What is memory-orchestration?

A guide for managing an AI agent's context, memory, and state over time. It covers how prompts are assembled, how older context is removed, and how short-term and long-term memory can be organized.

Use it to evaluate memory systems, context-removal rules, token budgets, and different context-management strategies.

It helps explain why an agent forgets information, runs out of context space, or loses continuity between sessions.

How Dowwie/agent_framework_study configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to Dowwie/agent_framework_study. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/Dowwie/agent_framework_study/main/.claude/skills/memory-orchestration/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/Dowwie/agent_framework_study

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/dowwie/agent_framework_study/memory-orchestration/github.svg)](https://agentmods.dev/skills/dowwie/agent_framework_study/memory-orchestration)

Your own site

<a href="https://agentmods.dev/skills/dowwie/agent_framework_study/memory-orchestration"><img src="https://agentmods.dev/badge/skills/dowwie/agent_framework_study/memory-orchestration/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/dowwie/agent_framework_study/memory-orchestration"><img src="https://agentmods.dev/badge/skills/dowwie/agent_framework_study/memory-orchestration.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 71 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,041 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin unknown No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00071	$0.02041
Opus 5.5	$0.00028	$0.00816
Sonnet 5.5	$0.00014	$0.00408
Haiku 4.5	$0.00007	$0.00204

Measured 2mo ago against content hash 83603f2db11d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

memory-orchestration scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/memory-orchestration/SKILL.md · 301 lines

The source is not reproduced here

No licence file

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 301 lines · 71 tokens per session scan A 83603f2db11d

Subscribe to this mod's changes

memory-orchestration is a skill published in the GitHub repository Dowwie/agent_framework_study (5 stars, last pushed 10mo ago), with no licence file. It adds 71 tokens to every session and 2,041 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

Memory and context

memory-orchestration next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
memory-orchestrationDowwie/agent_framework_study	Skill	5	10mo ago	none	A	71	Claude Code
knowledge-ingestopenclaw/openclaw	Skill	394k	yesterday	MIT	A	80	Claude Code, Codex
mem0-oss-to-platformmem0ai/mem0	Skill	68k	2d ago	Apache-2.0	A	217	Claude Code, Codex
forgetasgeirtj/system_prompts_leaks	Skill	71k	2d ago	CC0-1.0	A	74	Claude Code, Codex
Cortexdanielmiessler/LifeOS	Skill	20k	yesterday	MIT	A	184	Claude Code
memoryopensquilla/opensquilla	Skill	7.1k	6d ago	Apache-2.0	A	44	Claude Code, Codex
ha-data-storesshiwenwen/hope-agent	Skill	1.9k	yesterday	MIT	A	115	Claude Code, Codex

agent_framework_study: Skill for Claude Code