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 agentmods add skills/naimkatiman/continuous-improvement/writer-memorynpx skills add naimkatiman/continuous-improvement --skill writer-memorygit clone --depth 1 https://github.com/naimkatiman/continuous-improvementWrote 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/naimkatiman/continuous-improvement/writer-memory)<a href="https://agentmods.dev/skills/naimkatiman/continuous-improvement/writer-memory"><img src="https://agentmods.dev/badge/skills/naimkatiman/continuous-improvement/writer-memory.svg" alt="Measured on agentmods" height="20"></a>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 | $0.00019 | $0.04161 |
| Opus 5 | $0.00010 | $0.02080 |
| Sonnet 5 | $0.00004 | $0.00832 |
| Haiku 4.5 | $0.00002 | $0.00416 |
Grade A, and why
writer-memory 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 yesterday.
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.
How it starts
The opening of the file, as written. The whole thing — 445 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Writer Memory - Agentic Memory System for Writers
Persistent memory system designed for creative writers, with first-class support for Korean storytelling workflows.
Overview
Writer Memory maintains context across Claude sessions for fiction writers. It tracks:
- Characters (캐릭터): Emotional arcs (감정궤도), attitudes (태도), dialogue tone (대사톤), speech levels
- World (세계관): Settings, rules, atmosphere, constraints
- Relationships (관계): Character dynamics and evolution over time
- Scenes (장면): Cut composition (컷구성), narration tone, emotional tags
- Themes (테마): Emotional themes (정서테마), authorial intent
All data persists in .writer-memory/memory.json for git-friendly collaboration.
Commands
| Command | Action |
|---|---|
/oh-my-claudecode:writer-memory init <project-name> |
Initialize new project memory |
/oh-my-claudecode:writer-memory status |
Show memory overview (character count, scene count, etc) |
/oh-my-claudecode:writer-memory char add <name> |
Add new character |
/oh-my-claudecode:writer-memory char <name> |
View character details |
/oh-my-claudecode:writer-memory char update <name> <field> <value> |
Update character field |
/oh-my-claudecode:writer-memory char list |
List all characters |
/oh-my-claudecode:writer-memory rel add <char1> <char2> <type> |
Add relationship |
/oh-my-claudecode:writer-memory rel <char1> <char2> |
View relationship |
/oh-my-claudecode:writer-memory rel update <char1> <char2> <event> |
Add relationship event |
/oh-my-claudecode:writer-memory scene add <title> |
Add new scene |
/oh-my-claudecode:writer-memory scene <id> |
View scene details |
/oh-my-claudecode:writer-memory scene list |
List all scenes |
/oh-my-claudecode:writer-memory theme add <name> |
Add theme |
/oh-my-claudecode:writer-memory world set <field> <value> |
Set world attribute |
/oh-my-claudecode:writer-memory query <question> |
Query memory naturally (Korean supported) |
/oh-my-claudecode:writer-memory validate <character> <dialogue> |
Check if dialogue matches character tone |
/oh-my-claudecode:writer-memory synopsis |
Generate emotion-focused synopsis |
/oh-my-claudecode:writer-memory export |
Export full memory as readable markdown |
/oh-my-claudecode:writer-memory backup |
Create manual backup |
What ships with it
6 files 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.
- yesterday First seen · 445 lines · 19 tokens per session scan A f8da9933ed40
writer-memory is a skill published in the GitHub repository naimkatiman/continuous-improvement (7 stars, last pushed 10d ago), licensed MIT. It adds 19 tokens to every session and 4,161 once invoked, about $0.0001 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 2026-09-03.
Other skills, from other repositories
remember
Review auto-memory entries and propose promotions to CLAUDE.md, CLAUDE.local.md, or shared memory. Also detects outdated, conflicting, and duplicate entries across memory layers.
reflect
Per-project self-improvement - reads the .harness ledger and feedback memories, then proposes gated rule/threshold/ADR changes so the project stops repeating mistakes. Run periodically.
ucai-patterns
Use when the user asks about Claude Code best practices, how to write agents, how to use hooks, how to manage context, or how to work effectively with Claude Code's native systems.
dream
Memory consolidation - review, merge, prune, and index memory files. Run periodically to keep memories organized and up-to-date.
meta-synthesis
Reads /context/skill-sessions.md (the session log every execution skill writes to) to detect patterns that repeat across 2+ sessions, proposes new guardrails for /context/meta-patterns.md, and proposes brain updates for confirmed learnings. Run on-demand or roughly weekly — not a scheduled background job. Trigger on…
meta-learn
Deliberate deep-dive capture for a completed skill session that deserves more than the automatic one-line row every T1/T2 skill already logs at its own close — asks three extraction questions (what surprised you, what was wrong, what was missing), turns real answers into specific, falsifiable pattern statements, and…