Skill registry, decomposition, and LoRA building for coding agents
Project description
AgentSkills.org
Skill registry, decomposition, and LoRA building for coding agents.
Overview
AgentSkills.org provides a framework for extracting, publishing, and building LoRA adapters from recurring skill patterns in agent traces. Think of it as a package manager for agent capabilities.
Installation
pip install agent-skills
Quick Start
Install a Skill
askill install debug
askill install edit
askill list
Extract Skills from Traces
askill decompose traces.jsonl --min-occurrences 3
Build LoRA Adapters
askill build traces.jsonl --base-model Qwen/Qwen2.5-14B --output-dir output/lora
Programmatic Usage
from agent_skills import SkillRegistry, SkillDecomposer
from agent_skills.lora_builder import build_lora
# Install and list skills
registry = SkillRegistry()
registry.install("debug")
skills = registry.list_skills()
# Extract skills from traces
decomposer = SkillDecomposer(min_occurrences=3)
skills = decomposer.extract_skills_from_trace("traces.jsonl")
clusters = decomposer.cluster_skills()
# Build LoRA adapters from skill clusters
for cluster in clusters:
adapter = build_lora(cluster, base_model="Qwen/Qwen2.5-14B")
print(f"Built: {adapter.name} with {adapter.num_examples} examples")
Built-in Skills
| Skill | Tools | Description |
|---|---|---|
| debug | read, bash, grep | Diagnose and fix errors in code |
| edit | edit, write | Make targeted edits to code files |
| verify | bash, read, grep | Run tests and verify correctness |
| recover | bash, edit, read, grep | Recover from errors and retry |
| plan | question, glob, read | Plan and coordinate multi-step tasks |
| bash | bash | Execute shell commands and scripts |
Skill YAML Format
name: debug
version: "1.0.0"
description: "Diagnose and fix errors in code"
category: "core"
tools:
- read
- bash
- grep
triggers:
- "fix the bug"
- "debug this error"
author: "your-name"
license: "MIT"
tags:
- debugging
- error-recovery
License
MIT
Ecosystem
Part of the FableForge ecosystem — 21 open-source projects built from 210K real agent traces:
| Project | Description |
|---|---|
| Anvil | Self-verified coding agent |
| VerifyLoop | Plan→Execute→Verify→Recover framework |
| ErrorRecovery | Self-healing middleware (3,725 error patterns) |
| FableForge-14B | The fine-tuned 14B model (4-stage training) |
| ShellWhisperer | 1.5B edge agent (phone/RPi, 50ms) |
| ReasonCritic | Verification model (130 benchmark tasks) |
| TraceCompiler | Compile traces → LoRA skills |
| AgentRuntime | Persistent agent daemon (systemd for AI) |
| AgentSwarm | Multi-agent from real trace transitions |
| AgentTelemetry | Datadog for agents (token tracking, costs) |
| BenchAgent | HumanEval for tool-use (107 tasks) |
| AgentDev | VSCode extension with verification |
| TraceViz | Trace replay visualizer (Next.js) |
| AgentSkills | npm for agent behaviors |
| AgentCurriculum | 5-stage progressive training |
| AgentFuzzer | Adversarial testing for agents |
| AgentConstitution | Safety guardrails from traces |
| CostOptimizer | Token cost reduction (50-80%) |
| AgentProfiler | Behavioral fingerprinting |
| TrajectoryDistiller | Trace→training data pipeline |
| Fable5-Dataset | HuggingFace dataset release |
Project details
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