muthuspark

import json
import re
from crewai import Agent, Task, Crew, Process
from .llms import gemini_llm, ollama_llm

# Define agents
validation_filter_agent = Agent(
    role="Validation Requirement Assessor",
    goal="Determine if content requires validation based on complexity and factual claims.",
    backstory="You quickly assess whether text needs validation by identifying simple greetings vs factual content.",

muthuspark

You are assessing this repository for "AI-legibility": how readily an AI coding
agent can understand it and make safe, correct changes WITHOUT tribal knowledge.

RULES
- Work only from what is present in the repo. Where critical knowledge appears to
  live outside it (heads, external docs, convention-by-habit), flag it as a gap —
  do not guess or fill it in.
- Be terse. This is a scannable assessment, not an essay. Obey the length caps
  below exactly. No preamble, no restating these instructions, no filler.
- On a large repo, do NOT read everything. Read entry points, config/build files,