Learning to Learn (OpenMAIC)
THU-MAIC/OpenMAIC
A Chinese-language skill that embeds learning strategies like retrieval practice and self-explanation as a parallel goal inside an OpenMAIC subject lesson, without making study skills the topic.
Share learned file patterns across a team — export an anonymized digest of what's usually waste/useful/co-edited, and import a teammate's so a fresh clone benefits day one
MITAuto-check passed
Install Cco Patterns
$ npx skills add egorfedorov/claude-context-optimizer --skill cco-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install egorfedorov/claude-context-optimizer cco-patterns --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/egorfedorov/claude-context-optimizer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/cco-patterns .claude/skills/cco-patterns && 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 "cco-patterns" agent skill from https://github.com/egorfedorov/claude-context-optimizer/tree/main/skills/cco-patterns into .claude/skills/cco-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cco-patterns", 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/egorfedorov/claude-context-optimizer/tree/main/skills/cco-patternsType 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 egorfedorov/claude-context-optimizer --skill cco-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install egorfedorov/claude-context-optimizer cco-patterns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/egorfedorov/claude-context-optimizer.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/cco-patterns .agents/skills/cco-patterns && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cco-patterns" agent skill from https://github.com/egorfedorov/claude-context-optimizer/tree/main/skills/cco-patterns into .agents/skills/cco-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cco-patterns", 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 egorfedorov/claude-context-optimizer --skill cco-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install egorfedorov/claude-context-optimizer cco-patterns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/egorfedorov/claude-context-optimizer.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/cco-patterns .cursor/skills/cco-patterns && 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 "cco-patterns" agent skill from https://github.com/egorfedorov/claude-context-optimizer/tree/main/skills/cco-patterns into .cursor/skills/cco-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cco-patterns", 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/egorfedorov/claude-context-optimizer.git --path skills/cco-patterns--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 egorfedorov/claude-context-optimizer --skill cco-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install egorfedorov/claude-context-optimizer cco-patterns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/egorfedorov/claude-context-optimizer.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/cco-patterns .gemini/skills/cco-patterns && 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 "cco-patterns" agent skill from https://github.com/egorfedorov/claude-context-optimizer/tree/main/skills/cco-patterns into .gemini/skills/cco-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cco-patterns", 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 egorfedorov/claude-context-optimizer cco-patternsInstalls 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 egorfedorov/claude-context-optimizer --skill cco-patterns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/egorfedorov/claude-context-optimizer.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/cco-patterns .github/skills/cco-patterns && 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 "cco-patterns" agent skill from https://github.com/egorfedorov/claude-context-optimizer/tree/main/skills/cco-patterns into .github/skills/cco-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cco-patterns", 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 egorfedorov/claude-context-optimizer --skill cco-patterns -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install egorfedorov/claude-context-optimizer cco-patterns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/egorfedorov/claude-context-optimizer.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/cco-patterns .opencode/skills/cco-patterns && 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 "cco-patterns" agent skill from https://github.com/egorfedorov/claude-context-optimizer/tree/main/skills/cco-patterns into .opencode/skills/cco-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cco-patterns", 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
cco-patterns- GitHub stars
- 114
- Token cost
- ~665 tokens
- SKILL.md length
- 316 words
- Files
- 1
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- MIT
At a glance
Share learned file patterns across a team — export an anonymized digest of what's usually waste/useful/co-edited, and import a teammate's so a fresh clone benefits day one
- SKILL.md covers export, import, show and Suggesting this
- Calls node
What it does
Cco Patterns is an agent skill from egorfedorov/claude-context-optimizer. Share learned file patterns across a team — export an anonymized digest of what's usually waste/useful/co-edited, and import a teammate's so a fresh clone benefits day one
Its SKILL.md is about 670 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: Claude Code plugin that tracks token usage, identifies wasted context, and saves 30-50% on API costs. Heatmaps, ROI reports, budget alerts, efficiency scores, git-aware… The licence is MIT.
Example prompts
- “s usually waste/useful/co-edited, and import a teammate”
- “/cco-patterns”
Requirements
- Pre-approved tools (allowed-tools): Bash(node ${CLAUDE_PLUGIN_ROOT}/src/patterns-share.js:*), Read
What it can do on your machine
Read from SKILL.md and the folder at commit f6f20ee. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
Bash(node ${CLAUDE_PLUGIN_ROOT}/src/patterns-share.js:*)Read
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
node
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
Cco Patterns loads about 665 tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 316 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
The full file from egorfedorov/claude-context-optimizer at commit f6f20ee, republished under its MIT licence (© egorfedorov). 316 words, ~665 tokens.
Download SKILL.mdSave it as
.claude/skills/cco-patterns/SKILL.md (or your agent's skills folder).- name
- cco-patterns
- description
- Share learned file patterns across a team — export an anonymized digest of what's usually waste/useful/co-edited, and import a teammate's so a fresh clone benefits day one
- allowed-tools
- Bash(node ${CLAUDE_PLUGIN_ROOT}/src/patterns-share.js:*), Read
- license
- MIT
- argument-hint
- [export [--out <file>] | import <file> | show]
CCO Patterns — share what the project has learned
Patterns are learned per-machine, per-project: which files are usually waste, which are usually useful, which get edited together. A teammate's fresh clone starts blind and re-learns the same lessons by wasting the same tokens.
This makes them portable. Run from the plugin root (the directory containing
src/patterns-share.js).
Parse $ARGUMENTS:
export
node ${CLAUDE_PLUGIN_ROOT}/src/patterns-share.js exportWrites .cco/patterns.digest.json in the project (override with --out).
The digest contains relative paths and counts only — no file contents, no absolute paths, no home directory. Entries that can't be expressed relative to the project root are dropped, and the command reports how many. The file is audited before writing; if anything identifying slipped in, it refuses to write rather than produce a file someone might commit.
Tell the user the digest is safe to commit, and that committing it is the point: teammates get it on clone.
import <file>
node ${CLAUDE_PLUGIN_ROOT}/src/patterns-share.js import .cco/patterns.digest.jsonMerges into the current project's patterns. Imported data is stored as a separate prior — it never touches the user's own counts.
This matters and is worth saying out loud: confidence is computed from how
many sessions this machine observed a file in. Folding someone else's
sessions into that number would make the user's own confidence a lie. So the
import fills in only where the user has no observations of their own — the
fresh-clone case — and local evidence always wins.
The digest is audited on the way in too, since it came from elsewhere. A file with absolute paths or traversal segments is rejected, not sanitized.
show
node ${CLAUDE_PLUGIN_ROOT}/src/patterns-share.js showLists what was imported for this project and how each file is labelled.
Suggesting this
Worth offering when:
- The user is setting up a repo for a team and asks about onboarding cost.
- A project has meaningful waste history (
/cco-shieldshows repeat offenders) that every teammate will otherwise rediscover. - Someone just cloned a repo that already has
.cco/patterns.digest.json— offer to import it.
© egorfedorov, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/cco-patterns of egorfedorov/claude-context-optimizer.
Open the folder on GitHubat commit f6f20ee
Compare with similar skills
Cco Patterns 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 |
|---|---|---|---|---|---|---|
| Cco Patterns this skillegorfedorov/claude-context-optimizer | 114 | — | ~665 | Automated safety check: Pass | MIT | |
| Learning to Learn (OpenMAIC)THU-MAIC/OpenMAIC | 40k | — | ~502 | Automated safety check: Pass | MIT | |
| ShareClickHouse/ClickHouse | 50k | — | ~558 | Automated safety check: Notes | Apache-2.0 | |
| Project Learnings Managergarrytan/gstack | 136k | — | ~8.2k | Automated safety check: Notes | MIT | |
| Scikit LearnK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~3.3k | Automated safety check: Notes | BSD-3-Clause | |
| Continuous Learningaffaan-m/ECC | 275k | — | ~1.1k | Automated safety check: Pass | MIT |
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Lets you review, search, prune and export the learnings gstack has collected across sessions, and surfaces them when a past fix or pattern comes up.
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Questions about Cco Patterns
What does Cco Patterns do?
Share learned file patterns across a team — export an anonymized digest of what's usually waste/useful/co-edited, and import a teammate's so a fresh clone benefits day one. Cco Patterns is an agent skill from egorfedorov/claude-context-optimizer.
How do I install Cco Patterns in Claude Code?
Run `npx skills add egorfedorov/claude-context-optimizer --skill cco-patterns -a claude-code`. Or copy the skill folder (skills/cco-patterns in egorfedorov/claude-context-optimizer) into .claude/skills/cco-patterns in your project. Claude Code loads it when a task matches its description.
How do I install Cco Patterns in Codex?
Run `npx skills add egorfedorov/claude-context-optimizer --skill cco-patterns -a codex`. Or copy the skill folder (skills/cco-patterns in egorfedorov/claude-context-optimizer) into .agents/skills/cco-patterns in your project. Codex loads it when a task matches its description.
Can I use Cco Patterns 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 egorfedorov/claude-context-optimizer --skill cco-patterns -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/cco-patterns, .gemini/skills/cco-patterns, .github/skills/cco-patterns and .opencode/skills/cco-patterns in your project.
What does Cco Patterns need to run?
Going by SKILL.md and its folder, Cco Patterns needs the command-line tools its instructions call (node). Its frontmatter pre-approves these tools: Bash(node ${CLAUDE_PLUGIN_ROOT}/src/patterns-share.js:*), Read.
Does Cco Patterns 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 Cco Patterns 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 Cco Patterns use?
Cco Patterns is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Cco Patterns use?
About 665 tokens (SKILL.md is roughly 2.7k 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 Cco Patterns?
Skills that share tags, products or a category with Cco Patterns: Learning to Learn (OpenMAIC) (THU-MAIC/OpenMAIC, 40k stars), Share (ClickHouse/ClickHouse, 50k stars), Project Learnings Manager (garrytan/gstack, 136k stars) and Scikit Learn (K-Dense-AI/scientific-agent-skills, 48k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cco Patterns?
egorfedorov (a GitHub user) maintains it in egorfedorov/claude-context-optimizer, which has 114 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on September 30, 2026.
Source: egorfedorov/claude-context-optimizer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.