wicked-garden-agentic-context-engineering SKILL.md skillA
wicked-garden-agentic-context-engineering from mikeparcewski/wicked-garden is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add mikeparcewski/wicked-garden/wicked-garden-agentic-context-engineering@git:20260914.823dcbcPins git:20260914.823dcbc in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- mikeparcewski/wicked-garden
- Path
skills/agentic/context-engineering/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260914.823dcbc, committed Sep 14, 2026
- First version recorded
- Apr 30, 2026
- Size
- 5,273 bytes
- Repository stars
- 9
- License
- MIT
Context window management, token optimization, and memory patterns for efficient multi-agent systems. Use when: optimizing token usage in an agentic pipeline, designing memory scope for short / long-term / episodic state, or applying a context-loading strategy (anticipatory / JIT / hybrid).
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 Engineering Techniques for managing context windows, optimizing token usage, and designing efficient memory systems for agentic applications. ## Context Window Fundamentals **Context Window:** Maximum tokens an LLM can process in a single request (input + output). Limits vary by provider and model. Check the active model's documentation for the exact value. **Token Efficiency Matters:** - Cost: Charged per token (input + output) - Latency: More tokens = slower response - Quality: Irrelevant context can confuse model ## State Management Patterns | Pattern | Use when | Pros | Cons | |---------|----------|------|------| | **Shared** | Agents need synchronized view | Consistency, simple coordination | Contention, single point of failure | | **Isolated** | Agents operate independently | No contention, parallel execution | Inconsistency possible, harder to coordinate | | **Checkpointed** | Long-running processes, need recovery | Fault tolerance, replayability | Storage overhead, consistency complexity | ## Token Optimization Techniques ### 1. Aggressive Summarization Compress old context into summaries to reduce token usage. ### 2. Selective Context Loading …
Read the whole file at its exact version.
How to install
mdr add mikeparcewski/wicked-garden/wicked-garden-agentic-context-engineering@sha256:0dfa85e8842ecb66The line at the top of this page pins the label git:20260914.823dcbc, 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_tn5lasunid7ivgxu)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Apr 30, 2026 and Sep 14, 2026, about one every 34 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260914.823dcbc latest | 2026-09-14 | 823dcbc | 5,273 B | A | view · diff |
| git:20260711.6a4c633 | 2026-07-11 | 6a4c633 | 5,291 B | A | view · diff |
| git:20260506.9dce6ee | 2026-05-06 | 9dce6ee | 5,269 B | A | view · diff |
| git:20260430.c92465c | 2026-04-30 | c92465c | 5,204 B | A | view · diff |
| git:20260430.b871f21 | 2026-04-30 | b871f21 | 5,583 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 (5273 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
mikeparcewski/wicked-garden · 9 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tn5lasunid7ivgxu GET https://markdownregistry.com/api/v1/resolve?ref=mikeparcewski/wicked-garden/wicked-garden-agentic-context-engineering GET https://markdownregistry.com/api/v1/blob/0dfa85e8842ecb66fbcf3eca68602109d250c479e191cb793b3c69e64ec20188
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.