← Back to Skills Marketplace
nakedoshadow

Shadows Context Optimizer

by NakedoShadow · GitHub ↗ · v1.1.0
darwinlinuxwin32 ⚠ suspicious
289
Downloads
0
Stars
1
Active Installs
1
Versions
Install in OpenClaw
/install shadows-context-optimizer
Description
Token and context window optimization — compact prompts, reduce redundancy, prioritize critical context. Use when hitting context limits or to improve agent...
Usage Guidance
This skill appears to be a sensible advisory guide for reducing token usage, but its documentation contradicts itself: it claims 'no file access' while telling the agent to read specific file ranges, grep directories, and spawn subagents. Before installing or enabling it widely, consider: 1) Do you trust the agent to read project files? If not, limit the agent's tool/file access or run the skill only in a sandboxed session. 2) Ask the publisher to clarify the contradiction and to provide explicit, safe patterns for file access (e.g., require explicit user approval before reading files). 3) Monitor/log file reads and network calls when you first use the skill. 4) If you want stricter control, keep the skill disabled by default and enable it only for sessions where selective file access and subagent spawning are acceptable.
Capability Analysis
Type: OpenClaw Skill Name: shadows-context-optimizer Version: 1.1.0 The skill bundle is a set of purely advisory instructions (SKILL.md) designed to help an AI agent optimize its context window usage through strategies like token reduction, concise responses, and targeted file reading. It contains no executable code, no network requests, and no instructions that would lead to data exfiltration or unauthorized actions. The content is entirely focused on improving LLM efficiency and lacks any indicators of malicious intent or security risk.
Capability Assessment
Purpose & Capability
The name/description (context/token optimization) align with the guidance in SKILL.md: compacting prompts, summarization, selective file reads, and subagent delegation are appropriate techniques for that purpose.
Instruction Scope
The PREREQUISITES and SECURITY CONSIDERATIONS sections assert the skill is 'advisory' and 'does not execute commands, read files, make network calls, modify configuration, or store data.' Yet the Techniques and Principles explicitly instruct the agent to 'Read file.py lines 45-80', 'grep specific directories', and 'spawn a subagent for codebase exploration.' Those operations involve accessing files and tools and could cause the agent to read or transmit data. The instructions are also somewhat open-ended (e.g., 'use subagents', '3-search maximum') giving the agent broad discretion about when and how to access data.
Install Mechanism
Instruction-only skill with no install spec and no code files — low installation risk (nothing is written/downloaded).
Credentials
The skill requests no environment variables, credentials, or config paths. Its listed requirements are proportional to its stated advisory purpose.
Persistence & Privilege
Skill is not always-enabled and is user-invocable. It does not request persistent presence or modify other skills' configs. Note: the SKILL.md encourages spawning subagents and changing agent behavior at runtime — autonomous invocation is platform-default, so this is not flagged alone but should be considered when enabling the skill.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install shadows-context-optimizer
  3. After installation, invoke the skill by name or use /shadows-context-optimizer
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.1.0
Initial HIGH TRUST release
Metadata
Slug shadows-context-optimizer
Version 1.1.0
License
All-time Installs 1
Active Installs 1
Total Versions 1
Frequently Asked Questions

What is Shadows Context Optimizer?

Token and context window optimization — compact prompts, reduce redundancy, prioritize critical context. Use when hitting context limits or to improve agent... It is an AI Agent Skill for Claude Code / OpenClaw, with 289 downloads so far.

How do I install Shadows Context Optimizer?

Run "/install shadows-context-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Shadows Context Optimizer free?

Yes, Shadows Context Optimizer is completely free (open-source). You can download, install and use it at no cost.

Which platforms does Shadows Context Optimizer support?

Shadows Context Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (darwin, linux, win32).

Who created Shadows Context Optimizer?

It is built and maintained by NakedoShadow (@nakedoshadow); the current version is v1.1.0.

💬 Comments