Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add pyros-projects/limitless --skill learn-anythinggit clone --depth 1 https://github.com/pyros-projects/limitlessWrote 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/pyros-projects/limitless/learn-anything)<a href="https://agentmods.dev/skills/pyros-projects/limitless/learn-anything"><img src="https://agentmods.dev/badge/skills/pyros-projects/limitless/learn-anything/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/pyros-projects/limitless/learn-anything"><img src="https://agentmods.dev/badge/skills/pyros-projects/limitless/learn-anything.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00200 | $0.01844 |
| Opus 5.5 | $0.00080 | $0.00738 |
| Sonnet 5.5 | $0.00040 | $0.00369 |
| Haiku 4.5 | $0.00020 | $0.00184 |
Grade A, and why
learn-anything 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 1mo 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.
How it starts
The opening of the file, as written. The whole thing — 158 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Learn Anything — Curricula That Earn The Next Tier
Overview
A learn-anything curriculum is a moving target. This skill never dumps a full beginner→expert opus. It web-researches how this domain is taught, locks a domain-shaped structure, and fully formulates only Tier 1 — lessons through the first failable capstone. Later tiers stay as titles/exit-goals until the learner clears the gate; then the next block is authored fresh (new search + learner feedback).
Lesson checks are formative and non-failable (they persist capability notes; they never block within-tier progress). Capstones fail or pass.
Persist learner state under ~/.limitless/learn-anything/<slug>/ by default
(see references/persistence.md). Do not fill the user's project with
training debris unless they ask.
Modes (classify first)
| Mode | Signals | What you do |
|---|---|---|
| Genesis | New topic / "build me a curriculum" | Recon → structure → emit Tier 1 only |
| Continue | "next tier", "I passed the capstone" | Load state → fresh recon → emit one next tier only |
| Report | "progress report", "how am I doing", "what would help me move faster" | Load state → structured report (see references/reporting.md) |
| Lesson/assess | "I'm done with L2", "grade this", "run the formative" | Update capability map; never invent a fail gate on formatives |
If ambiguous, ask one clarifying question, then proceed.
Phase 0 — Preflight
- Derive a stable
slugfrom the topic (e.g.number-theory,deadlift-2x-bw). - Check for existing state:
ls ~/.limitless/learn-anything/<slug>/.- Exists + continue/report → load it; do not reinvent.
- Genesis with existing state → confirm overwrite vs resume.
- Probe web search (SearXNG / available web search tools). Record live or dead.
Phase 1 — Pedagogy recon (mandatory before structure)
Before writing any lesson list, search how this domain is taught and sequenced — not only what the topic is.
What ships with it
3 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.
- 1mo ago First seen · 158 lines · 200 tokens per session scan A e3b90429eb74
learn-anything is a skill published in the GitHub repository pyros-projects/limitless (2 stars, last pushed 3d ago), licensed MIT. It adds 200 tokens to every session and 1,844 once invoked, about $0.0008 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 2026-08-31.
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