Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add oxbshw/LLM-Agents-Ecosystem-Handbook --skill agent-memory-curatorgit clone --depth 1 https://github.com/oxbshw/LLM-Agents-Ecosystem-HandbookWrote 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.
[](https://agentmods.dev/skills/oxbshw/llm-agents-ecosystem-handbook/agent-memory-curator)<a href="https://agentmods.dev/skills/oxbshw/llm-agents-ecosystem-handbook/agent-memory-curator"><img src="https://agentmods.dev/badge/skills/oxbshw/llm-agents-ecosystem-handbook/agent-memory-curator/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.
<a href="https://agentmods.dev/skills/oxbshw/llm-agents-ecosystem-handbook/agent-memory-curator"><img src="https://agentmods.dev/badge/skills/oxbshw/llm-agents-ecosystem-handbook/agent-memory-curator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00035 | $0.00453 |
| Opus 5 | $0.00017 | $0.00227 |
| Sonnet 5 | $0.00007 | $0.00091 |
| Haiku 4.5 | $0.00003 | $0.00045 |
Grade A, and why
agent-memory-curator 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 12d 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.
What it actually says
Agent Memory Curator
When to use
- End of a working session
- After resolving an incident worth remembering
- When
MEMORY.mdhas grown stale or contradictory
When NOT to use
- During a session (don't write memory mid-flight from low-confidence signals)
- For raw transcripts (those stay in
logs/)
Inputs
| Name | Type | Required | Notes |
|---|---|---|---|
since |
date | no | default: last curation time |
categories |
list | no | restrict to e.g. [user, project, decision] |
Workflow
- Read new episodic logs in
logs/episodic/sincesince - Distill each notable event into a one-line dated entry
- Categorize into: user / project / decision / feedback / open question
- Reconcile: if a new entry contradicts an existing one, update the existing one rather than appending; move the old fact to "Outdated"
- Apply rules from
references/memory-distillation-rules.md - Write to
MEMORY.md(index) andmemory/semantic/<topic>.md(details) - Verify no PII / secrets leaked into memory
- Report summary of additions / updates / deletions
References
Success criteria
- Every new entry is dated
- No duplicate entries (search before adding)
- No PII / secret values
- Outdated entries moved, not deleted in-place
Failure modes
- Conflicting evidence → mark as "Open question" rather than guessing
- Source untrusted (e.g., from MCP/web fetch) → require human confirm before promotion
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 12d ago First seen · 46 lines · 35 tokens per session scan A baa7669b3026
agent-memory-curator is a skill published in the GitHub repository oxbshw/LLM-Agents-Ecosystem-Handbook (546 stars, last pushed 2mo ago), licensed MIT. It adds 35 tokens to every session and 453 once invoked, about $0.0002 per session on Opus 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 2026-08-30.
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