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 plurigrid/asi --skill free-monad-gengit clone --depth 1 https://github.com/plurigrid/asiWrote 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/plurigrid/asi/free-monad-gen)<a href="https://agentmods.dev/skills/plurigrid/asi/free-monad-gen"><img src="https://agentmods.dev/badge/skills/plurigrid/asi/free-monad-gen/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/plurigrid/asi/free-monad-gen"><img src="https://agentmods.dev/badge/skills/plurigrid/asi/free-monad-gen.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 | $0.00014 | $0.00986 |
| Opus 5 | $0.00007 | $0.00493 |
| Sonnet 5 | $0.00003 | $0.00197 |
| Haiku 4.5 | $0.00001 | $0.00099 |
Grade A, and why
free-monad-gen 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 7d 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 — 165 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Free Monad Generation Skill (PLUS +1)
Free structure generation from signatures
Trit: +1 (PLUS)
Color: #D82626 (Red)
Role: Generator/Creator
Core Concept
Free monads generate structure from a functor signature:
data Free f a
= Pure a -- Leaf (return)
| Roll (f (Free f a)) -- Node (bind)
Universal property: Free f is left adjoint to forgetful functor U.
Dual: Cofree Comonad
data Cofree f a = a :< f (Cofree f a)
-- Head (extract) and infinite tail (duplicate)
| Free | Cofree |
|---|---|
| Producer (effects) | Consumer (contexts) |
| Programs | Interpreters |
| Syntax | Semantics |
Pattern Runs on Matter
Pattern (Free) ────runs-on────→ Matter (Cofree)
↓ ↑
Program Environment
↓ ↑
Effects Handlers
Integration with Gay.jl
# Free monad for color stream generation
struct ColorFree{A}
tag::Symbol # :pure or :roll
value::Union{A, Tuple{UInt64, ColorFree{A}}}
end
# Generate free color structure
function free_color_stream(seed::UInt64, n::Int)
if n == 0
ColorFree(:pure, seed)
else
next_seed = splitmix64(seed)
ColorFree(:roll, (seed, free_color_stream(next_seed, n-1)))
end
end
# Interpret to actual colors
function interpret(free::ColorFree, palette)
if free.tag == :pure
return []
else
(seed, rest) = free.value
color = gay_color(seed)
[color; interpret(rest, palette)]
end
end
Freer Monad (More Efficient)
data Freer f a where
Pure :: a -> Freer f a
Impure :: f x -> (x -> Freer f a) -> Freer f a
Benefits:
- O(1) bind (vs O(n) for Free)
- Existential continuation
- Better for effect systems
DSL Generation Pattern
-- 1. Define signature functor
data MusicF next
= Note Pitch Duration next
| Rest Duration next
| Chord [Pitch] Duration next
| Par (Free MusicF ()) (Free MusicF ()) next
-- 2. Free monad gives DSL
type Music = Free MusicF
-- 3. Smart constructors
note :: Pitch -> Duration -> Music ()
note p d = liftF (Note p d ())
-- 4. Programs are data
melody = do
note C4 quarter
note E4 quarter
note G4 half
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.
- 7d ago First seen · 165 lines · 14 tokens per session scan A 100a05bb7218
free-monad-gen is a skill published in the GitHub repository plurigrid/asi (62 stars, last pushed 2mo ago), licensed MIT. It adds 14 tokens to every session and 986 once invoked, about $0.0001 per session on Opus 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 2026-09-03.
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