context-engine SKILL.md skillA
context-engine from borghei/claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add borghei/claude-skills/context-engine@v1.2.0Pins v1.2.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- borghei/claude-skills
- Path
engineering/context-engine/SKILL.md- Versions recorded
- 7
- Latest version
- v1.2.0, committed Oct 23, 2026
- First version recorded
- Mar 30, 2026
- Size
- 8,990 bytes
- Repository stars
- 1,075
- License
- a license file GitHub does not identify
Context management engine for AI coding agents. Use when building agent memory systems, optimizing context windows, allocating token budgets, designing RAG pipelines for code, or managing persistent multi-session agent state.
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 Engine - AI Agent Context Management Context Engine provides production-grade patterns for managing what AI agents know, remember, and retrieve. It covers the full lifecycle: ingestion of project knowledge, optimal packing of context windows, persistent memory across sessions, and retrieval-augmented generation for large codebases. The difference between a useful agent and a hallucinating one is context management. ## Core Capabilities - **Context window architecture** — token budget allocation plus greedy, tiered, and adaptive-compression packing strategies. - **Memory architecture** — three-layer model (working / session / knowledge base), promotion protocol, and staleness detection. - **Code retrieval** — file-level, chunk-level (RAG), and dependency-aware retrieval with code chunking and embedding guidance. - **Knowledge graph construction** — codebase graph schema (nodes + edges) and graph queries that resolve agent questions. - **Window optimization patterns** — sliding window with anchors, progressive summarization, selective tool-result caching. …
Read the whole file at its exact version.
How to install
mdr add borghei/claude-skills/context-engine@sha256:e60c2dd1aaa9ebb9The line at the top of this page pins the label v1.2.0, 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_4duwn6obe2bkye6g)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between Mar 30, 2026 and Oct 23, 2026, about one every 34 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.2.0 latest | 2026-10-23 | 2b5180a | 8,990 B | A | view · diff |
| v1.2.0 | 2026-10-23 | cd5632b | 8,887 B | A | view · diff |
| v1.2.0 | 2026-06-29 | 5e4f0f8 | 8,796 B | A | view · diff |
| v1.1.0 | 2026-06-22 | 65b93aa | 7,399 B | A | view · diff |
| v1.1.0 | 2026-06-17 | 8980a67 | 6,717 B | A | view · diff |
| v1.0.0 | 2026-06-17 | 0c19211 | 21,237 B | A | view · diff |
| v1.0.0 | 2026-03-30 | 6b5a5d8 | 21,380 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 (8990 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
borghei/claude-skills · 1,075 stars · license a license file GitHub does not identify · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4duwn6obe2bkye6g GET https://markdownregistry.com/api/v1/resolve?ref=borghei/claude-skills/context-engine GET https://markdownregistry.com/api/v1/blob/e60c2dd1aaa9ebb95b3c00880c632771f99e98fc3148e0e8bd913314464a6218
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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