tuple-nav-composition

tuple-nav-composition is a skill for Claude Code, Codex from plurigrid/asi. It costs 12 tokens per session (2,441 once invoked), scanned A, original, MIT.

A navigation design for accessing and combining several fields of a tuple or record as one structured value.

In plain words
What is it for?
Use it when composing operations over multiple named fields in product-like data structures.
Why use it?
It reduces fragile field-by-field access and helps keep combined results aligned with the original structure.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it when composing operations over multiple named fields in product-like data structures.

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Install with agentmods
npx agentmods add skills/plurigrid/asi/tuple-nav-composition
Install

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.

Any agent
npx skills add plurigrid/asi --skill tuple-nav-composition
Clone the repo
git clone --depth 1 https://github.com/plurigrid/asi

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for tuple-nav-composition

README.md
[![agentmods](https://agentmods.dev/badge/skills/plurigrid/asi/tuple-nav-composition/github.svg)](https://agentmods.dev/skills/plurigrid/asi/tuple-nav-composition)
Your own site
<a href="https://agentmods.dev/skills/plurigrid/asi/tuple-nav-composition"><img src="https://agentmods.dev/badge/skills/plurigrid/asi/tuple-nav-composition/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.

agentmods 80×15 button for tuple-nav-composition

Your own site · 80×15
<a href="https://agentmods.dev/skills/plurigrid/asi/tuple-nav-composition"><img src="https://agentmods.dev/badge/skills/plurigrid/asi/tuple-nav-composition.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 12 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,441 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00012 $0.02441
Opus 5.5 $0.00005 $0.00976
Sonnet 5.5 $0.00002 $0.00488
Haiku 4.5 $0.00001 $0.00244

Measured 1mo ago against content hash 062b5002c131, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

tuple-nav-composition 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.

ies/music-topos/.agents/skills/tuple-nav-composition/SKILL.md · 326 lines

How it starts

The opening of the file, as written. The whole thing — 326 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Tuple Nav Composition

Core Concept

Navigation through product structures (tuples, named tuples, records) where multiple fields must be accessed and composed in parallel.

A TupleNav is a bundled Navigator that operates on all fields of a product simultaneously, maintaining structural integrity through composition.

Why Tuple Navigation?

Standard Specter navigators work on sequences (ALL, each element). But what about simultaneous access to multiple fields?

# Without TupleNav: Access fields separately, type mismatch risk
person = (name="Alice", age=30, email="[email protected]")

name_nav = @late_nav([INDEX(1)])     # But tuples aren't indexed this way!
age_nav = @late_nav([INDEX(2)])      # Fragile, error-prone

# With TupleNav: Access structurally, type-safe composition
record_nav = @tuple_nav([:name, :age])  # Access both fields as unit

Architecture

TupleNav Structure

struct TupleNav
    fields::Vector{Symbol}           # Field names to navigate
    navigators::Dict{Symbol, Navigator}  # Navigator for each field
    composition_strategy::Symbol      # :parallel, :sequential, :reduce
    output_type::Type                # (Field1Type, Field2Type, ...)
end

Product Types

Type Navigation
(T1, T2, T3) Positional tuple
NamedTuple{(:a, :b, :c)} Named access
@NamedTuple{a::T1, b::T2} Struct-like
Dict{K, V} Key-based dictionary
Record/DataClass Field-based

Composition Strategies

:parallel - Access all fields simultaneously

nav = @tuple_nav([:x, :y, :z], strategy=:parallel)
result = nav_select(nav, (x=1, y=2, z=3), id)
# => ((x=1), (y=2), (z=3))  # All accessed at once

:sequential - Access fields in order, threading results

nav = @tuple_nav([:x, :y, :z], strategy=:sequential)
# Field y receives result from x, z receives from y, etc.

:reduce - Fold/reduce across fields

nav = @tuple_nav([:x, :y, :z], strategy=:reduce)
# Combine results across fields: x + y + z

Read the full file on GitHub · 326 lines

Changes

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.

  1. 1mo ago First seen · 326 lines · 12 tokens per session scan A 062b5002c131

Subscribe to this mod's changes

tuple-nav-composition is a skill published in the GitHub repository plurigrid/asi (70 stars, last pushed 3mo ago), licensed MIT. It adds 12 tokens to every session and 2,441 once invoked, about $0.0000 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 2026-09-01.

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