Home / rohitg00 / pro-workflow · skills/context-engineering/SKILL.md · GitHub

context-engineering skillA

Name: context-engineering
Author: rohitg00

context-engineering is agent-read markdown (skill) from rohitg00/pro-workflow: Master the four operations of context engineering — Write, Select, Compress, Isolate. Manage token budgets, compaction strategies, and context partitioning to keep AI sessions sharp and efficient..

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 Engineering

Four operations control everything about how context flows through an AI coding session. Master them and you control the quality of every response.

## The Four Operations

### 1. Write — Persist Info Outside Context

Move information out of the context window into durable storage so it survives compaction and session boundaries.

**Where to write:**

| Target | When | Example |
|--------|------|---------|
| CLAUDE.md | Permanent project rules | "Always use pnpm, never npm" |
| NOTES.md / scratchpad | Working state for current task | Architecture decisions, open questions |
| `.claude/memory/` | Learnings and patterns | `[LEARN]` rules from corrections |
| External files | Data too large for context | Test plans, migration checklists |

**Pattern — Scratchpad workflow:**
```text
1. Start complex task → create NOTES.md with goals and constraints
2. After research → write findings to NOTES.md
3. After compaction → NOTES.md survives, context does not
4. Resume → read NOTES.md to recover full state
```

### 2. Select — Retrieve Relevant Info

Pull the right information into context at the right time. Precision matters more than volume.
…

Read the whole file at its exact version.

How to install

Latest version

mdr add rohitg00/pro-workflow/context-engineering@git:20260718.7f7209d

Exact content

mdr add rohitg00/pro-workflow/context-engineering@sha256:0bdccd0fb26b8219

Pin 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.

Badge

[![mdr](https://markdownregistry.com/badge/art_limctnksg2utqdg4.svg)](https://markdownregistry.com/a/art_limctnksg2utqdg4)

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Versions

version	committed	commit	size	audit
git:20260718.7f7209d latest	2026-07-18	7f7209d	6,338 B	A	view · diff
git:20260328.7a5d201	2026-03-28	7a5d201	6,317 B	A	view

Audit of the latest version

A 17 of 17 checks passed. Deterministic, no model, 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 (6338 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

rohitg00/pro-workflow · 2,879 stars · license none · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_limctnksg2utqdg4
GET https://markdownregistry.com/api/v1/resolve?ref=rohitg00/pro-workflow/context-engineering
GET https://markdownregistry.com/api/v1/blob/0bdccd0fb26b821947a2f3fa7045db47f72f8159fb6e9813bee0c416dbc7daac

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