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.
Publish or fetch learned patterns across projects via IPFS (Pinata) -- the cross-project pattern transfer that hookstransfer enables
$ npx skills add ruvnet/ruflo --skill intelligence-transfer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ruvnet/ruflo intelligence-transfer --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/ruvnet/ruflo.git skills-src && mkdir -p .claude/skills && cp -r skills-src/plugins/ruflo-intelligence/skills/intelligence-transfer .claude/skills/intelligence-transfer && 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 "intelligence-transfer" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-intelligence/skills/intelligence-transfer into .claude/skills/intelligence-transfer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelligence-transfer", 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/ruvnet/ruflo/tree/main/plugins/ruflo-intelligence/skills/intelligence-transferType 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 ruvnet/ruflo --skill intelligence-transfer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ruvnet/ruflo intelligence-transfer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .agents/skills && cp -r skills-src/plugins/ruflo-intelligence/skills/intelligence-transfer .agents/skills/intelligence-transfer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "intelligence-transfer" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-intelligence/skills/intelligence-transfer into .agents/skills/intelligence-transfer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelligence-transfer", 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 ruvnet/ruflo --skill intelligence-transfer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ruvnet/ruflo intelligence-transfer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/plugins/ruflo-intelligence/skills/intelligence-transfer .cursor/skills/intelligence-transfer && 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 "intelligence-transfer" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-intelligence/skills/intelligence-transfer into .cursor/skills/intelligence-transfer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelligence-transfer", 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/ruvnet/ruflo.git --path plugins/ruflo-intelligence/skills/intelligence-transfer--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 ruvnet/ruflo --skill intelligence-transfer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ruvnet/ruflo intelligence-transfer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/plugins/ruflo-intelligence/skills/intelligence-transfer .gemini/skills/intelligence-transfer && 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 "intelligence-transfer" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-intelligence/skills/intelligence-transfer into .gemini/skills/intelligence-transfer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelligence-transfer", 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 ruvnet/ruflo intelligence-transferInstalls 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 ruvnet/ruflo --skill intelligence-transfer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .github/skills && cp -r skills-src/plugins/ruflo-intelligence/skills/intelligence-transfer .github/skills/intelligence-transfer && 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 "intelligence-transfer" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-intelligence/skills/intelligence-transfer into .github/skills/intelligence-transfer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelligence-transfer", 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 ruvnet/ruflo --skill intelligence-transfer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ruvnet/ruflo intelligence-transfer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ruvnet/ruflo.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/plugins/ruflo-intelligence/skills/intelligence-transfer .opencode/skills/intelligence-transfer && 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 "intelligence-transfer" agent skill from https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-intelligence/skills/intelligence-transfer into .opencode/skills/intelligence-transfer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "intelligence-transfer", 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.
intelligence-transferPublish or fetch learned patterns across projects via IPFS (Pinata) -- the cross-project pattern transfer that hookstransfer enables
Intelligence Transfer is an agent skill from ruvnet/ruflo. Publish or fetch learned patterns across projects via IPFS (Pinata) -- the cross-project pattern transfer that hookstransfer enables
Its SKILL.md is about 880 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: 🌊 The original agent harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory…. The licence is MIT.
Read from SKILL.md and the folder at commit 6051f67. It shows what the files ask for, not the result of running them.
Pre-approves these tools, so the agent can use them without asking each time:
mcp__plugin_ruflo-core_ruflo__hooks_transfermcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-searchmcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-storemcp__plugin_ruflo-core_ruflo__neural_patternsmcp__plugin_ruflo-core_ruflo__neural_statusBashFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).
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.
Intelligence Transfer loads about 877 tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 312 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 noted patterns worth knowing about, such as sudo or a known installer.
allowed-tools: mcp__plugin_ruflo-core_ruflo__hooks_transfer, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_patteAutomated 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 ruvnet/ruflo at commit 6051f67, republished under its MIT licence (© ruvnet). 312 words, ~877 tokens.
.claude/skills/intelligence-transfer/SKILL.md (or your agent's skills folder).Cross-project pattern sharing via IPFS. Lets a different project — or a different machine — fetch and apply patterns this project has already learned.
Most learning is project-local. hooks_transfer is the escape hatch: publish patterns to IPFS, share the CID, and any peer can ingest them. Equivalent to "a deploy artifact for what your agents have learned."
# Required env var (or equivalent endpoint config)
echo $PINATA_API_JWTIf unset, hooks_transfer returns a structured success: false with error: "PINATA_API_JWT not configured". Configure before running this skill.
# Inspect what's stored locally first
mcp tool call neural_patterns --json -- '{"list": true}'
# Publish to IPFS — returns a CID
mcp tool call hooks_transfer --json -- '{"action": "store"}'The response includes the IPFS CID. Save it; share it with peers who need the patterns.
# Pull a CID and apply locally
mcp tool call hooks_transfer --json -- '{"action": "load", "cid": "QmXyz..."}'
# Verify they landed
mcp tool call hooks_intelligence_pattern-search --json -- '{"query": "<test>", "limit": 5}'Patterns are merged with local state, not replaced. Conflicts are resolved by recency (newer wins).
# Read patterns from a sibling project on disk and republish under a new CID
mcp tool call hooks_transfer --json -- '{"action": "from-project", "source": "/path/to/peer-project"}'Useful for consolidating learnings across a monorepo or a fleet of related projects.
agentdb_consolidate does the local equivalent.aidefence_has_pii first) before publishing.agentdb_* export tools (out of scope here).ruflo-agentdb ADR-0001 §"Namespace convention" — defines pattern namespace that this transfer reads fromneural-train skill — produces the patterns that this skill ships© ruvnet, 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 plugins/ruflo-intelligence/skills/intelligence-transfer of ruvnet/ruflo.
Open the folder on GitHubat commit 6051f67
Intelligence Transfer 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 |
|---|---|---|---|---|---|---|
| Intelligence Transfer this skillruvnet/ruflo | 74k | — | ~877 | Automated safety check: Notes | MIT | |
| Learning to Learn (OpenMAIC)THU-MAIC/OpenMAIC | 40k | — | ~502 | Automated safety check: Pass | MIT | |
| Publishcode-yeongyu/oh-my-openagent | 70k | — | ~5.5k | Automated safety check: Warn | Custom licence | |
| Adapting Transfer Learning Modelsjeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Social Publisheraffaan-m/ECC | 275k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Scikit LearnK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~3.3k | Automated safety check: Notes | BSD-3-Clause |
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.
code-yeongyu/oh-my-openagent
Publish oh-my-opencode to npm by triggering the GitHub Actions publish workflow and verifying its artifacts.
jeremylongshore/tons-of-skills-marketplace
Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.
affaan-m/ECC
Agent-driven scheduling and publishing of social media posts across 13 platforms via SocialClaw.
K-Dense-AI/scientific-agent-skills
Supports machine learning in Python with scikit-learn. An agent skill from K-Dense-AI/scientific-agent-skills.
yc-software/qm
Publish a long-lived internal web app, site, or dashboard from the agent computer.
ruvnet/ruflo
Stores, searches, and retrieves successful patterns with HNSW-indexed semantic search so agents can reuse past solutions instead of relearning them.
ruvnet/ruflo
Runs claude-flow CLI security scans for input validation, path traversal, SQL injection, XSS, hardcoded secrets and known CVEs, and writes an audit report.
ruvnet/ruflo
Applies the SPARC method (specification, pseudocode, architecture, refinement, completion) with 17 specialized modes and multi-agent orchestration, from research to deployment.
ruvnet/ruflo
Coordinates a hierarchical swarm of specialized agents through the claude-flow CLI for work that spans several files or modules at once.
ruvnet/ruflo
Sets up and drives Ruflo, an npm-installed orchestration layer for multi-agent swarms, persistent memory, routing, hooks and its MCP tool catalog.
ruvnet/ruflo
Reference for spawning, listing, monitoring and stopping agents with claude-flow commands, with agent type families, routing codes and coordination tips.
Publish or fetch learned patterns across projects via IPFS (Pinata) -- the cross-project pattern transfer that hookstransfer enables. Intelligence Transfer is an agent skill from ruvnet/ruflo.
Run `npx skills add ruvnet/ruflo --skill intelligence-transfer -a claude-code`. Or copy the skill folder (plugins/ruflo-intelligence/skills/intelligence-transfer in ruvnet/ruflo) into .claude/skills/intelligence-transfer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ruvnet/ruflo --skill intelligence-transfer -a codex`. Or copy the skill folder (plugins/ruflo-intelligence/skills/intelligence-transfer in ruvnet/ruflo) into .agents/skills/intelligence-transfer 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 ruvnet/ruflo --skill intelligence-transfer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/intelligence-transfer, .gemini/skills/intelligence-transfer, .github/skills/intelligence-transfer and .opencode/skills/intelligence-transfer in your project.
SKILL.md names no scripts, command-line tools or credentials: Intelligence Transfer is instructions for the agent only. Its frontmatter pre-approves these tools: mcp__plugin_ruflo-core_ruflo__hooks_transfer, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-search, mcp__plugin_ruflo-core_ruflo__hooks_intelligence_pattern-store, mcp__plugin_ruflo-core_ruflo__neural_patterns, mcp__plugin_ruflo-core_ruflo__neural_status, Bash.
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 notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Intelligence Transfer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 877 tokens (SKILL.md is roughly 3.5k 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 Intelligence Transfer: Learning to Learn (OpenMAIC) (THU-MAIC/OpenMAIC, 40k stars), Publish (code-yeongyu/oh-my-openagent, 70k stars), Adapting Transfer Learning Models (jeremylongshore/tons-of-skills-marketplace, 2.8k stars) and Social Publisher (affaan-m/ECC, 275k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
ruvnet (a GitHub user) maintains it in ruvnet/ruflo, which has 74,089 GitHub stars. The repository holds 264 skills in this directory. The repository was last updated on October 8, 2026.
Source: ruvnet/ruflo on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.