learn
Skill31k starsChanged 9 days agoMITView on GitHub
Distill a reusable skill from anything — a directory, a URL, pasted notes, or what you just did together — or refine an existing skill with new learnings. Use when the user says '/learn', 'learn this', 'turn this into a skill', 'capture this workflow', 'make a skill from <source>', or 'improve/update the <name> skill'. Produces or updates a .claude/skills/<name>/SKILL.md authored to NanoClaw's skill guidelines. (This CREATES or REFINES a skill from a source; it does not install existing skills from a registry.)
We split this skill into the rules it gives an agent
10 rules. 0 are common, 6 are distinctive, and 4 are very specific to this project.
0
Common
Most of the 162 edited versions we read keep these.
6
Distinctive
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 21
If the user instead wants to *find and install* an existing community skill, that is a different task — this skill creates new skills, it …
- Distinctive: line 33
If it is ambiguous what the skill should *do*, ask one clarifying question before proceeding.
- Distinctive: line 51
Keep what is still correct.
- Very specific: line 56
New skill?: Write .claude/skills/<kebab-name>/SKILL.md.
- Very specific: line 75
If apply leaves anything behind, ship a REMOVE.md that fully reverses every change (no soft-disabled/commented-out removals).
- Distinctive: line 76
If the skill adds an integration point in core code, add a test that goes red if the wiring is deleted or drifts.
- Very specific: line 80
Write into .claude/skills/<name>/.
- Distinctive: line 81
If feasible, dry-run the procedure the skill describes to confirm it is correct.
- Very specific: line 90
Write .claude/skills/<topic>-setup/SKILL.md with the steps, file paths, and the gotchas hit along the way.
- Distinctive: line 95
Keep skills focused — one capability per skill (mirrors the project's "one change per PR" rule).
“Common” is measured: kept by at least 6 in 10 of the 162 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Learn — Distill a Skill from Anything
Turn a source — a directory, a URL, pasted notes, or the work just done in this conversation — into a clean, reusable NanoClaw skill. The output is a new .claude/skills/<name>/SKILL.md (plus optional scripts/, references/, templates/) authored to the project's skill guidelines.
This skill is instruction-only: it uses the tools you already have (Read, Grep, Glob, WebFetch, Write) — there is no separate distillation engine and no reach-ins into core code.
When to use
Invoke when the user wants to capture a workflow as a reusable skill:
/learn <path>— read a project/dir and build a skill for working with it/learn <url>— read docs / an API page and build a usage skill/learn what we just did— distill the current conversation's workflow/learn+ pasted notes — turn notes into a structured skill
If the user instead wants to find and install an existing community skill, that is a different task — this skill creates new skills, it does not import them.
Workflow
1. Identify the source — and whether this is a new skill or a refine
- A path → read the code/files.
- A URL → fetch and read the page.
- "what we just did" / "this" → use the current conversation as the source.
- Pasted text → use it directly.
Then check .claude/skills/ for an existing skill that already covers this topic (the user may name it, e.g. "update the wow-on-steam-deck skill", or the subject may obviously match one). If one exists, this is a REFINE, not a fresh create — go to step 4's "Refining" branch.
If it is ambiguous what the skill should do, ask one clarifying question before proceeding.
2. Gather the material
- Path:
Globthe structure,Readthe key files,Grepfor the important entry points. Read enough to understand the repeatable procedure, not every line. - URL:
WebFetchthe page; pull out the concrete commands/steps, not the prose. - Conversation: re-read what was actually done — the commands, the gotchas, the decisions — and keep the parts that generalize.
3. Distill — find the reusable procedure
Strip the one-off specifics; keep the repeatable shape. A good skill answers: "Next time someone needs to do X, what are the exact steps, files, commands, and gotchas?" Capture:
- the trigger / when-to-use,
- the step-by-step procedure (commands, file paths, decision points),
- the non-obvious gotchas that were hit — usually the most valuable part,
- any scripts or templates worth shipping alongside.
4. Author the SKILL.md
Refining an existing skill? First Read the current .claude/skills/<name>/SKILL.md, then update it in place — do not blindly overwrite:
- Keep what is still correct; weave the new learnings into the right sections.
- Dedupe — don't append a near-duplicate step or a second gotcha that says the same thing.
- Correct anything the new source proves stale (a changed path, command, or flag).
- Preserve the existing
name/folder and overall structure; the diff should read as a focused improvement, not a rewrite.
New skill? Write .claude/skills/<kebab-name>/SKILL.md.
Frontmatter (required):
---
name: <kebab-case, matches the folder>
description: "<what it does + when to use it + likely trigger phrases>"
---description is what the agent reads to decide relevance — make it concrete and include the phrases a user would actually say.
Body: open with one paragraph on what the skill does, then a ## When to use section and a ## Workflow of numbered steps (the actual procedure). Use tables for command/file references, and add a short examples or troubleshooting section when the gotchas warrant it.
House authoring rules (from docs/skill-guidelines.md):
- Additive, minimal reach-ins — prefer adding files; make the smallest possible edit to existing code, and only via single-line calls into skill-owned functions.
- Instruction-only when possible — if Claude can do it by following prose plus existing tools, ship no code. These are the easiest skills to maintain and to merge.
- If apply leaves anything behind, ship a
REMOVE.mdthat fully reverses every change (no soft-disabled/commented-out removals). - If the skill adds an integration point in core code, add a test that goes red if the wiring is deleted or drifts.
- Anti-patterns to avoid: separate
VERIFY.mdfiles, incomplete cleanup, raw SQL against core DBs, branch merges (use additive fetch), hand-maintained duplicate copies.
5. Place and verify
- Write into
.claude/skills/<name>/; confirm the folder name matches thenamefrontmatter and the YAML parses. - If feasible, dry-run the procedure the skill describes to confirm it is correct.
- Tell the user the skill exists and how to invoke it (
/<name>).
Example
/learn what we just did after a multi-step setup:
- Re-read the conversation's commands and gotchas.
- Distill the repeatable procedure.
- Write
.claude/skills/<topic>-setup/SKILL.mdwith the steps, file paths, and the gotchas hit along the way. - Report: "Created
/<topic>-setup— invoke it next time to repeat this."
Notes
- Keep skills focused — one capability per skill (mirrors the project's "one change per PR" rule).
- The most valuable content is the gotchas, not the happy path.
- This skill is prose and safe to re-run — use it again to refine an existing skill.
Trending
Quiet since July.about the whole repository
Who's talking about qwibitai/nanoclaw
- Jordan Urbs“How to Use NanoClaw (Better Than OpenClaw?)”YouTube · Mar 6, 2026 · 30k views
- Yar Malik“OpenClaw vs ZeroClaw vs PicoClaw vs NullClaw vs NanoBot vs TinyClaw vs NanoClaw — Full Comparison”YouTube · Feb 27, 2026 · 9.8k views
- Aashish Pahwa“3 Free Alternatives To Openclaw”YouTube · Mar 11, 2026 · 3.2k views
- Mike's Ai Forge“NanoClaw + Docker: Build a 100% Secure AI Agent”YouTube · Mar 20, 2026 · 1.9k views
- Prism Labs“Anthropic Is Eating the OpenClaw Ecosystem (And They Know It)”YouTube · Mar 19, 2026 · 1.7k views
The biggest 5 of 79 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 79
Talked about on GitHub, YouTube, Bluesky and Hacker News (79 times).
On GitHub · 50
- Feb 22, 2026Nanoclaw needs a skill marketplace/registry — nanocoai/nanoclaw17 reactions · 9 comments
- Mar 6, 2026🦞 OpenClaw 生态日报 2026-03-06 — duanyytop/agents-radar3 reactions
- Mar 3, 2026🦞 OpenClaw 生态日报 2026-03-03 — duanyytop/agents-radar3 reactions · 1 comment
- Mar 25, 2026feature: make it possible to select alternatives for software we installing (e.g. for openclaw) — Osmantic/ODS2 reactions · 4 comments
- Mar 3, 2026🦞 OpenClaw 生态日报 2026-03-03 — duanyytop/agents-radar2 reactions
45 more on GitHub
- May 4, 2026NanoClaw — community-scripts/DevScripts1 reaction
- Mar 7, 2026🦞 OpenClaw 生态日报 2026-03-07 — duanyytop/agents-radar1 reaction
- Mar 2, 2026🦞 OpenClaw 生态日报 2026-03-02 — duanyytop/agents-radar1 reaction
- Feb 26, 2026🦞 OpenClaw 生态日报 2026-02-26 — duanyytop/agents-radar1 reaction
- Feb 22, 2026Research: Architecture for standalone agent app with model layer, agentic loops, and messaging integration — laurentenhoor/devclaw1 reaction · 3 comments
- Feb 20, 2026fix: signal active containers to close when a scheduled task is enqueued — nanocoai/nanoclaw1 reaction · 4 comments
- Feb 14, 2026[SECURITY] [Upstream PR #216] Secret sanitization bypass via /proc and Read tool — nanocoai/nanoclaw1 reaction · 1 comment
- Jul 27, 2026Weekly upstream sync 2026-07-27 — vweaver/nanoclaw0 reactions · 1 comment
- Jun 18, 2026[Security] Non-owner members can create persistent child agents without approval in NanoClaw owner-initialized groups — nanocoai/nanoclaw0 reactions
- Jun 14, 2026[Security] Local gateway approval bypass via unauthenticated loopback webhook — nanocoai/nanoclaw0 reactions
- May 19, 2026fix(webhook) + docs: восстановление webhook + откат NanoClaw v0.1 + research — botkin-health/Botkin0 reactions
- May 9, 2026Setup script silently deletes existing groups/*/CLAUDE.md without warning or backup — nanocoai/nanoclaw0 reactions
- May 6, 2026feat: add NanoClaw v2 script — community-scripts/DevScripts0 reactions · 1 comment
- May 6, 2026feat: add NanoClaw v2 script — community-scripts/DevScripts0 reactions · 1 comment
- May 4, 2026New Script: NanoClaw — community-scripts/DevScripts0 reactions · 1 comment
- Apr 29, 2026Research: Memory approach of common non-coding Agents — 8monkey-ai/hebo-platform0 reactions · 20 comments
- Apr 27, 2026feat(channels): agent-channels:{telegram,discord,slack} layers — minimal MIT-cribbed adapters — tangle-network/starter-foundry0 reactions · 2 comments
- Apr 19, 2026feat(setup): add register-task step (carry until qwibitai#1857 lands) — sagri-tokyo/nanoclaw0 reactions
- Mar 30, 2026NanoClaw の Fork とローカル初期セットアップ — Helicoir/nanoclaw0 reactions
- Mar 30, 2026Feature: Native typing indicator via iLink sendtyping API — WEIFENG2333/ilink-bot0 reactions
- Mar 30, 2026Feature: Native typing indicator via iLink sendtyping API — co-pine/wx-robot-ilink0 reactions
- Mar 25, 2026fix: LID JID fallback via senderPn, warn on unmatched messages — nanocoai/nanoclaw-whatsapp0 reactions · 1 comment
- Mar 24, 2026Setup: IPC fix + Dev Agent configuration — yaelandau22/nanoclaw0 reactions
- Mar 23, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-23 — compasify/agents-radar0 reactions
- Mar 22, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-22 — compasify/agents-radar0 reactions
- Mar 21, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-21 — compasify/agents-radar0 reactions
- Mar 20, 2026skill: add-group-persona — per-group agent personas from WhatsApp group description — nanocoai/nanoclaw-whatsapp0 reactions
- Mar 20, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-20 — compasify/agents-radar0 reactions
- Mar 19, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-19 — compasify/agents-radar0 reactions
- Mar 18, 2026Prefer injected credentials and preserve service env — nanocoai/nanoclaw0 reactions · 2 comments
- Mar 18, 2026## Summary — Shinogreat/docs0 reactions
- Mar 17, 2026Add image support — send and receive images via Telegram — kylenessen/nanoclaw0 reactions
- Mar 16, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-16 — compasify/agents-radar0 reactions
- Mar 15, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-15 — compasify/agents-radar0 reactions
- Mar 14, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-14 — compasify/agents-radar0 reactions
- Mar 13, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-13 — compasify/agents-radar0 reactions
- Mar 12, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-12 — compasify/agents-radar0 reactions
- Mar 11, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-11 — compasify/agents-radar0 reactions
- Mar 10, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-10 — compasify/agents-radar0 reactions
- Mar 9, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-09 — compasify/agents-radar0 reactions
- Mar 8, 2026🦞 Bản tin hàng ngày hệ sinh thái OpenClaw 2026-03-08 — compasify/agents-radar0 reactions
- Mar 7, 2026🦞 OpenClaw 生态日报 2026-03-07 — compasify/agents-radar0 reactions
- Mar 5, 2026fix: Expose ANTHROPIC_MODEL from .env to agent — nanocoai/nanoclaw0 reactions · 1 comment
- Mar 4, 2026持续跟进前沿技术更新,不断优化marrow-core — zrr1999/marrow-core0 reactions
- Mar 3, 2026SKILL: unified channel media support (2-way, lazy retrival) — nanocoai/nanoclaw0 reactions · 3 comments
On YouTube · 22
- Mar 6, 2026How to Use NanoClaw (Better Than OpenClaw?) — Jordan Urbs30k views · 43 comments
- Feb 27, 2026OpenClaw vs ZeroClaw vs PicoClaw vs NullClaw vs NanoBot vs TinyClaw vs NanoClaw — Full Comparison — Yar Malik9.8k views · 33 comments
- Mar 11, 20263 Free Alternatives To Openclaw — Aashish Pahwa3.2k views · 2 comments
- Mar 20, 2026NanoClaw + Docker: Build a 100% Secure AI Agent — Mike's Ai Forgesays it tested it1.9k views · 3 comments
- Mar 19, 2026Anthropic Is Eating the OpenClaw Ecosystem (And They Know It) — Prism Labs1.7k views · 1 comment
17 more on YouTube
- Mar 19, 2026Every company needs to figure out their AI agent strategy. — NanoClaw1.4k views
- Apr 6, 202624시간 일하는 AI 개발자 만들기 — NanoClaw + Discord 셋업 가이드#NanoClaw #Claude #디스코드봇 #AI에이전트 #Docker #ClaudeCode — 빠른개발소식1.4k views · 9 comments
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- Feb 14, 2026NanoClaw Lightweight Secure AI Agent Assistant for WhatsApp — Eddy Says Hi #EddySaysHi1.2k views
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- Mar 24, 2026How I move knowin' my NanoClaw agents don't hold any of my API keys — NanoClaw601 views
- May 3, 20263 Tips for Building Better AI Agent Skills — NanoClaw481 views
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- May 3, 2026Give your AI agent actual guardrails — NanoClaw339 views
- Feb 22, 2026[Product Reviw] 신뢰 가능한 OpenClaw? NanoClaw 🦞 — LOADING_265 views
- May 1, 2026How I Set Up My Personal AI Assistant (Claude + NanoClaw + Telegram) — Tino Muchenje | AI in Practice251 views · 2 comments
- May 6, 2026Nanoclaw: Containerized Claude Agent for Slack and WhatsApp — VibeDev205 views
- Feb 19, 2026The NEW #NanoClaw is Finally Here! — AskGuru187 views
- May 1, 2026I Built an AI Chief of Staff. One Month In. | AI in Practice — Tino Muchenje | AI in Practice167 views
- Mar 18, 2026The Future of Open-Source Contributions in the AI Age — Packet Pushers115 views
- Apr 24, 2026Best AI Agent Product Launch Video | Nanoclaw — Luceo Studio92 views
On Bluesky · 6
- Feb 12, 2026Uh so I highly recommend setting this up (I used nanoclaw: github.com/qwibitai/nan... combined with Telegram). Most of the benefits of… — @paulgp.com19 likes and reposts · 2 replies
- Feb 21, 2026Self-modifying AI agents: "There are no configuration files to learn. Just tell Claude Code what you want. Or run /customize for guided… — @narphorium.com2 likes and reposts
- Apr 6, 2026📦 qwibitai / nanoclaw ⭐ 26,620 (+91) 🗒 TypeScript A lightweight alternative to OpenClaw that runs in containers for security. Connects to… — @github-trending-js.bsky.social1 likes and repost
- Mar 16, 2026Próbáld inkább ezt: github.com/qwibitai/nan... — @kispocok.hu1 likes and repost · 1 reply
- Feb 24, 2026NanoClaw github.com/qwibitai/nan... — @annjose.com1 likes and repost
1 more on Bluesky
- Feb 24, 2026Check it out here: github.com/qwibitai/nan... — @jainamparmar.bsky.social0 likes and reposts · 1 reply
On Hacker News · 1
- Feb 27, 2026Show HN: Badge that shows how well your codebase fits in an LLM's context window88 points · 41 comments
Other versions195 projects use a version of this.
Word for word · 5
- gavrielc/nanoclaw★ 31k100% same
- nanocoai/nanoclaw★ 31k100% same
- TomGranot/groupguard★ 3100% same
- prathish-ks/isthmus★ 2100% same
- ss2code/nanoclaw-ops★ 1100% same
Edited · 0
None found.
Wrote their own version · 190
- garrytan/gstack★ 138ksame name
- rohitg00/ai-engineering-from-scratch★ 68ksame name
- tigerless-labs/autoharness★ 11ksame name
- tw93/Waza★ 7.4ksame name
- tw93/claude-health★ 7.3ksame name
- nykooi1/vibe-wise★ 3.5ksame name
- UniClipboard/UniClipboard★ 1.9ksame name
- pedrohcgs/claude-code-my-workflow★ 1.6ksame name
- fancyboi999/ai-engineering-from-scratch-zh★ 1.3ksame name
- SethGammon/Citadel★ 927same name
180 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
Used alongsideProjects with it also use open-gstack-browser and ios-sync.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
seek888Skillopen-gstack-browser
Launch GStack Browser — AI-controlled Chromium with the sidebar extension baked in. Opens a visible browser window where you can watch every action in real time. The sidebar shows a live activity feed and chat. Anti-bot stealth built in. Use when asked to "open gstack browser", "launch browser", "connect chrome", "open chrome", "real browser", "launch chrome", "side panel", or "control my browser". Voice triggers (speech-to-text aliases): "show me the browser".
Also in 11 projects that use this
Saqlain-811Skillios-sync
Regenerate the iOS debug bridge against the latest upstream gstack templates. (gstack)
Also in 6 projects that use this
In this repository55 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- container/CLAUDE.mdCLAUDE.md
- add-anydocSkill
- add-atomic-chat-toolSkill
- add-clidashSkill
- add-codexSkill
- add-cursorSkill
- add-dashboardSkill
- add-deltachatSkill
- add-dial-numberSkill
- add-dialSkill
- add-dial-toolSkill
- add-discordSkill
- add-emacsSkill
- add-gchatSkill
- add-githubSkill
- add-imessageSkill
- add-iron-proxySkill
- add-karpathy-llm-wikiSkill
- add-linearSkill
- add-macos-statusbarSkill
- add-matrixSkill
- add-mattermostSkill
- add-mnemonSkill
- add-ollama-providerSkill
- add-ollama-toolSkill
- add-onecliSkill
- add-opencodeSkill
- add-resendSkill
- add-rtkSkill
- add-signalSkill
- add-slackSkill
- add-tavily-toolSkill
- add-teamsSkill
- add-telegramSkill
- add-vercelSkill
- add-webexSkill
- add-wechatSkill
- add-whatsapp-cloudSkill
- add-whatsappSkill
- customizeSkill
- debugSkill
- init-first-agentSkill
- manage-channelsSkill
- manage-mountsSkill
- migrate-from-openclawSkill
- migrate-from-v1Skill
- migrate-memorySkill
- migrate-nanoclawSkill
- migrate-slack-agentsSkill
- setupSkill
- slack-a2a-roomsSkill
- slack-agent-flowSkill
- update-nanoclawSkill
- update-skillsSkill
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
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Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
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Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

