Community project / Agent and developer tooling

Second Thought

Python SDK, CLI, and optional local dashboard that captures typed decisions from Laya, Jev, or a custom classifier, measures calibration, and routes uncertain cases to human review; its dataset export excludes Jev decisions in code, and its reported Laya result comes from a 24-ticket example run.

Open the original resource ↗ See it in the full directory Start a reading list → Browse all Agent and developer tooling

Download share card ↓

This is an independent community listing. Check the source, license, data handling, and evaluation caveats before relying on a project. Inclusion is not an endorsement or security review.

Found an outdated or inaccurate detail? Report a correction →

Explore more in Agent and developer tooling

• 

  Skillbox

  Self-hosted agent skill library with opt-in Jev recommendations over task text and authorized active skill descriptions, using an owner-provided TypeSafe, OpenRouter, or Vercel AI Gateway key. Failed, oversized, or rate-limited evaluations fall back to deterministic search rather than returning a partial model ranking.

  Read listing →
• 

  SkillRanker

  Rust CLI that uses Jev Choice and Noul judgments to shortlist and rerank agent skills against the current task, with a real none option, local replay, and opt-in network disclosure; fresh ranking sends redacted session context and skill excerpts to TypeSafe, and its license includes an OpenAI/Anthropic rider rather than plain MIT.

  Read listing →
• 

  slop-grader

  CLI tool that grades markdown and text files against custom rulesets for AI slop, grammar, and documentation quality using Jev scores and flags, then guides an AI agent to auto-fix violations.

  Read listing →