context-engineering SKILL.md skillA

context-engineering from outlinedriven/outline-driven-development is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add outlinedriven/outline-driven-development/context-engineering@git:20260912.5c5b759

Pins git:20260912.5c5b759 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
outlinedriven/outline-driven-development
Path
.devin/skills/context-engineering/SKILL.md
Versions recorded
3
Latest version
git:20260912.5c5b759, committed Sep 12, 2026
First version recorded
Sep 2, 2026
Size
3,269 bytes
Repository stars
55
License
Apache-2.0

Use when a long session has accumulated stale or conflicting context or the user asks to refresh it. Not for remote, credential, publish, deploy, or irreversible changes.

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

## Contract

| Field | Bound contract |
|---|---|
| Trigger | Long session has accumulated stale or conflicting context, or the user asks to refresh or recheck context before continuing. |
| Authority | Reversible local: writes only an optional scratch state note; rollback is undo. No remote mutation. |
| Side effect | Optional scratch state note only; no project files touched. |
| Done | Acting context is provably current and minimal; stale items are dropped with the user informed. |

## Inputs

- The current acting context present in the session: stated facts, assumptions, inferred file state, and prior decisions.
- The source of truth for each item being rechecked: repository files, tool output, or user-stated ground truth.
- Optional: a user-named subset to recheck. If omitted, recheck the full acting context.

## Procedure

1. Enumerate every item in the acting context: stated facts, assumptions, inferred file state, and prior decisions. Done when: every acting-context item is enumerated.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add outlinedriven/outline-driven-development/context-engineering@sha256:d43afa075ba1f94f

The line at the top of this page pins the label git:20260912.5c5b759, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_zszntptuhh6fsljy.svg)](https://markdownregistry.com/a/art_zszntptuhh6fsljy)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Sep 2, 2026 and Sep 12, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20260912.5c5b759 latest2026-09-12 5c5b759 3,269 BA view · diff
git:20260905.1f638942026-09-05 1f63894 3,238 BA view · diff
git:20260902.1fe14a32026-09-02 1fe14a3 3,394 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (3269 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

outlinedriven/outline-driven-development · 55 stars · license Apache-2.0 · pushed 2026-09-28 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zszntptuhh6fsljy
GET https://markdownregistry.com/api/v1/resolve?ref=outlinedriven/outline-driven-development/context-engineering
GET https://markdownregistry.com/api/v1/blob/d43afa075ba1f94f775573b061386400ea7e9a46507629819e1b8a72652f4ea8

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.

More from outlinedriven/outline-driven-development

abi-and-calling-conventions SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/abi-and-calling-conventions/SKILL.md · Use when explaining System V AMD64, ARM AAPCS, RISC-V psABI, stack frames, variadic calls, or FFI register rules. Not…
git:20260905.e0ca87e · audit A · 55 stars
abstract-well SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/abstract-well/SKILL.md · Use when the user wants to classify abstractions as useful, bad, or busy and keep one shallow level. Not for tasks…
git:20260905.1f63894 · audit A · 55 stars
adc-dac-baremetal SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/adc-dac-baremetal/SKILL.md · Use when configuring ADC sampling time, DMA-driven ADC, calibration, or DAC channel setup on bare-metal MCUs. Not for…
git:20260912.5c5b759 · audit A · 55 stars
address-sanitizer SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/address-sanitizer/SKILL.md · Use when building or running native code under AddressSanitizer, interpreting an existing ASan report, or debugging a…
git:20260905.1f63894 · audit A · 55 stars
af-xdp SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/af-xdp/SKILL.md · Use when creating AF_XDP sockets, configuring UMEM and XSK rings, writing an XDP redirect program, or choosing copy…
git:20260912.07a8a1b · audit A · 55 stars
agent-environment-retrospective SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/agent-environment-retrospective/SKILL.md · Use when a completed session needs an agent-environment retrospective. Not for an engineering retrospective from…
git:20260905.1f63894 · audit A · 55 stars
agent-surface-forge SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/agent-surface-forge/SKILL.md · Use when asked to audit or repair agent surfaces (plugins, agents, skills, CLAUDE.md/AGENTS.md, docs, prompts…
git:20260905.1f63894 · audit A · 55 stars
agent-transcript SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/agent-transcript/SKILL.md · Use when a redacted, trimmed agent transcript must be appended to a GitHub PR or issue body, with human approval and…
git:20260905.1f63894 · audit A · 55 stars
agents-md SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/agents-md/SKILL.md · Use when a repo needs agent setup, AGENTS.md added or made lean, CLAUDE.md audited, or agent instructions scored or…
git:20260905.1f63894 · audit A · 55 stars
ai-collab-protocols SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/ai-collab-protocols/SKILL.md · Use when the user describes an AI workflow gap or uses an ambiguous cross-session reference such as ''the PR Bob…
git:20260912.5c5b759 · audit A · 55 stars
all-scenarios-storm SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/all-scenarios-storm/SKILL.md · Use when a user wants to enumerate plausible designs, configurations, scenarios, and paths and diagram the field before…
git:20260905.1f63894 · audit A · 55 stars
analysis-artifacts SKILL.md skill
outlinedriven/outline-driven-development · .devin/skills/analysis-artifacts/SKILL.md · Use when the user requests a deep dive, exploratory analysis, or data analysis on BigQuery. Not for credential…
git:20260912.5c5b759 · audit A · 55 stars

Every file in outlinedriven/outline-driven-development

Other files named context-engineering

context-engineering SKILL.md skill
addyosmani/agent-skills · skills/context-engineering/SKILL.md · Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching…
git:20261031.583df9a · audit A · 113,383 stars
context-engineering SKILL.md skill
mvschwarz/openrig · packages/daemon/specs/agents/shared/skills/process/context-engineering/SKILL.md · Use when designing, reviewing, or debugging how an agent's context window gets filled, pruned, or shared — choosing…
git:20260826.bdc404f · audit A · 8,636 stars
context-engineering SKILL.md skill
mvschwarz/openrig · skills/_canonical/process/context-engineering/SKILL.md · Use when designing, reviewing, or debugging how an agent's context window gets filled, pruned, or shared — choosing…
git:20260826.9a4df1e · audit A · 8,636 stars
context-engineering SKILL.md skill
rohitg00/pro-workflow · skills/context-engineering/SKILL.md · Master the four operations of context engineering — Write, Select, Compress, Isolate. Manage token budgets, compaction…
git:20260926.d6ee15f · audit A · 2,944 stars
context-engineering SKILL.md skill
a5c-ai/babysitter · library/methodologies/gsd/skills/context-engineering/SKILL.md · Context window monitoring and budget management. Keeps orchestrator at 15-30% context usage while subagents get full…
v1.0.0 · audit A · 1,896 stars
context-engineering SKILL.md skill
a5c-ai/babysitter · library/methodologies/everything-claude-code/skills/context-engineering/SKILL.md · Dynamic context injection, mode switching (dev/review/research), selective loading, and strategic compaction for token…
git:20260601.da7723a · audit A · 1,896 stars
context-engineering SKILL.md skill
hashgraph-online/awesome-codex-plugins · plugins/Colin4k1024/tsp/skills/context-engineering/SKILL.md · 项目级上下文工程框架:通过 PROJECT / REQUIREMENTS / ROADMAP / STATE 四层文档 为每个任务建立结构化上下文,控制 token 预算,防止上下文腐烂, 确保跨会话连续性。与…
git:20260512.6523792 · audit A · 1,537 stars
context-engineering SKILL.md skill
shashankswe2020-ux/whoop-mcp · .github/skills/context-engineering/SKILL.md · Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching…
git:20260410.1a22ea0 · audit A · 179 stars

Browse by kind, by grade A, or by owner.