The Tools I Built to Make AI Coding Agents 10x
TL;DR
I built a toolchain — skills, memory, free-LLM routing — that makes AI coding agents dramatically more capable. Here is the full set and what each enables.
I built a toolchain that makes AI coding agents dramatically more useful — open-source skills, persistent memory, free-LLM routing, and per-domain executors. This post is the full set and what each piece enables.
The toolchain
| Tool | What it enables |
|---|---|
| softco | Plan / code / test / deploy as a software firm |
| skill-builder | Scaffold and audit new skills |
| common-knowledge | Persistent memory across sessions |
| openrouter-free-infer | Free-LLM CLI + skill |
| latex-engineer | LaTeX compiles and debug |
| manim-coding-skill | STEM animations via ManimGL |
| Godot-Skill | Type-safe GDScript |
| clean-my-mac | Safe macOS cleanup |
| seo-master-skill | SEO / GEO / AEO playbook |
The pattern
Skills compose. softco plans the work; skill-builder scaffolds new capabilities; domain skills execute. common-knowledge persists context so the next session resumes warm. openrouter-free-infer routes inference cheaply.
I covered the workflow in detail in How I Use Claude Code to Ship Faster and the stack in My AI Agent Skills Stack.
What makes it 10x
Compound effects. Each skill is small alone. Combined, they remove the boring 80% of every project.
Persistent context. The agent does not start every session cold.
Cheap inference for cheap tasks. Premium models for premium tasks; free for the rest.
Open source. Every skill is on github.com/shihabshahrier. Use them, improve them.
What I'd build next
A "task router" skill that picks the right domain skill automatically based on intent. Some manual gluing remains.
FAQ
Q: Is this Claude-specific? A: No — the Agent Skills standard is editor-agnostic.
Q: What's the biggest single multiplier? A: common-knowledge. Persistent context dramatically reduces the cold-start tax.
Q: Can I contribute? A: PRs welcome on every skill.
Written by Shihab Shahriar Antor. See my projects or hire me at Shahriar Labs.
Written by
Shihab Shahriar Antor — AI Engineer & Founder of Shahriar Labs. Creator of LetX, QuantumSketch, and more.