memory-fabric SKILL.md skillA
memory-fabric from yonatangross/orchestkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yonatangross/orchestkit/memory-fabric@v2.1.0Pins v2.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yonatangross/orchestkit
- Path
src/skills/memory-fabric/SKILL.md- Versions recorded
- 11
- Latest version
- v2.1.0, committed Oct 7, 2026
- First version recorded
- Jul 10, 2026
- Size
- 8,268 bytes
- Repository stars
- 299
- License
- MIT
Memory retrieval internals: knowledge graph orchestration with entity extraction, natural language query parsing, deduplication (>85% similarity), and cross-reference boosting over unified recency, relevance, and authority ranking. Use when designing or debugging how memory search itself works. Everyday lookups belong to memory; entry storage to remember; consolidation to dream.
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
# Memory Fabric - Graph Orchestration
Knowledge graph orchestration via mcp__memory__* for entity extraction, query parsing, deduplication, and cross-reference boosting.
## Overview
- Comprehensive memory retrieval from the knowledge graph
- Cross-referencing entities within graph storage
- Ensuring no relevant memories are missed
- Building unified context from graph queries
## Architecture Overview
```
Memory Fabric Layer
┌─────────────┐ ┌──────────────┐
│Query Parser │ │Query Executor│
└──────┬──────┘ └──────┬───────┘
└───────┬───────┘
┌──────────────┴─────────────┐
│Graph Query Dispatch │
└──────────────┬─────────────┘
┌──────────────┴─────────────┐
│mcp__memory__* │
│(Knowledge Graph) │
└──────────────┬─────────────┘
┌──────────────┴─────────────┐
│Result Normalizer │
└──────────────┬─────────────┘
┌──────────────┴─────────────┐
│Deduplication Engine │
│(>85% sim) │
└──────────────┬─────────────┘
┌──────────────┴─────────────┐
│Cross-Reference Booster │
└──────────────┬─────────────┘
┌──────────────┴─────────────┐
│Final Ranking: recency × │
│relevance × source_authority│
…Read the whole file at its exact version.
How to install
mdr add yonatangross/orchestkit/memory-fabric@sha256:0031f3f2b890e4a6The line at the top of this page pins the label v2.1.0, 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_n7q3bxlhzlx5ahpo)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 11 versions of this file, between Jul 10, 2026 and Oct 7, 2026, about one every 9 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.1.0 latest | 2026-10-07 | 480e358 | 8,268 B | A | view · diff |
| v2.1.0 | 2026-09-29 | 105a980 | 8,282 B | A | view · diff |
| v2.1.0 | 2026-09-28 | 220adb4 | 8,284 B | A | view · diff |
| v2.1.0 | 2026-09-25 | 01fd47b | 8,301 B | A | view · diff |
| v2.1.0 | 2026-09-20 | 02cb935 | 8,242 B | A | view · diff |
| v2.1.0 | 2026-09-12 | 2774aad | 8,242 B | A | view · diff |
| v2.1.0 | 2026-09-06 | fc0b166 | 10,841 B | A | view · diff |
| v2.1.0 | 2026-08-29 | 2aed0b0 | 10,884 B | A | view · diff |
| v2.1.0 | 2026-08-05 | 1f4cf61 | 10,884 B | A | view · diff |
| v2.1.0 | 2026-07-25 | 47b78fb | 10,861 B | A | view · diff |
| v2.1.0 | 2026-07-10 | 10a2d30 | 10,861 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 (8268 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
yonatangross/orchestkit · 299 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_n7q3bxlhzlx5ahpo GET https://markdownregistry.com/api/v1/resolve?ref=yonatangross/orchestkit/memory-fabric GET https://markdownregistry.com/api/v1/blob/0031f3f2b890e4a68964f8335635a4b4096c19044d5be75cf13fa9b5294b3dfe
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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