orchestration/context-engineering SKILL.md skillA
orchestration/context-engineering from frankxai/starlight-intelligence-system is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add frankxai/starlight-intelligence-system/orchestration/context-engineering@git:20260505.489390ePins git:20260505.489390e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- frankxai/starlight-intelligence-system
- Path
skills/orchestration/context-engineering/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260505.489390e, committed May 5, 2026
- First version recorded
- Feb 10, 2026
- Size
- 2,379 bytes
- Repository stars
- 10
- License
- MIT
Use when managing AI context quality, session handoffs, or context optimization — keeps context fresh, relevant, and within optimal token budgets across agents and the intelligence system. Default skill for Starlight Orchestrator and Starlight Prime.
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 > *"Context is the difference between noise and signal."* ## When This Skill Activates - Managing AI context quality, session handoffs, context optimization - Keywords: "context", "session", "continuity", "state", "handoff" - Default for: Starlight Orchestrator, Starlight Prime ## What This Skill Does Manages the quality, size, and relevance of context provided to agents and the intelligence system. Ensures context stays fresh, relevant, and within optimal token budgets. Absorbed from GSD/ACOS v4 context engineering patterns. ## Procedures ### Procedure 1: Context Quality Monitoring 1. Assess current context fill percentage: - 0-30%: Peak performance zone - 30-50%: Good quality, watch for degradation - 50-70%: Degrading, consider splitting tasks - 70%+: Poor quality, MUST spawn fresh context 2. Identify stale or irrelevant context 3. Recommend context refresh if quality is degrading 4. Create session handoff if fresh context needed ### Procedure 2: Context Assembly 1. Identify what context is needed for the current task 2. Load from vaults: relevant decisions, patterns, state 3. Load from notes: session continuity, recent learnings …
Read the whole file at its exact version.
How to install
mdr add frankxai/starlight-intelligence-system/orchestration/context-engineering@sha256:e8a9d25d1d269c00The line at the top of this page pins the label git:20260505.489390e, 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_xu62voymugkz7n72)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Feb 10, 2026 and May 5, 2026, about one every 84 days. Its first recorded version is graded C and its latest A.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260505.489390e latest | 2026-05-05 | 489390e | 2,379 B | A | view · diff |
| git:20260210.4c6c1c0 | 2026-02-10 | 4c6c1c0 | 2,038 B | C | 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 (2379 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
frankxai/starlight-intelligence-system · 10 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_xu62voymugkz7n72 GET https://markdownregistry.com/api/v1/resolve?ref=frankxai/starlight-intelligence-system/orchestration/context-engineering GET https://markdownregistry.com/api/v1/blob/e8a9d25d1d269c004cb028b1f552cb74dcaaf0fc410ce496f5a6b6172d9fbdff
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.