GOAL.md Project Analyzer

3.10

Derivation Chain

Step 1 AI multi-agent software development tools

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Step 2 Agent-driven project management

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Step 3 Automated GOAL.md-based agent project progress and quality analyzer

Problem

Developers (1-3 person teams) using GOAL.md-to-code generation tools (e.g., sgai) must manually verify whether agent-generated code achieves each GOAL. With 20+ GOAL items, verification takes 1-2 hours per run. Identifying which specific GOALs are unmet in partially completed states is particularly difficult.

Solution

Connect your GOAL.md file to the generated code repository to automatically measure achievement rates for each GOAL item and analyze root causes of shortfalls. Features: (1) Automatic GOAL-to-code mapping and tracking, (2) Test coverage-based achievement scoring, (3) Code modification suggestions for unmet GOALs.

Target: 1-5 person development teams using AI code agents (sgai, Devin, Cursor Agent), Freelancer full-stack developers

Revenue Model: Premium $29/mo per developer. Free tier: 5 repositories/month. Team Plan $75/mo for 5 users.

Ecosystem Role: Infrastructure

MVP Estimate: 2_weeks

NUMR-V Scores

N Novelty

4.0/5

U Urgency

3.0/5

M Market

2.0/5

R Realizability

4.0/5

V Validation

2.0/5

NUMR-V Scoring System

N Novelty	1-5	How uncommon the service is in market context.
U Urgency	1-5	How urgently users need this problem solved now.
M Market	1-5	Market size and growth potential from proxy indicators.
R Realizability	1-5	Buildability for a small team with realistic constraints.
V Validation	1-5	Validation signal quality from competition and demand data.

SaaS N=.15 U=.20 M=.15 R=.30 V=.20 Senior N=.25 U=.25 M=.05 R=.30 V=.15

Feasibility (69%)

Tech Complexity

29.3/40

Data Availability

19.4/25

MVP Timeline

20.0/20

API Bonus

0.0/15

Feasibility Breakdown

Tech Complexity	/ 40	Difficulty of core implementation stack.
Data Availability	/ 25	Practical availability and cost of required data.
MVP Timeline	/ 20	Expected time to ship a usable MVP.
API Bonus	/ 15	Bonus for viable public API leverage.

Market Validation (52/100)

Competition

8.0/20

Market Demand

6.2/20

Timing

14.0/20

Revenue Signals

7.5/15

Pick-Axe Fit

9.0/15

Solo Buildability

7.0/10

Validation Breakdown

Competition	/ 20	Signal quality from competitor landscape.
Market Demand	/ 20	Demand proxies from search and mention patterns.
Timing	/ 20	Fit with current shifts in tech, behavior, and regulation.
Revenue Signals	/ 15	Reference evidence for monetization viability.
Pick-Axe Fit	/ 15	How well the concept serves participants in a trend.
Solo Buildability	/ 10	Practicality for lean-team implementation.

Technical Requirements

Backend [medium] AI/ML [medium] Frontend [low]

Dashboard