SkillsAdd

plurigrid/asi

acsets-dynamic-loader

Dynamically discover and load ACSet reference skills in dependency-optimal order using GitHub interactome analysis. Use when loading the acsets skill and needing its validation, generation, and coordination partners resolved automatically with GF(3) conservation guarantees.

First seen May 14, 2026

Installation

$ npx skills add plurigrid/asi --skill acsets-dynamic-loader
View on skills.sh ↗ GitHub repository ↗

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More details

Agent compatibility

Declared targets from SKILL.md / docs. Unmarked agents are not listed — the skill may still install via the CLI.

Claude Code Not declared
Cursor Not declared
Codex Not declared
GitHub Copilot Not declared
Windsurf Not declared
Gemini CLI Not declared
Cline Not declared
OpenCode Not declared

Repository health

Stars 62
License LICENSE
Default branch main
Open issues 3
Status Active

Skill metadata

Parsed from SKILL.md frontmatter.

LicenseMIT

Package contents

Files included with this skill beyond the listing page.

  • skill md SKILL.md 2,571 B
  • docs SUMMARY.md 303 B

History

  1. First seen on skills.sh
  2. First recorded snapshot · 1 installs

SKILL.md

acsets-dynamic-loader

Automatically discovers and loads the three most critical skills referenced by acsets, ordered for maximum entity survival: validator first, generator second, coordinator last.

Use When

  • Loading acsets and needing its dependency skills resolved automatically
  • Analyzing skill dependency graphs via GitHub interactome
  • Ensuring GF(3) conservation across loaded skill triads
  • Optimizing skill load order for entity survival rate

Workflow

  1. Discover references using gh interactome and deepwiki analysis
  2. Score candidates by completion, survival impact, GF(3) contribution, and entropy
  3. Order by trit role: validator (-1) → generator (+1) → coordinator (0)
  4. Verify GF(3) balance: sum of trits must equal 0 (mod 3)
  5. Load skills in computed order

Reference Skills

Role Trit Example Skill Function
Validator -1 sheaf-cohomology Validates ACSet morphisms and transformations
Generator +1 gay-mcp Generates colored ACSet instances
Coordinator 0 structured-decomp Navigates and composes ACSet structures

Survival Score Calculation

(defn calculate-survival-score [skill]
  (+ (* (:completion skill) 0.3)
     (* (:survival-score skill) 0.3)
     (* (case (:trit skill) -1 0.33, 0 0.34, 1 0.33) 0.25)
     (* (+ 0.5 (:entropy-impact skill)) 0.15)))

Optimal Ordering Algorithm

(defn optimize-loading-order [reference-skills]
  (let [by-trit (group-by #(:trit (val %)) reference-skills)
        best    (fn [group] (first (sort-by #(- (:final-score (val %))) group)))]
    [(best (by-trit -1))    ;; validator first
     (best (by-trit 1))     ;; generator second
     (best (by-trit 0))]))  ;; coordinator last

Example

bb duck/asi-skills/acsets-dynamic-loader/dynamic-loader.bb
Loaded 4 skills in optimal order
GF(3) conservation verified
Entity survival rate: 96.0%

Related Skills

  • acsets — primary skill to analyze
  • sheaf-cohomology — validation partner
  • gay-mcp — generation partner
  • structured-decomp — coordination partner
  • skill-dispatch — routes to discovered skills