agent-memory-systems SKILL.md skillA
agent-memory-systems from shelra/shelracode is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add shelra/shelracode/agent-memory-systems@git:20260925.7d398e3Pins git:20260925.7d398e3 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- shelra/shelracode
- Path
.agents/skills/agent-memory-systems/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260925.7d398e3, committed Sep 25, 2026
- Size
- 2,402 bytes
- Repository stars
- 3
- License
- a license file GitHub does not identify
"Memory is the cornerstone of intelligent agents. Without it, every.
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
# Agent Memory Systems Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures that organize them. Key insight: Memory isn't just storage - it's retrieval. A million stored facts mean nothing if you can't find the right one. Chunking, embedding, and retrieval strategies determine whether your agent remembers or forgets. The field is fragmented with inconsistent terminology. We use the CoALA cognitive architecture framework: semantic memory (facts), episodic memory (experiences), and procedural memory (how-to knowledge). ## Detailed Guide Read [the detailed guide](references/detailed-guide.md) before executing this skill. It retains the complete procedure and reference material. Treat its safety, prerequisites, and validation requirements as mandatory. For focused work, load the relevant sections; for end-to-end work, read the guide completely. ## When to Use - User mentions or implies: agent memory - User mentions or implies: long-term memory - User mentions or implies: memory systems …
Read the whole file at its exact version.
How to install
mdr add shelra/shelracode/agent-memory-systems@sha256:a288f3315fe0ac72The line at the top of this page pins the label git:20260925.7d398e3, 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_vcxgyfczmqbqlch3)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 25, 2026.
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 (2402 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
shelra/shelracode · 3 stars · license a license file GitHub does not identify · pushed 2026-10-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vcxgyfczmqbqlch3 GET https://markdownregistry.com/api/v1/resolve?ref=shelra/shelracode/agent-memory-systems GET https://markdownregistry.com/api/v1/blob/a288f3315fe0ac721aff2f3af54f85461548d9c5b8eb19cfa938df6361480ed6
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 shelra/shelracode
Every file in shelra/shelracode