

The system’s agency deepens with every revolution. Each cycle compounds understanding, sharpens measurement and earns trust for the next action.

1. Codebase Analysis

Proprietary AST parsing + git archaeology map the structural and temporal reality of the codebase. This is observation, not interpretation: compiler-grade precision, with zero LLM involvement.

2. Objective Measurement

Maintenance Tax and Module Value Score are calculated across every module. Cost & value are quantified, not estimated — creating the context map that prioritises what matters.

3. Actionable Insights

Deterministic pattern recognition surfaces modules that warrant attention: high maintenance burden, complexity density outliers, stagnation indicators. The system raises what has not been noticed.

4. Agentic Investigation

Modo investigates flagged modules with full codebase context: root cause analysis, dependency impact mapping, remediation feasibility. Intelligence becomes understanding.

5. Agentic Remediation

Modo proposes and executes remediation within human-defined boundaries. Every merged PR feeds back into the cycle — recalibrating measurement, sharpening insight, earning trust for the next action.

6. System Calibration

Learns the organisation's specific cost profile: regional salary baselines, team topology, ownership patterns. Generic benchmarks become organisation-specific economics.

The System of Agency