context-optimization skillA
context-optimization is agent-read markdown (skill) from athola/claude-night-market: Optimizes context window via MECW principles and memory tiering. Use when context exceeds 30% or before long multi-step tasks..
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns 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
mdr add athola/claude-night-market/context-optimization@git:20260902.4a35d69mdr add athola/claude-night-market/context-optimization@sha256:6356a54dbbd084c2Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_riepwgq6ytc7r4dv)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260902.4a35d69 latest | 2026-09-02 | 4a35d69 | 5,126 B | A | view · diff |
| git:20260813.0bee82e | 2026-08-13 | 0bee82e | 5,417 B | A | view · diff |
| git:20260628.2324895 | 2026-06-28 | 2324895 | 5,417 B | A | view · diff |
| git:20260611.a46529b | 2026-06-11 | a46529b | 5,408 B | A | view · diff |
| git:20260601.8d67212 | 2026-06-01 | 8d67212 | 4,706 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5126 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
athola/claude-night-market · 338 stars · license MIT · pushed 2026-09-22 · 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/6356a54dbbd084c218d063e4bb0c44ebab53ad7d4f1b0e42ae55bb3e5fc3bb09
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