Prompt Improver
severity1/claude-code-prompt-improver
This skill enriches vague prompts with targeted research and clarification before execution.
How to read and write Friday memory stores correctly: store selection, terse entry format, large-content artifact pattern, and what's auto-injected into the system prompt.
Install Writing To Memory
$ npx skills add friday-platform/friday-studio --skill writing-to-memory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install friday-platform/friday-studio writing-to-memory --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/friday-platform/friday-studio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/packages/system/skills/writing-to-memory .claude/skills/writing-to-memory && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "writing-to-memory" agent skill from https://github.com/friday-platform/friday-studio/tree/main/packages/system/skills/writing-to-memory into .claude/skills/writing-to-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "writing-to-memory", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/friday-platform/friday-studio/tree/main/packages/system/skills/writing-to-memoryType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add friday-platform/friday-studio --skill writing-to-memory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install friday-platform/friday-studio writing-to-memory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/friday-platform/friday-studio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/packages/system/skills/writing-to-memory .agents/skills/writing-to-memory && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "writing-to-memory" agent skill from https://github.com/friday-platform/friday-studio/tree/main/packages/system/skills/writing-to-memory into .agents/skills/writing-to-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "writing-to-memory", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add friday-platform/friday-studio --skill writing-to-memory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install friday-platform/friday-studio writing-to-memory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/friday-platform/friday-studio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/packages/system/skills/writing-to-memory .cursor/skills/writing-to-memory && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "writing-to-memory" agent skill from https://github.com/friday-platform/friday-studio/tree/main/packages/system/skills/writing-to-memory into .cursor/skills/writing-to-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "writing-to-memory", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/friday-platform/friday-studio.git --path packages/system/skills/writing-to-memory--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add friday-platform/friday-studio --skill writing-to-memory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install friday-platform/friday-studio writing-to-memory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/friday-platform/friday-studio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/packages/system/skills/writing-to-memory .gemini/skills/writing-to-memory && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "writing-to-memory" agent skill from https://github.com/friday-platform/friday-studio/tree/main/packages/system/skills/writing-to-memory into .gemini/skills/writing-to-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "writing-to-memory", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install friday-platform/friday-studio writing-to-memoryInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add friday-platform/friday-studio --skill writing-to-memory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/friday-platform/friday-studio.git skills-src && mkdir -p .github/skills && cp -r skills-src/packages/system/skills/writing-to-memory .github/skills/writing-to-memory && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "writing-to-memory" agent skill from https://github.com/friday-platform/friday-studio/tree/main/packages/system/skills/writing-to-memory into .github/skills/writing-to-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "writing-to-memory", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add friday-platform/friday-studio --skill writing-to-memory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install friday-platform/friday-studio writing-to-memory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/friday-platform/friday-studio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/packages/system/skills/writing-to-memory .opencode/skills/writing-to-memory && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "writing-to-memory" agent skill from https://github.com/friday-platform/friday-studio/tree/main/packages/system/skills/writing-to-memory into .opencode/skills/writing-to-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "writing-to-memory", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
writing-to-memory- GitHub stars
- 104
- Token cost
- ~2.6k tokens
- SKILL.md length
- 1,131 words
- Files
- 1
- Skills in repo
- 20
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
How to read and write Friday memory stores correctly: store selection, terse entry format, large-content artifact pattern, and what's auto-injected into the system prompt.
- Tasks that involve Prompt engineering
- SKILL.md covers Memory tool surface, Narrative is the only memory…, How memory is injected and Store selection, plus 3 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Writing To Memory is an agent skill from friday-platform/friday-studio. How to read and write Friday memory stores correctly: store selection, terse entry format, large-content artifact pattern, and what's auto-injected into the system prompt.
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in AI & LLM Engineering, covering Prompt engineering. The repository describes itself as: Agent Harness Platform — shareable workspaces, MCP tools, skills, memory, and cron/webhook automations. Self-hosted and transparent.
When your agent uses it
- Tasks that involve Prompt engineering
Example prompts
- “/writing-to-memory”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit fb3069a. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md (its code samples are xml).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Writing To Memory loads about 2.6k tokens when it runs. Until then it costs about 47 tokens; SKILL.md has 1,131 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,131 words (~2,553 tokens).
“Three verbs, one canonical name each across every caller (chat, FSM type: llm actions, type: atlas / type: user agents):”
- name
- writing-to-memory
Files
Just SKILL.md in packages/system/skills/writing-to-memory of friday-platform/friday-studio.
Open the folder on GitHubat commit fb3069a
Compare with similar skills
Writing To Memory next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Writing To Memory this skillfriday-platform/friday-studio | 104 | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| Prompt Improverseverity1/claude-code-prompt-improver | 1.9k | 1 repos | ~1.7k | Automated safety check: Pass | MIT | |
| Prompt Engineering Patternsynulihao/AgentSkillOS | 617 | 14 repos | ~1.7k | Automated safety check: Pass | None | |
| Patch CreationPiebald-AI/tweakcc | 2.5k | — | ~1.6k | Automated safety check: Pass | MIT | |
| Senior Prompt Engineermaslennikov-ig/claude-code-orchestrator-kit | 260 | 3 repos | ~1.4k | Automated safety check: Pass | Custom licence | |
| Codex Fable5baskduf/FableCodex | 437 | — | ~1.6k | Automated safety check: Pass | AGPL-3.0 |
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maslennikov-ig/claude-code-orchestrator-kit
Provides reference guides and Python scripts for prompt optimization, RAG evaluation, and agent orchestration when building or tuning LLM systems.
Codex Fable5
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Apply a Claude Fable 5 inspired operating style inside Codex.
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Categories
Questions about Writing To Memory
What does Writing To Memory do?
How to read and write Friday memory stores correctly: store selection, terse entry format, large-content artifact pattern, and what's auto-injected into the system prompt. Writing To Memory is an agent skill from friday-platform/friday-studio. How to read and write Friday memory stores correctly: store selection, terse entry format, large-content artifact pattern, and what's auto-injected into the system prompt.
When should I use Writing To Memory?
Writing To Memory fits situations like: tasks that involve Prompt engineering.
How do I install Writing To Memory in Claude Code?
Run `npx skills add friday-platform/friday-studio --skill writing-to-memory -a claude-code`. Or copy the skill folder (packages/system/skills/writing-to-memory in friday-platform/friday-studio) into .claude/skills/writing-to-memory in your project. Claude Code loads it when a task matches its description.
How do I install Writing To Memory in Codex?
Run `npx skills add friday-platform/friday-studio --skill writing-to-memory -a codex`. Or copy the skill folder (packages/system/skills/writing-to-memory in friday-platform/friday-studio) into .agents/skills/writing-to-memory in your project. Codex loads it when a task matches its description.
Can I use Writing To Memory in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add friday-platform/friday-studio --skill writing-to-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/writing-to-memory, .gemini/skills/writing-to-memory, .github/skills/writing-to-memory and .opencode/skills/writing-to-memory in your project.
What does Writing To Memory need to run?
SKILL.md names no scripts, command-line tools or credentials: Writing To Memory is instructions for the agent only. Our summary lists: Python 3.
Does Writing To Memory access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Writing To Memory safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Writing To Memory use?
Writing To Memory has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Writing To Memory use?
About 2.6k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Writing To Memory?
Skills that share tags, products or a category with Writing To Memory: Prompt Improver (severity1/claude-code-prompt-improver, 1.9k stars), Prompt Engineering Patterns (ynulihao/AgentSkillOS, 617 stars), Patch Creation (Piebald-AI/tweakcc, 2.5k stars) and Senior Prompt Engineer (maslennikov-ig/claude-code-orchestrator-kit, 260 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Writing To Memory?
friday-platform (a GitHub organization) maintains it in friday-platform/friday-studio, which has 104 GitHub stars. The repository holds 20 skills in this directory. The repository was last updated on September 5, 2026.
Source: friday-platform/friday-studio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.