Shonen-Labs/StarkFinder

StarkFinder appears to be a legacy or event-driven project (likely from a hackathon or developer workshop given the 182 forks against only 23 stars). The high fork-to-star ratio is a classic indicator of 'quest-based' or educational participation rather than organic product adoption. With a velocity of 0.0 and no significant updates in over a year, the project is effectively stagnant. It lacks a technical moat; the core value proposition (LLM + Starknet wallet/data) is now a standard feature in emerging AI agent frameworks like Eliza (ai16z) or specialized crypto-agent infrastructure like Giza (which focuses on verifiable ZKML). Its defensibility is near zero as modern agentic workflows can now be generated or implemented via generic templates with better Starknet-specific libraries (e.g., starknet.js or starknet.py). The platform domination risk is medium because while OpenAI won't build for Starknet specifically, Argent or Braavos (major Starknet wallets) could (and are) integrating similar AI features directly into their software, making standalone 'finders' obsolete.