context-optimization SKILL.md skillA

context-optimization from athola/claude-night-market is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add athola/claude-night-market/context-optimization@git:20260928.76a539b

Pins git:20260928.76a539b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
athola/claude-night-market
Path
plugins/conserve/skills/context-optimization/SKILL.md
Versions recorded
6
Latest version
git:20260928.76a539b, committed Sep 28, 2026
First version recorded
Jun 1, 2026
Size
5,687 bytes
Repository stars
348
License
MIT

Optimizes context window via MECW principles and memory tiering. Use when context exceeds 30% or before long multi-step tasks.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Context Optimization Hub

## When To Use

- **Threshold Alert**: When context usage approaches 50% of the window.
- **Complex Tasks**: For operations requiring multi-file analysis or long tool chains.

## When NOT To Use

- Simple single-step tasks with low context usage
- Already using mcp-code-execution for tool chains

## Core Hub Responsibilities

1. Assess context pressure and MECW compliance.
2. Route to appropriate specialized modules.
3. Coordinate subagent-based workflows.
4. Manage token budget allocation across modules.
5. Synthesize results from modular execution.

## Module Selection Strategy

```python
def select_optimal_modules(context_situation, task_complexity):
    if context_situation == "CRITICAL":
        return ["mecw-assessment", "subagent-coordination"]
    elif task_complexity == "high":
        return ["mecw-principles", "subagent-coordination"]
    else:
        return ["mecw-assessment"]
```

## Context Classification

| Utilization | Status | Action |
|-------------|--------|--------|
| < 30% | LOW | Continue normally |
| 30-50% | MODERATE | Monitor, apply principles |
| > 50% | CRITICAL | Immediate optimization required |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add athola/claude-night-market/context-optimization@sha256:79b32616e055aacd

The line at the top of this page pins the label git:20260928.76a539b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_riepwgq6ytc7r4dv.svg)](https://markdownregistry.com/a/art_riepwgq6ytc7r4dv)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Jun 1, 2026 and Sep 28, 2026, about one every 24 days.

versioncommittedcommitsizeaudit
git:20260928.76a539b latest2026-09-28 76a539b 5,687 BA view · diff
git:20260902.4a35d692026-09-02 4a35d69 5,126 BA view · diff
git:20260813.0bee82e2026-08-13 0bee82e 5,417 BA view · diff
git:20260628.23248952026-06-28 2324895 5,417 BA view · diff
git:20260611.a46529b2026-06-11 a46529b 5,408 BA view · diff
git:20260601.8d672122026-06-01 8d67212 4,706 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (5687 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

athola/claude-night-market · 348 stars · license MIT · pushed 2026-11-05 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_riepwgq6ytc7r4dv
GET https://markdownregistry.com/api/v1/resolve?ref=athola/claude-night-market/context-optimization
GET https://markdownregistry.com/api/v1/blob/79b32616e055aacd8d884ec30eef53619bd4e46ee9479081fa1c9021c8c4c69c

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in athola/claude-night-market

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