--- name: mlx-color-traceroute-bc5585ddf3c0 description: Deploy Clojure MCP ecosystem integrations with MLX/JAX inference and Gay.jl deterministic coloring via ACSets. --- # MLX Color Traceroute Skill Deploy Clojure MCP ecosystem integrations with MLX/JAX inference and Gay.jl deterministic coloring via ACSets. ## Overview Combines: - **MLX** (Apple Silicon ML) for local inference - **JAX** (Google) for parallel color generation with vmap/pmap - **py-acsets** (AlgebraicJulia) for categorical data structure - **Gay.jl** SplitMix64 deterministic colors - **Clojure MCP** ecosystem for REPL ↔ AI integration - **GF(3) trits** for triadic agent balance ## Architecture ``` ┌─────────────────────────────────────────────────────────────────────────┐ │ PARALLEL COLOR TRACEROUTE │ ├─────────────────────────────────────────────────────────────────────────┤ │ │ │ JAX (Parallel) ACSets (Structure) Gay.jl (Colors) │ │ ┌─────────────────┐ ┌──────────────────────┐ ┌──────────────┐ │ │ │ vmap/pmap │────►│ Hop, Agent, Bridge │◄─│ SplitMix64 │ │ │ │ splitmix64_jax │ │ tables │ │ GF(3) trits │ │ │ │ batch_colors() │ │ JSON export/import │ │ Rec.2020 │ │ │ └─────────────────┘ └──────────────────────┘ └──────────────┘ │ │ │ │ │ │ │ └────────────────────────►│◄───────────────────────┘ │ │ ▼ │ │ ┌──────────────────────┐ │ │ │ Catlab-compatible │ │ │ │ JSON interchange │ │ │ └──────────────────────┘ │ │ │ │ │ ┌──────────────┼──────────────┐ │ │ ▼ ▼ ▼ │ │ Python/JAX Julia/ACSets Clojure/MCP │ │ │ └─────────────────────────────────────────────────────────────────────────┘ ``` ## Quick Start ```bash # Start fastmlx server with color tracking uv run --with fastmlx,mlx-lm fastmlx --workers 4 # Or use the integrated CLI uv run hoppy-traceroute --seed 0x42D ``` ## Components ### 1. FastMLX + Gay Colors ```python #!/usr/bin/env python3 # /// script # requires-python = ">=3.11" # dependencies = ["fastmlx", "mlx-lm"] # /// import mlx.core as mx from fastmlx import app from dataclasses import dataclass @dataclass class GayColor: """Deterministic color from SplitMix64""" seed: int index: int def splitmix64_step(self, z: int) -> int: z = (z ^ (z >> 30)) * 0xBF58476D1CE4E5B9 z = (z ^ (z >> 27)) * 0x94D049BB133111EB return (z ^ (z >> 31)) & 0xFFFFFFFFFFFFFFFF def hue(self) -> float: state = self.splitmix64_step(self.seed ^ self.index) return (state % 65536) / 65536.0 * 360 def trit(self) -> int: state = self.splitmix64_step(self.seed ^ self.index) return [-1, 0, 1][state % 3] def hex(self) -> str: h = self.hue() / 360 # HSL to RGB (s=0.7, l=0.55) def hue2rgb(p, q, t): if t < 0: t += 1 if t > 1: t -= 1 if t < 1/6: return p + (q - p) * 6 * t if t < 1/2: return q if t < 2/3: return p + (q - p) * (2/3 - t) * 6 return p q = 0.55 + 0.7 * 0.45 p = 2 * 0.55 - q r = hue2rgb(p, q, h + 1/3) g = hue2rgb(p, q, h) b = hue2rgb(p, q, h - 1/3) return f"#{int(r*255):02X}{int(g*255):02X}{int(b*255):02X}" ``` ### 2. Clojure MCP Color Bridge ```clojure ;; deps.edn addition for bhauman/clojure-mcp {:deps {io.github.bhauman/clojure-mcp {:git/sha "HEAD"} gay/color {:local/root "../Gay.jl/clj"}}} ;; color_bridge.clj (ns hoppy.color-bridge (:require [clojure-mcp.core :as mcp] [gay.splitmix :as gay])) (def ^:dynamic *gay-seed* 0x42D) (defn splitmix64-step [z] (let [z (-> z (bit-xor (unsigned-bit-shift-right z 30)) (* 0xBF58476D1CE4E5B9) (bit-and 0xFFFFFFFFFFFFFFFF)) z (-> z (bit-xor (unsigned-bit-shift-right z 27)) (* 0x94D049BB133111EB) (bit-and 0xFFFFFFFFFFFFFFFF))] (bit-xor z (unsigned-bit-shift-right z 31)))) (defn hop-color [seed hop-idx] (let [state (splitmix64-step (bit-xor seed hop-idx)) trit (case (mod state 3) 0 :ergodic 1 :plus 2 :minus) hue (* (/ (mod state 65536) 65536.0) 360)] {:hue hue :trit trit :state state :hop hop-idx})) (defn wrap-with-color [handler] "Middleware that colors each MCP tool call" (fn [request] (let [hop-idx (System/currentTimeMillis) color (hop-color *gay-seed* hop-idx) response (handler request)] (assoc response :_gay_color color)))) ``` ### 3. Grain/DSPy Triadic Agents ```clojure ;; For ObneyAI/grain behavior trees (ns hoppy.grain-triadic (:require [grain.core :as grain] [grain.dspy :as dspy])) (def GF3 {:minus -1 :ergodic 0 :plus 1}) (defn triadic-split [seed] "Split into three balanced agent seeds" (let [base (splitmix64-step seed)] {:minus (bit-xor base 0x2D2D2D2D2D2D2D2D) :ergodic (bit-xor base 0x5F5F5F5F5F5F5F5F) :plus (bit-xor base 0x2B2B2B2B2B2B2B2B)})) (defn dspy-colored-signature [prompt seed] "DSPy signature with deterministic color" (let [color (hop-color seed (hash prompt))] (dspy/signature {:prompt prompt :_color (:hue color) :_trit (:trit color)}))) (defn behavior-tree-node [seed node-type] "Colored behavior tree node" {:type node-type :color (hop-color seed (hash node-type)) :children []}) ``` ### 4. nREPL TAP Color Streams ```clojure ;; For JohanCodinha/nrepl-mcp-server (ns hoppy.tap-colors (:require [nrepl.middleware :as middleware])) (def tap-streams {:backfill {:trit -1 :buffer (atom [])} :verify {:trit 0 :buffer (atom [])} :live {:trit +1 :buffer (atom [])}}) (defn colored-tap-handler [seed] (fn [value] (let [color (hop-color seed (hash value)) stream (case (:trit color) -1 :backfill 0 :verify 1 :live)] (swap! (get-in tap-streams [stream :buffer]) conj {:value value :color color :timestamp (System/currentTimeMillis)})))) (defn install-colored-tap! [seed] (add-tap (colored-tap-handler seed))) ``` ### 5. Modex Observational Bridge ```clojure ;; For theronic/modex MCP client+server (ns hoppy.modex-bridge (:require [modex.core :as modex])) (defrecord ObsBridge [source target bridge-color dimension]) (defn obs-eq? [w1 w2] "Observational equality: same hue + same trit" (and (= (:hue w1) (:hue w2)) (= (:trit w1) (:trit w2)))) (defn create-bridge [source target seed] (let [src-hash (hash source) tgt-hash (hash target) bridge-hash (bit-xor src-hash tgt-hash) color (hop-color seed bridge-hash)] (->ObsBridge source target color (if (obs-eq? source target) 0 1)))) (defn compose-bridges [b1 b2] (->ObsBridge (:source b1) (:target b2) (hop-color (bit-xor (get-in b1 [:bridge-color :state]) (get-in b2 [:bridge-color :state])) 0) (max (:dimension b1) (:dimension b2)))) ``` ## Unified CLI ```python #!/usr/bin/env python3 """ Hoppy Color Traceroute - MLX + Clojure MCP + Gay.jl """ # /// script # requires-python = ">=3.11" # dependencies = ["mlx", "rich", "click"] # /// import click from rich.console import Console from rich.table import Table import math console = Console() SERVERS = [ ("sRGB", "gamut"), ("clojure-mcp", "bhauman"), ("nrepl-mcp-server", "JohanCodinha"), ("grain/clj-dspy", "cjbarre"), ("modex", "theronic"), ("fastmlx", "plurigrid"), ("Gay.jl/Rec2020", "bmorphism"), ("metaphysics", "∞"), ] def splitmix64(z): z = ((z ^ (z >> 30)) * 0xBF58476D1CE4E5B9) & 0xFFFFFFFFFFFFFFFF z = ((z ^ (z >> 27)) * 0x94D049BB133111EB) & 0xFFFFFFFFFFFFFFFF return (z ^ (z >> 31)) & 0xFFFFFFFFFFFFFFFF def hop_color(seed, idx): state = splitmix64(seed ^ idx) trit = [-1, 0, 1][state % 3] hue = (state % 65536) / 65536.0 * 360 return {"hue": hue, "trit": trit, "state": state} def hue_to_rgb(h): h = h / 360 s, l = 0.7, 0.55 def hue2rgb(p, q, t): if t < 0: t += 1 if t > 1: t -= 1 if t < 1/6: return p + (q - p) * 6 * t if t < 1/2: return q if t < 2/3: return p + (q - p) * (2/3 - t) * 6 return p q = l + s * (1 - abs(2*l - 1)) / 2 p = 2 * l - q r, g, b = hue2rgb(p, q, h + 1/3), hue2rgb(p, q, h), hue2rgb(p, q, h - 1/3) return int(r*255), int(g*255), int(b*255) @click.command() @click.option("--seed", default=0x42D, help="Genesis seed (hex)") def traceroute(seed): """Trace color path through MCP servers""" table = Table(title=f"COLOR TRACEROUTE (seed=0x{seed:X})") table.add_column("Hop", style="dim") table.add_column("Server") table.add_column("Author") table.add_column("Color", width=8) table.add_column("Trit") table.add_column("Latency") trit_sum = 0 for i, (server, author) in enumerate(SERVERS): color = hop_color(seed, i) r, g, b = hue_to_rgb(color["hue"]) trit = color["trit"] trit_sum += trit trit_sym = {-1: "−", 0: "○", 1: "+"}[trit] latency = f"{(1 + i * math.log(i + 1)):.3f}ms" table.add_row( str(i), server, author, f"[on rgb({r},{g},{b})] [/]", trit_sym, latency ) console.print(table) console.print(f"\n[bold]GF(3) sum: {trit_sum} mod 3 = {trit_sum % 3}[/]") if trit_sum % 3 == 0: console.print("[green]✓ Triadic balance conserved[/]") else: console.print("[red]✗ Triadic imbalance detected[/]") if __name__ == "__main__": traceroute() ``` ## Deploy Commands ```bash # 1. Install dependencies uv pip install fastmlx mlx-lm rich click # 2. Start fastmlx server uv run fastmlx --workers 4 & # 3. Run color traceroute uv run python ~/.claude/skills/mlx-color-traceroute/hoppy_traceroute.py --seed 0x42D # 4. Start Clojure MCP with colors (requires clojure-mcp) clojure -M:mcp -m hoppy.color-bridge # 5. Connect nREPL with TAP colors clojure -M:nrepl -e "(require 'hoppy.tap-colors) (hoppy.tap-colors/install-colored-tap! 0x42D)" ``` ## Architecture ``` ┌─────────────────────────────────────────────────────────────────────────┐ │ HOPPY COLOR TRACEROUTE │ ├─────────────────────────────────────────────────────────────────────────┤ │ │ │ MLX (Apple Silicon) Clojure MCP Ecosystem Gay.jl Colors │ │ ┌─────────────────┐ ┌──────────────────────┐ ┌──────────────┐ │ │ │ fastmlx │◄───►│ clojure-mcp (★657) │◄►│ SplitMix64 │ │ │ │ mlx-lm │ │ nrepl-mcp (★34) │ │ GF(3) trits │ │ │ │ OpenAI compat │ │ modex (★108) │ │ Rec.2020 │ │ │ └─────────────────┘ │ grain (★81) │ └──────────────┘ │ │ └──────────────────────┘ │ │ │ │ │ ▼ │ │ ┌──────────────────────┐ │ │ │ Each hop = color │ │ │ │ MINUS ⊗ ERG ⊗ PLUS │ │ │ │ Sum mod 3 = 0 ✓ │ │ │ └──────────────────────┘ │ │ │ └─────────────────────────────────────────────────────────────────────────┘ ``` ## JAX + py-acsets Bridge ### JAX Parallel Color Generation ```python # Run JAX-parallelized traceroute uv run --with rich --with numpy python src/jax_acset_gay.py # Exports Catlab-compatible JSON to /tmp/color_traceroute.json ``` ### ACSet Schema ```python COLOR_TRACEROUTE_SCHEMA = ACSetSchema( name="ColorTraceroute", obs=[Ob("Hop"), Ob("Agent"), Ob("Bridge")], homs=[ Hom("next", "Hop", "Hop"), Hom("source", "Bridge", "Hop"), Hom("target", "Bridge", "Hop"), ], attrs=[ Attr("hue", "Hop", "Float"), Attr("trit", "Hop", "Int"), # -1, 0, +1 Attr("server", "Hop", "String"), ], ) ``` ### Julia Interop ```julia # In Julia include("src/AcsetGayBridge.jl") using .AcsetGayBridge world = world_color_traceroute(0x42D, servers) export_for_jax(world, "/tmp/traceroute.json") # Import from Python/JAX world2 = import_from_jax("/tmp/color_traceroute.json") ``` ### Batch Processing with vmap ```python from jax_acset_gay import batch_colors import jax.numpy as jnp # Generate 1000 colors in parallel indices = jnp.arange(1000) colors = batch_colors(0x42D, indices) # colors["hues"], colors["trits"] are JAX arrays ``` ## See Also - `gay-mcp` - Core color generation - `acsets-algebraic-databases` - ACSets patterns - `borkdude` - Babashka runtime selection - `cider-clojure` - CIDER nREPL integration - `gh-interactome` - Contributor network discovery --- ## Autopoietic Marginalia > **The interaction IS the skill improving itself.** Every use of this skill is an opportunity for worlding: - **MEMORY** (-1): Record what was learned - **REMEMBERING** (0): Connect patterns to other skills - **WORLDING** (+1): Evolve the skill based on use *Add Interaction Exemplars here as the skill is used.* --- Source attribution: plurigrid Original project: https://github.com/plurigrid/asi/blob/293ce9f76e3abcd5ba18db284688bc0d9ac6691d/skills/mlx-color-traceroute/SKILL.md License: MIT License information: https://opensource.org/license/mit Original upstream instructions; downloaded from Mega AI Hub. ## Upstream license notice MIT License Copyright (c) 2025 SkillCreator.ai Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. # Mega AI Hub resource metadata Creator / publisher: plurigrid Original project: https://github.com/plurigrid/asi/blob/293ce9f76e3abcd5ba18db284688bc0d9ac6691d/skills/mlx-color-traceroute/SKILL.md Attribution basis: Source repository record Fields of work: Data & Analytics, Development & Engineering Roles: Backend Developer, Data Scientist, ML / AI Engineer Specialties: Backend, Database, DevOps, Frontend, Git Tools: Clojure, Jax, Python Country applicability: Country not specified Classification basis: Source catalog labels Instruction SHA-256: 30ef8f564c45a34a18ca8f6802a01366f2b17d586afb837415a8660d2eb3ae38