iLearn-Lab

Live Provider Debugging — Development skill for Claude Code

Development community

Diagnose provider compatibility issues such as invalid message shapes, reasoning-content mismatches, and long-turn stalls.

How to install Live Provider Debugging

Installs to ~/.claude/skills/ilearn-lab-evoharness-live-provider-debugging/SKILL.md

Terminal

mkdir -p ~/.claude/skills/ilearn-lab-evoharness-live-provider-debugging && curl -fsSL https://raw.githubusercontent.com/iLearn-Lab/EvoHarness/HEAD/.claude/skills/live-provider-debugging.md -o ~/.claude/skills/ilearn-lab-evoharness-live-provider-debugging/SKILL.md

Restart Claude Code, or start a new session, for it to be picked up.

What Live Provider Debugging does

name: live-provider-debugging description: Diagnose provider compatibility issues such as invalid message shapes, reasoning-content mismatches, and long-turn stalls.

Live Provider Debugging

Use this skill when Kimi, GLM, or another live provider returns malformed-request or empty-turn behavior.

inspect the exact provider profile, base URL, and model first
compare the failing session shape with what the provider expects: assistant tool calls, tool results, and reasoning metadata

Alternatives in Development

Ensue Skill — A persistent knowledge tree that grows with you - what you learn today enriches tomorrow's reasoning 411 ★
HERO Anti OverDefense — HERO = Hashing · Edge cases · Rubrics · Overbuild — the four shapes coding agents over-defend in 333 ★
Mythos Router — The leaked Anthropic reasoning protocol 294 ★