Trellis is an engineering framework that stores project specifications, tasks, and working memory in a repository so coding agents can follow consistent development practices across sessions. Teams use it to organize AI-assisted planning, implementation, review, and validation across multiple coding platforms. The catalogue entries provide Trellis commands, agents, hooks, skills, instructions, and settings.
Borrowing it
Nothing to install: this file belongs to mindfold-ai/Trellis. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/mindfold-ai/Trellis/main/.agents/skills/first-principles-thinking/SKILL.mdgit clone --depth 1 https://github.com/mindfold-ai/TrellisWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mindfold-ai/trellis/first-principles-thinking)<a href="https://agentmods.dev/skills/mindfold-ai/trellis/first-principles-thinking"><img src="https://agentmods.dev/badge/skills/mindfold-ai/trellis/first-principles-thinking/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/mindfold-ai/trellis/first-principles-thinking"><img src="https://agentmods.dev/badge/skills/mindfold-ai/trellis/first-principles-thinking.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00164 | $0.04001 |
| Opus 5.5 | $0.00066 | $0.01600 |
| Sonnet 5.5 | $0.00033 | $0.00800 |
| Haiku 4.5 | $0.00016 | $0.00400 |
Grade A, and why
first-principles-thinking scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
The source is not reproduced here
Licensed AGPL-3.0
The repository is licensed AGPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.
What ships with it
5 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 404 lines · 164 tokens per session scan A bcf5f2092684
first-principles-thinking is a skill published in the GitHub repository mindfold-ai/Trellis (15,098 stars, last pushed 1mo ago), licensed AGPL-3.0. It adds 164 tokens to every session and 4,001 once invoked, about $0.0007 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
first-principles-thinking compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| first-principles-thinkingmindfold-ai/Trellis | Skill | 15k | 1mo ago | AGPL-3.0 | A | 164 | Claude Code, Codex |
| ospec-goalclawplays/ospec | Skill | 390 | 2mo ago | MIT | A | 29 | Codex |
| ospecclawplays/ospec | Skill | 390 | 2mo ago | MIT | A | 26 | Claude Code, Codex |
| ospec-changeclawplays/ospec | Skill | 390 | 2mo ago | MIT | A | 18 | Codex |
| dotcraft-unityDotHarness/dotcraft-unity | Skill | 24 | 11d ago | Apache-2.0 | A | 64 | Codex |
| unityDotHarness/dotcraft-unity | Skill | 24 | 11d ago | Apache-2.0 | A | 32 | Codex |
| standup-updategszr/lunar | Skill | 18 | yesterday | MIT | A | 49 | Claude Code, Codex |