Strategic Compact
affaan-m/ECC
Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.
Before compaction Loopkit extracts decisions into claude-decisions.json (machine-readable).
$ npx skills add Archive228/loopkit --skill active-memory-reminder -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Archive228/loopkit active-memory-reminder --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/Archive228/loopkit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/active-memory-reminder .claude/skills/active-memory-reminder && 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 "active-memory-reminder" agent skill from https://github.com/Archive228/loopkit/tree/main/skills/active-memory-reminder into .claude/skills/active-memory-reminder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "active-memory-reminder", 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/Archive228/loopkit/tree/main/skills/active-memory-reminderType 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 Archive228/loopkit --skill active-memory-reminder -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Archive228/loopkit active-memory-reminder --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Archive228/loopkit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/active-memory-reminder .agents/skills/active-memory-reminder && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "active-memory-reminder" agent skill from https://github.com/Archive228/loopkit/tree/main/skills/active-memory-reminder into .agents/skills/active-memory-reminder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "active-memory-reminder", 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 Archive228/loopkit --skill active-memory-reminder -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Archive228/loopkit active-memory-reminder --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Archive228/loopkit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/active-memory-reminder .cursor/skills/active-memory-reminder && 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 "active-memory-reminder" agent skill from https://github.com/Archive228/loopkit/tree/main/skills/active-memory-reminder into .cursor/skills/active-memory-reminder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "active-memory-reminder", 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/Archive228/loopkit.git --path skills/active-memory-reminder--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 Archive228/loopkit --skill active-memory-reminder -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Archive228/loopkit active-memory-reminder --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Archive228/loopkit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/active-memory-reminder .gemini/skills/active-memory-reminder && 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 "active-memory-reminder" agent skill from https://github.com/Archive228/loopkit/tree/main/skills/active-memory-reminder into .gemini/skills/active-memory-reminder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "active-memory-reminder", 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 Archive228/loopkit active-memory-reminderInstalls 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 Archive228/loopkit --skill active-memory-reminder -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Archive228/loopkit.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/active-memory-reminder .github/skills/active-memory-reminder && 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 "active-memory-reminder" agent skill from https://github.com/Archive228/loopkit/tree/main/skills/active-memory-reminder into .github/skills/active-memory-reminder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "active-memory-reminder", 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 Archive228/loopkit --skill active-memory-reminder -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Archive228/loopkit active-memory-reminder --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Archive228/loopkit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/active-memory-reminder .opencode/skills/active-memory-reminder && 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 "active-memory-reminder" agent skill from https://github.com/Archive228/loopkit/tree/main/skills/active-memory-reminder into .opencode/skills/active-memory-reminder/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "active-memory-reminder", 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.
active-memory-reminderBefore compaction Loopkit extracts decisions into claude-decisions.json (machine-readable).
Active Memory Reminder is an agent skill from Archive228/loopkit. Before compaction Loopkit extracts decisions into claude-decisions.json (machine-readable). Read it alongside claude-progress.txt at session start — prose is for humans, JSON is for the loop.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: 33 battle-tested skills + minimal .claude harness for any coding agent (Claude Code, Cursor, Codex, Gemini CLI). The licence is MIT.
Read from SKILL.md and the folder at commit 5ae033e. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md (its code samples are json).
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Active Memory Reminder loads about 1.2k tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 526 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.
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.
The full file from Archive228/loopkit at commit 5ae033e, republished under its MIT licence (© Archive228). 526 words, ~1,160 tokens.
.claude/skills/active-memory-reminder/SKILL.md (or your agent's skills folder).Loopkit splits shift-notes across two files on purpose:
claude-progress.txt — free-form prose. Human-readable narrative of what the last session did, what is in flight, what to pick up next. Wins for context and intent. Loses when the model needs to decide whether a decision was made.claude-decisions.json — machine-readable array of {ts, decision} entries, appended by the loopkit pre-compact hook every time the transcript is about to be compacted. Wins for durability of specific choices ("chose Postgres over SQLite because…", "rejected the polling approach", "tried htmx and switched to Alpine").Compaction is where reasoning dies. The summarizer keeps the shape of the work but strips the why. claude-decisions.json is the durable side-channel that survives that. This is the same pattern Meta's NapMem paper calls out for behavioral-state-decay in long-running agents: prose degrades faster than structured facts because the model rewrites prose freely and edits structured data carefully (also why loopkit uses JSON for feature_list.json; see [[feature-list-json]]).
claude-decisions.json right after claude-progress.txt and before you look at code. If both files disagree, the JSON is the more recent hard record of a specific choice; the prose gives you the reason.claude-decisions.json first. If a prior session already rejected X and wrote it down, don't burn the token budget re-deriving that.claude-decisions.json is a JSON array. Every entry is {ts, decision}:
[
{"ts": "2026-07-14T18:22:09Z", "decision": "chose Playwright MCP over Puppeteer because Puppeteer's alert-modal blind spot bit us in run 41"},
{"ts": "2026-07-14T20:04:11Z", "decision": "rejected the daemon-per-project approach; switched to a single supervisor with per-project subdirs"},
{"ts": "2026-07-15T09:31:44Z", "decision": "tried and failed to cache the plan across sessions — plan went stale within two sessions, dropped"}
]Constraints:
pre-compact hook appends; sessions read.claude-progress.txt so the reason is captured..claude/hooks/pre-compact runs on both manual (/compact) and auto compaction. It skims the transcript for phrases matching decided|chose|rejected|tried and failed|switched from .* to|going with|not going to, dedupes, caps at 20 per compaction, timestamps each, and appends. It is silent-safe: any failure logs to stderr and exits 0 so compaction is never blocked.
claude-progress.txt and skipping claude-decisions.json. You will re-open settled questions. The prose file often omits why we didn't do the other thing — that's what the JSON is for.feature_list.json steps and descriptions: durable structured records are load-bearing. Contradict them in a new entry; don't erase the old one.claude-decisions.json. It is not a second progress file. Entries are single decisions with a timestamp, nothing else.© Archive228, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/active-memory-reminder of Archive228/loopkit.
Open the folder on GitHubat commit 5ae033e
Active Memory Reminder 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 |
|---|---|---|---|---|---|---|
| Active Memory Reminder this skillArchive228/loopkit | 756 | — | ~1.2k | Automated safety check: Pass | MIT | |
| Strategic Compactaffaan-m/ECC | 275k | 1 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Extractalirezarezvani/claude-skills | 28k | — | ~1.4k | Automated safety check: Pass | MIT | |
| Brand Extractnexu-io/open-design | 100k | — | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Design Extractnexu-io/open-design | 100k | — | ~549 | Automated safety check: Pass | Apache-2.0 | |
| Reminderssteipete/agent-scripts | 7.3k | — | ~661 | Automated safety check: Pass | MIT |
affaan-m/ECC
Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.
alirezarezvani/claude-skills
Turn a proven pattern or debugging solution into a standalone reusable skill with SKILL.md, reference docs, and examples.
nexu-io/open-design
Extract a complete Brand Kit from a live website by driving the in-app browser.
nexu-io/open-design
Extract design tokens (color / typography / spacing) from imported source code, screenshots, or Figma exports into the canonical token bag token-map consumes.
steipete/agent-scripts
Apple Reminders via rem CLI: add, list, search, update, complete, delete.
ruvnet/ruflo
Extract entities and relations from source files to build a knowledge graph
Archive228/loopkit
Escalate blocked runs to a human via configured channel or fallback to BLOCKED.md and exit the loop.
Archive228/loopkit
Get JSON out of the model reliably. An agent skill from Archive228/loopkit.
Archive228/loopkit
A skill your agent uses when starting any conversation in a loopkit-enabled project - establishes how to find and use loopkit's 49 skills, requiring skill invocation before ANY response including…
Archive228/loopkit
Build a repeatable eval loop that grades agent output with an LLM judge, so prompt/skill changes get scored against a baseline instead of eyeballed.
Archive228/loopkit
Enumerate every end-to-end feature as strict JSON entries with passes:false, editable-passes-only discipline, and priority order.
Archive228/loopkit
Cache the parts of the prompt that don't change so a long-running loop stops paying full price on every turn.
Before compaction Loopkit extracts decisions into claude-decisions.json (machine-readable). Active Memory Reminder is an agent skill from Archive228/loopkit.json (machine-readable).
Run `npx skills add Archive228/loopkit --skill active-memory-reminder -a claude-code`. Or copy the skill folder (skills/active-memory-reminder in Archive228/loopkit) into .claude/skills/active-memory-reminder in your project. Claude Code loads it when a task matches its description.
Run `npx skills add Archive228/loopkit --skill active-memory-reminder -a codex`. Or copy the skill folder (skills/active-memory-reminder in Archive228/loopkit) into .agents/skills/active-memory-reminder in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add Archive228/loopkit --skill active-memory-reminder -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/active-memory-reminder, .gemini/skills/active-memory-reminder, .github/skills/active-memory-reminder and .opencode/skills/active-memory-reminder in your project.
SKILL.md names no scripts, command-line tools or credentials: Active Memory Reminder is instructions for the agent only.
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.
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.
Active Memory Reminder is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Active Memory Reminder: Strategic Compact (affaan-m/ECC, 275k stars), Extract (alirezarezvani/claude-skills, 28k stars), Brand Extract (nexu-io/open-design, 100k stars) and Design Extract (nexu-io/open-design, 100k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Archive228 (a GitHub user) maintains it in Archive228/loopkit, which has 756 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on July 14, 2026.
Source: Archive228/loopkit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.