context-optimization SKILL.md skillA
context-optimization from vodailocz/kilo-kit-mcp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vodailocz/kilo-kit-mcp/context-optimization@git:20260821.05c0d52Pins git:20260821.05c0d52 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vodailocz/kilo-kit-mcp
- Path
skills/engineering/context-optimization/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260821.05c0d52, committed Aug 21, 2026
- Size
- 4,039 bytes
- Repository stars
- 27
- License
- Apache-2.0
Use when optimizing token usage, KV cache efficiency, or context window management for LLM agents. Keywords: context optimization, KV cache, prompt caching, token budget, semantic pruning, lost-in-the-middle.
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 Skill This skill provides methodologies and best practices for maximizing context window efficiency, reducing token costs, and improving the performance of LLM-based agentic workflows. ## 1. Prompt Cache Alignment To maximize Key-Value (KV) cache hits, prioritize stability in the early parts of the prompt. - **Static Prefixes**: Design system prompts to remain identical across agent turns. - **Tool Order**: Sort tool definitions alphabetically or by frequency of use. Keep this ordering constant. - **Prefix Consistency**: Reserve the top 70% of the KV cache for global system instructions and tool definitions. - **Avoid Dynamic Data**: Move dynamic session-specific data (dates, current file list) to the end of the context window. ## 2. Semantic Pruning & AST Compaction Reduce unnecessary data before sending it to the model. - **Removal of Non-Essentials**: Strip comments, debug logs, and unused boilerplate code. - **AST Compaction**: Convert deep code structures into simplified, representative summaries or pseudocode. - **Whitespace Stripping**: Use minification for configuration files (JSON, YAML) and standard code. …
Read the whole file at its exact version.
How to install
mdr add vodailocz/kilo-kit-mcp/context-optimization@sha256:a5fcdfaa867dcc1fThe line at the top of this page pins the label git:20260821.05c0d52, 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.
[](https://markdownregistry.com/a/art_zint245lu6tzssgl)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 21, 2026.
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 (4039 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
vodailocz/kilo-kit-mcp · 27 stars · license Apache-2.0 · pushed 2026-10-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zint245lu6tzssgl GET https://markdownregistry.com/api/v1/resolve?ref=vodailocz/kilo-kit-mcp/context-optimization GET https://markdownregistry.com/api/v1/blob/a5fcdfaa867dcc1fd59b38334d8dbea352f81b7a12b738c975bb9a045cd03827
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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