Geo Fundamentals
wasp-lang/wasp
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
CRITICAL: Use for MolyKit AI chat toolkit. An agent skill from majiayu000/claude-skill-registry.
$ npx skills add majiayu000/claude-skill-registry --skill molykit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install majiayu000/claude-skill-registry molykit --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/majiayu000/claude-skill-registry.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/ai-llm/molykit .claude/skills/molykit && 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 "molykit" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-llm/molykit into .claude/skills/molykit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molykit", 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/majiayu000/claude-skill-registry/tree/main/skills/ai-llm/molykitType 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 majiayu000/claude-skill-registry --skill molykit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install majiayu000/claude-skill-registry molykit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/ai-llm/molykit .agents/skills/molykit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "molykit" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-llm/molykit into .agents/skills/molykit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molykit", 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 majiayu000/claude-skill-registry --skill molykit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install majiayu000/claude-skill-registry molykit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/ai-llm/molykit .cursor/skills/molykit && 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 "molykit" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-llm/molykit into .cursor/skills/molykit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molykit", 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/majiayu000/claude-skill-registry.git --path skills/ai-llm/molykit--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 majiayu000/claude-skill-registry --skill molykit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install majiayu000/claude-skill-registry molykit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/ai-llm/molykit .gemini/skills/molykit && 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 "molykit" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-llm/molykit into .gemini/skills/molykit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molykit", 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 majiayu000/claude-skill-registry molykitInstalls 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 majiayu000/claude-skill-registry --skill molykit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/ai-llm/molykit .github/skills/molykit && 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 "molykit" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-llm/molykit into .github/skills/molykit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molykit", 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 majiayu000/claude-skill-registry --skill molykit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install majiayu000/claude-skill-registry molykit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/majiayu000/claude-skill-registry.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/ai-llm/molykit .opencode/skills/molykit && 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 "molykit" agent skill from https://github.com/majiayu000/claude-skill-registry/tree/main/skills/ai-llm/molykit into .opencode/skills/molykit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "molykit", 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.
molykitCRITICAL: Use for MolyKit AI chat toolkit. An agent skill from majiayu000/claude-skill-registry.
Molykit is an agent skill from majiayu000/claude-skill-registry. CRITICAL: Use for MolyKit AI chat toolkit. Triggers on: BotClient, OpenAI, SSE streaming, AI chat, molykit, PlatformSend, spawn(), ThreadToken, cross-platform async, Chat widget, Messages, PromptInput, Avatar, LLM
Its SKILL.md is about 2.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `metadata.json`).
It works with OpenAI and Makepad. The repository describes itself as: Searchable Claude Code skills catalog with source-linked guides and generated registry artifacts. The licence is MIT.
8 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 000116a. 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 rust).
From the folder's file list and the shell code blocks in SKILL.md.
Hosts in commands or code, which the agent is likely to contact:
api.openai.comFrom 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.
Molykit loads about 2.6k tokens when it runs. Until then it costs about 55 tokens; SKILL.md has 303 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 majiayu000/claude-skill-registry at commit 000116a, republished under its MIT licence (© majiayu000). 303 words, ~2,633 tokens.
.claude/skills/molykit/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Best practices for building AI chat interfaces with Makepad using MolyKit - a toolkit for cross-platform AI chat applications.
Source codebase: /Users/zhangalex/Work/Projects/FW/robius/moly/moly-kit
Use this skill when:
MolyKit provides:
/// Implies Send only on native platforms, not on WASM
/// - On native: implemented by types that implement Send
/// - On WASM: implemented by ALL types
pub trait PlatformSend: PlatformSendInner {}
/// Boxed future type for cross-platform use
pub type BoxPlatformSendFuture<'a, T> = Pin<Box<dyn PlatformSendFuture<Output = T> + 'a>>;
/// Boxed stream type for cross-platform use
pub type BoxPlatformSendStream<'a, T> = Pin<Box<dyn PlatformSendStream<Item = T> + 'a>>;/// Runs a future independently
/// - Uses tokio on native (requires Send)
/// - Uses wasm-bindgen-futures on WASM (no Send required)
pub fn spawn(fut: impl PlatformSendFuture<Output = ()> + 'static);
// Usage
spawn(async move {
let result = fetch_data().await;
Cx::post_action(DataReady(result));
SignalToUI::set_ui_signal();
});/// Handle that aborts its future when dropped
pub struct AbortOnDropHandle(AbortHandle);
// Usage - task cancelled when widget dropped
#[rust]
task_handle: Option<AbortOnDropHandle>,
fn start_task(&mut self) {
let (future, handle) = abort_on_drop(async move {
// async work...
});
self.task_handle = Some(handle);
spawn(async move { let _ = future.await; });
}/// Store non-Send value in thread-local, access via token
pub struct ThreadToken<T: 'static>;
impl<T> ThreadToken<T> {
pub fn new(value: T) -> Self;
pub fn peek<R>(&self, f: impl FnOnce(&T) -> R) -> R;
pub fn peek_mut<R>(&self, f: impl FnOnce(&mut T) -> R) -> R;
}
// Usage - wrap non-Send type for use across Send boundaries
let token = ThreadToken::new(non_send_value);
spawn(async move {
token.peek(|value| {
// use value...
});
});pub trait BotClient: Send {
/// Send message with streamed response
fn send(
&mut self,
bot_id: &BotId,
messages: &[Message],
tools: &[Tool],
) -> BoxPlatformSendStream<'static, ClientResult<MessageContent>>;
/// Get available bots/models
fn bots(&self) -> BoxPlatformSendFuture<'static, ClientResult<Vec<Bot>>>;
/// Clone for passing around
fn clone_box(&self) -> Box<dyn BotClient>;
}
// Usage
let client = OpenAIClient::new("https://api.openai.com/v1".into());
client.set_key("sk-...")?;
let context = BotContext::from(client);/// Sharable wrapper with loaded bots for sync UI access
pub struct BotContext(Arc<Mutex<InnerBotContext>>);
impl BotContext {
pub fn load(&mut self) -> BoxPlatformSendFuture<ClientResult<()>>;
pub fn bots(&self) -> Vec<Bot>;
pub fn get_bot(&self, id: &BotId) -> Option<Bot>;
pub fn client(&self) -> Box<dyn BotClient>;
}
// Usage
let mut context = BotContext::from(client);
spawn(async move {
if let Err(errors) = context.load().await.into_result() {
// handle errors
}
Cx::post_action(BotsLoaded);
});pub struct Message {
pub from: EntityId, // User, System, Bot(BotId), App
pub metadata: MessageMetadata,
pub content: MessageContent,
}
pub struct MessageContent {
pub text: String, // Main content (markdown)
pub reasoning: String, // AI reasoning/thinking
pub citations: Vec<String>, // Source URLs
pub attachments: Vec<Attachment>,
pub tool_calls: Vec<ToolCall>,
pub tool_results: Vec<ToolResult>,
}
pub struct MessageMetadata {
pub is_writing: bool, // Still being streamed
pub created_at: DateTime<Utc>,
}/// Globally unique bot ID: <len>;<id>@<provider>
pub struct BotId(Arc<str>);
impl BotId {
pub fn new(id: &str, provider: &str) -> Self;
pub fn id(&self) -> &str; // provider-local id
pub fn provider(&self) -> &str; // provider domain
}
// Example: BotId::new("gpt-4", "api.openai.com")
// -> "5;gpt-4@api.openai.com"live_design! {
pub Slot = {{Slot}} {
width: Fill, height: Fit,
slot = <View> {} // default content
}
}
// Usage - replace content at runtime
let mut slot = widget.slot(id!(content));
if let Some(custom) = client.content_widget(cx, ...) {
slot.replace(custom);
} else {
slot.restore(); // back to default
slot.default().as_standard_message_content().set_content(cx, &content);
}live_design! {
pub Avatar = {{Avatar}} <View> {
grapheme = <RoundedView> {
visible: false,
label = <Label> { text: "P" }
}
dependency = <RoundedView> {
visible: false,
image = <Image> {}
}
}
}
impl Widget for Avatar {
fn draw_walk(&mut self, cx: &mut Cx2d, ...) -> DrawStep {
if let Some(avatar) = &self.avatar {
match avatar {
Picture::Grapheme(g) => {
self.view(id!(grapheme)).set_visible(cx, true);
self.view(id!(dependency)).set_visible(cx, false);
self.label(id!(label)).set_text(cx, &g);
}
Picture::Dependency(d) => {
self.view(id!(dependency)).set_visible(cx, true);
self.view(id!(grapheme)).set_visible(cx, false);
self.image(id!(image)).load_image_dep_by_path(cx, d.as_str());
}
}
}
self.deref.draw_walk(cx, scope, walk)
}
}#[derive(Live, Widget)]
pub struct PromptInput {
#[deref] deref: CommandTextInput,
#[live] pub send_icon: LiveValue,
#[live] pub stop_icon: LiveValue,
#[rust] pub task: Task, // Send or Stop
#[rust] pub interactivity: Interactivity,
}
impl PromptInput {
pub fn submitted(&self, actions: &Actions) -> bool;
pub fn reset(&mut self, cx: &mut Cx);
pub fn set_send(&mut self);
pub fn set_stop(&mut self);
pub fn enable(&mut self);
pub fn disable(&mut self);
}#[derive(Live, Widget)]
pub struct Messages {
#[deref] deref: View,
#[rust] pub messages: Vec<Message>,
#[rust] pub bot_context: Option<BotContext>,
}
impl Messages {
pub fn set_messages(&mut self, messages: Vec<Message>, scroll_to_bottom: bool);
pub fn scroll_to_bottom(&mut self, cx: &mut Cx, triggered_by_stream: bool);
pub fn is_at_bottom(&self) -> bool;
}impl Widget for PromptInput {
fn handle_event(&mut self, cx: &mut Cx, event: &Event, scope: &mut Scope) {
self.deref.handle_event(cx, event, scope);
self.ui_runner().handle(cx, event, scope, self);
if self.button(id!(attach)).clicked(event.actions()) {
let ui = self.ui_runner();
Attachment::pick_multiple(move |result| match result {
Ok(attachments) => {
ui.defer_with_redraw(move |me, cx, _| {
me.attachment_list_ref().write().attachments.extend(attachments);
});
}
Err(_) => {}
});
}
}
}/// Parse SSE byte stream into message stream
pub fn parse_sse<S, B, E>(s: S) -> impl Stream<Item = Result<String, E>>
where
S: Stream<Item = Result<B, E>>,
B: AsRef<[u8]>,
{
// Split on "\n\n", extract "data:" content
// Filter comments and [DONE] messages
}
// Usage in BotClient::send
fn send(&mut self, ...) -> BoxPlatformSendStream<...> {
let stream = stream! {
let response = client.post(url).send().await?;
let events = parse_sse(response.bytes_stream());
for await event in events {
let completion: Completion = serde_json::from_str(&event)?;
content.text.push_str(&completion.delta.content);
yield ClientResult::new_ok(content.clone());
}
};
Box::pin(stream)
}llms.txt - Complete MolyKit API reference© majiayu000, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file in skills/ai-llm/molykit of majiayu000/claude-skill-registry.
Open the folder on GitHubat commit 000116a
Molykit 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 |
|---|---|---|---|---|---|---|
| Molykit this skillmajiayu000/claude-skill-registry | 666 | 3 repos | ~2.6k | Automated safety check: Pass | MIT | |
| Geo Fundamentalswasp-lang/wasp | 19k | 8 repos | ~861 | Automated safety check: Pass | MIT | |
| AI SDKvercel-labs/ai-facts | 168 | 21 repos | ~1.2k | Automated safety check: Pass | None | |
| AI Image Generation and Editingzhayujie/CowAgent | 47k | — | ~1.3k | Automated safety check: Pass | MIT | |
| PR Design DocOpenHands/OpenHands | 90k | — | ~2.4k | Automated safety check: Pass | MIT | |
| SEO GeoReScienceLab/opc-skills | 1.8k | 4 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 |
wasp-lang/wasp
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
vercel-labs/ai-facts
Answer questions about the AI SDK and help build AI-powered features.
zhayujie/CowAgent
Generates or edits images from text prompts through a Python script that picks an image backend based on which API keys are configured.
OpenHands/OpenHands
For a non-trivial pull request, write a self-contained HTML design doc under the temporary .pr/ directory and link a visibility-appropriate preview in the PR description, so maintainers grasp the…
ReScienceLab/opc-skills
SEO & GEO (Generative Engine Optimization) for websites. An agent skill from ReScienceLab/opc-skills.
andrewyng/context-hub
Fetches current documentation for third-party APIs and SDKs with the chub CLI before the agent writes code against them, instead of relying on remembered API shapes.
majiayu000/claude-skill-registry
Multi-source deep research using firecrawl and exa MCPs. An agent skill from majiayu000/claude-skill-registry.
majiayu000/claude-skill-registry
Neural search via Exa MCP for web, code, and company research.
majiayu000/claude-skill-registry
Unified media generation via fal.ai MCP — image, video, and audio.
majiayu000/claude-skill-registry
Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.
majiayu000/claude-skill-registry
Perform pairwise sequence alignment using Biopython Bio.Align.PairwiseAligner.
majiayu000/claude-skill-registry
Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis.
CRITICAL: Use for MolyKit AI chat toolkit. An agent skill from majiayu000/claude-skill-registry. Molykit is an agent skill from majiayu000/claude-skill-registry. CRITICAL: Use for MolyKit AI chat toolkit.
Molykit fits situations like: molyKit AI chat toolkit; cross-platform async.
Run `npx skills add majiayu000/claude-skill-registry --skill molykit -a claude-code`. Or copy the skill folder (skills/ai-llm/molykit in majiayu000/claude-skill-registry) into .claude/skills/molykit in your project. Claude Code loads it when a task matches its description.
Run `npx skills add majiayu000/claude-skill-registry --skill molykit -a codex`. Or copy the skill folder (skills/ai-llm/molykit in majiayu000/claude-skill-registry) into .agents/skills/molykit 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 majiayu000/claude-skill-registry --skill molykit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/molykit, .gemini/skills/molykit, .github/skills/molykit and .opencode/skills/molykit in your project.
SKILL.md names no scripts, command-line tools or credentials: Molykit is instructions for the agent only.
SKILL.md names 1 domain. In commands or code: api.openai.com; the agent is likely to contact it when it follows the instructions. 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.
Molykit is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.6k tokens (SKILL.md is roughly 11k 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 Molykit: Geo Fundamentals (wasp-lang/wasp, 19k stars), AI SDK (vercel-labs/ai-facts, 168 stars), AI Image Generation and Editing (zhayujie/CowAgent, 47k stars) and PR Design Doc (OpenHands/OpenHands, 90k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
majiayu000 (a GitHub user) maintains it in majiayu000/claude-skill-registry, which has 666 GitHub stars. The repository holds 971 skills in this directory. The repository was last updated on October 7, 2026.
Source: majiayu000/claude-skill-registry on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.