Mole Bug Patterns
tw93/Mole
A catalog of recurring bug shapes in the Mole Mac cleaner, used to review safety-sensitive diffs for deletion safety, unbounded commands, shell traps and weak tests.
Apply production-ready Customer.io SDK patterns. An agent skill from jeremylongshore/tons-of-skills-marketplace.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace customerio-sdk-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/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/.curated/customerio-sdk-patterns .claude/skills/customerio-sdk-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 "customerio-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-sdk-patterns into .claude/skills/customerio-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-sdk-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/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-sdk-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 jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace customerio-sdk-patterns --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/.curated/customerio-sdk-patterns .agents/skills/customerio-sdk-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 "customerio-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-sdk-patterns into .agents/skills/customerio-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-sdk-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 jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace customerio-sdk-patterns --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/.curated/customerio-sdk-patterns .cursor/skills/customerio-sdk-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 "customerio-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-sdk-patterns into .cursor/skills/customerio-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-sdk-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/jeremylongshore/tons-of-skills-marketplace.git --path skills/.curated/customerio-sdk-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 jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace customerio-sdk-patterns --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/.curated/customerio-sdk-patterns .gemini/skills/customerio-sdk-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 "customerio-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-sdk-patterns into .gemini/skills/customerio-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-sdk-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 jeremylongshore/tons-of-skills-marketplace customerio-sdk-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 jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-patterns -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/.curated/customerio-sdk-patterns .github/skills/customerio-sdk-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 "customerio-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-sdk-patterns into .github/skills/customerio-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-sdk-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 jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-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 jeremylongshore/tons-of-skills-marketplace customerio-sdk-patterns --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/.curated/customerio-sdk-patterns .opencode/skills/customerio-sdk-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 "customerio-sdk-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-sdk-patterns into .opencode/skills/customerio-sdk-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-sdk-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.
customerio-sdk-patternsApply production-ready Customer.io SDK patterns. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Customerio SDK Patterns is an agent skill from jeremylongshore/tons-of-skills-marketplace. Apply production-ready Customer.io SDK patterns. Use when implementing typed clients, retry logic, event batching, or singleton management for customerio-node. Trigger: "customer.io best practices", "customer.io patterns", "production customer.io", "customer.io architecture", "customer.io singleton".
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/implementation-guide.md`). Compatibility notes: Designed for Claude Code
It sits in Development, covering Error handling. The repository describes itself as: Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com. The licence is MIT.
Read from SKILL.md and the folder at commit cfae287. 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:
ReadWriteEditBash(npm:*)Bash(npx:*)GlobGrepFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are typescript).
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.customer.iogithub.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
CUSTOMERIO_TRACK_API_KEYCUSTOMERIO_APP_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Customerio SDK Patterns loads about 2.5k tokens when it runs, and up to ~3.7k if it reads all its reference files. Until then it costs about 81 tokens; SKILL.md has 274 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.
"Set these in your environment or .env file.""Set this in your environment or .env file."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 jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 274 words, ~2,496 tokens.
.claude/skills/customerio-sdk-patterns/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Instantiate the client from an environment-specific secret reference, validate a synthetic event against the contract, attach a stable idempotency key, and assert the SDK call in a mocked unit test. For a development integration test, use a synthetic profile and record only result status/correlation ID; never log the client token or full event payload.
Production-ready patterns for customerio-node: type-safe wrappers with enum-constrained events, retry with exponential backoff, event batching for high-volume scenarios, and singleton lifecycle management.
customerio-node installed// lib/customerio-typed.ts
import { TrackClient, RegionUS, RegionEU } from "customerio-node";
// Define your event taxonomy as a union type
type CioEvent =
| { name: "signed_up"; data: { method: string; source?: string } }
| { name: "plan_changed"; data: { from: string; to: string; mrr: number } }
| { name: "feature_used"; data: { feature: string; duration_ms?: number } }
| { name: "checkout_completed"; data: { order_id: string; total: number; items: number } }
| { name: "subscription_cancelled"; data: { reason: string; feedback?: string } };
// Define user attributes with strict types
interface CioUserAttributes {
email: string;
first_name?: string;
last_name?: string;
plan?: "free" | "starter" | "pro" | "enterprise";
company?: string;
created_at?: number; // Unix seconds
last_seen_at?: number; // Unix seconds
[key: string]: unknown; // Allow additional attributes
}
export class TypedCioClient {
private client: TrackClient;
constructor(siteId: string, apiKey: string, region: "us" | "eu" = "us") {
this.client = new TrackClient(siteId, apiKey, {
region: region === "eu" ? RegionEU : RegionUS,
});
}
async identify(userId: string, attributes: CioUserAttributes): Promise<void> {
await this.client.identify(userId, {
...attributes,
last_seen_at: Math.floor(Date.now() / 1000),
});
}
async track(userId: string, event: CioEvent): Promise<void> {
await this.client.track(userId, {
name: event.name,
data: { ...event.data, tracked_at: Math.floor(Date.now() / 1000) },
});
}
async suppress(userId: string): Promise<void> {
await this.client.suppress(userId);
}
async destroy(userId: string): Promise<void> {
await this.client.destroy(userId);
}
}// lib/customerio-retry.ts
interface RetryOptions {
maxRetries: number;
baseDelayMs: number;
maxDelayMs: number;
jitterFactor: number; // 0 to 1
}
const DEFAULT_RETRY: RetryOptions = {
maxRetries: 3,
baseDelayMs: 1000,
maxDelayMs: 30000,
jitterFactor: 0.3,
};
async function withRetry<T>(
fn: () => Promise<T>,
opts: RetryOptions = DEFAULT_RETRY
): Promise<T> {
let lastError: Error | undefined;
for (let attempt = 0; attempt <= opts.maxRetries; attempt++) {
try {
return await fn();
} catch (err: any) {
lastError = err;
const statusCode = err.statusCode ?? err.status;
// Don't retry client errors (except 429 rate limit)
if (statusCode >= 400 && statusCode < 500 && statusCode !== 429) {
throw err;
}
if (attempt === opts.maxRetries) break;
// Exponential backoff with jitter
const delay = Math.min(
opts.baseDelayMs * Math.pow(2, attempt),
opts.maxDelayMs
);
const jitter = delay * opts.jitterFactor * Math.random();
await new Promise((r) => setTimeout(r, delay + jitter));
}
}
throw lastError;
}
// Usage with Customer.io client
import { TrackClient, RegionUS } from "customerio-node";
const cio = new TrackClient(
process.env.CUSTOMERIO_SITE_ID!,
process.env.CUSTOMERIO_TRACK_API_KEY!,
{ region: RegionUS }
);
// Wrap any operation with retry
await withRetry(() =>
cio.identify("user-123", { email: "user@example.com" })
);
await withRetry(() =>
cio.track("user-123", { name: "page_viewed", data: { url: "/pricing" } })
);// lib/customerio-batch.ts
import { TrackClient, RegionUS } from "customerio-node";
interface QueuedEvent {
userId: string;
name: string;
data?: Record<string, any>;
}
export class CioBatchTracker {
private queue: QueuedEvent[] = [];
private timer: NodeJS.Timeout | null = null;
private client: TrackClient;
constructor(
private readonly batchSize: number = 50,
private readonly flushIntervalMs: number = 5000
) {
this.client = new TrackClient(
process.env.CUSTOMERIO_SITE_ID!,
process.env.CUSTOMERIO_TRACK_API_KEY!,
{ region: RegionUS }
);
this.startTimer();
}
enqueue(userId: string, name: string, data?: Record<string, any>): void {
this.queue.push({ userId, name, data });
if (this.queue.length >= this.batchSize) {
this.flush();
}
}
async flush(): Promise<void> {
if (this.queue.length === 0) return;
const batch = this.queue.splice(0, this.batchSize);
const concurrency = 10;
for (let i = 0; i < batch.length; i += concurrency) {
const chunk = batch.slice(i, i + concurrency);
await Promise.allSettled(
chunk.map((event) =>
this.client.track(event.userId, {
name: event.name,
data: event.data,
})
)
);
}
}
private startTimer(): void {
this.timer = setInterval(() => this.flush(), this.flushIntervalMs);
}
async shutdown(): Promise<void> {
if (this.timer) clearInterval(this.timer);
await this.flush();
}
}
// Usage
const tracker = new CioBatchTracker(50, 5000);
// Non-blocking — events are queued and flushed automatically
tracker.enqueue("user-1", "page_viewed", { url: "/home" });
tracker.enqueue("user-2", "button_clicked", { button: "cta" });
// On process exit
process.on("SIGTERM", async () => {
await tracker.shutdown();
process.exit(0);
});// lib/customerio-singleton.ts
import { TrackClient, APIClient, RegionUS, RegionEU } from "customerio-node";
class CioClientFactory {
private static trackInstance: TrackClient | null = null;
private static appInstance: APIClient | null = null;
static getTrackClient(): TrackClient {
if (!this.trackInstance) {
const siteId = process.env.CUSTOMERIO_SITE_ID;
const apiKey = process.env.CUSTOMERIO_TRACK_API_KEY;
if (!siteId || !apiKey) {
throw new Error(
"Missing CUSTOMERIO_SITE_ID or CUSTOMERIO_TRACK_API_KEY. " +
"Set these in your environment or .env file."
);
}
const region = process.env.CUSTOMERIO_REGION === "eu" ? RegionEU : RegionUS;
this.trackInstance = new TrackClient(siteId, apiKey, { region });
}
return this.trackInstance;
}
static getAppClient(): APIClient {
if (!this.appInstance) {
const appKey = process.env.CUSTOMERIO_APP_API_KEY;
if (!appKey) {
throw new Error(
"Missing CUSTOMERIO_APP_API_KEY. " +
"Set this in your environment or .env file."
);
}
const region = process.env.CUSTOMERIO_REGION === "eu" ? RegionEU : RegionUS;
this.appInstance = new APIClient(appKey, { region });
}
return this.appInstance;
}
/** Reset for testing */
static reset(): void {
this.trackInstance = null;
this.appInstance = null;
}
}
// Usage — same instance everywhere
const cio = CioClientFactory.getTrackClient();
const api = CioClientFactory.getAppClient();| Pattern | When to Use | Key Benefit |
|---|---|---|
| Typed Client | Always | Compile-time safety on events + attributes |
| Retry + Backoff | Production API calls | Handles transient 5xx and 429 errors |
| Batch Queue | High-volume tracking (>100 events/sec) | Reduces connection overhead, respects rate limits |
| Singleton Factory | Multi-module apps | Prevents connection leaks, validates config once |
| Error | Cause | Solution |
|---|---|---|
| Type mismatch | Wrong event data shape | Use TypeScript union types for events |
| Queue memory growth | Events produced faster than flushed | Lower batchSize, increase flush frequency |
| Retry exhausted (3x) | Persistent API failure | Check credentials, Customer.io status page |
| Singleton null credentials | Env vars not loaded | Ensure dotenv loads before client creation |
After implementing patterns, proceed to customerio-primary-workflow for messaging workflows.
© jeremylongshore, 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 (references) in skills/.curated/customerio-sdk-patterns of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit cfae287
Customerio SDK 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 |
|---|---|---|---|---|---|---|
| Customerio SDK Patterns this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~2.5k | Automated safety check: Notes | MIT | |
| Mole Bug Patternstw93/Mole | 70k | — | ~2k | Automated safety check: Pass | GPL-3.0 | |
| Native Data FetchingCherryHQ/cherry-studio-app | 4k | 6 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Rust Best Practicesfarm-fe/farm | 5.6k | 3 repos | ~1.1k | Automated safety check: Pass | MIT | |
| R Function Input Validationtidyverse/dplyr | 5.1k | 1 repos | ~2.3k | Automated safety check: Pass | Custom licence | |
| Next Best Practicesvercel-labs/openreview | 1.7k | 18 repos | ~1k | Automated safety check: Pass | None |
tw93/Mole
A catalog of recurring bug shapes in the Mole Mac cleaner, used to review safety-sensitive diffs for deletion safety, unbounded commands, shell traps and weak tests.
CherryHQ/cherry-studio-app
A skill your agent uses when implementing or debugging ANY network request, API call, or data fetching.
farm-fe/farm
Guide for writing idiomatic Rust code based on Apollo GraphQL's best practices handbook.
tidyverse/dplyr
Validates arguments of exported R functions with the standalone check_* type checkers from rlang, in tidyverse style with clear error messages.
vercel-labs/openreview
Next.js best practices - file conventions, RSC boundaries, data patterns, async APIs, metadata, error handling, route handlers, image/font optimization, bundling
microsoft/data-formulator
统一错误处理系统。在添加 API 端点、修改错误处理、添加前端 API 调用、编写错误相关测试时使用. An agent skill from microsoft/data-formulator.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to conduct a security-focused code review using the security-agent plugin.
jeremylongshore/tons-of-skills-marketplace
Build this skill automates the adaptation of pre-trained machine learning models using transfer learning techniques.
jeremylongshore/tons-of-skills-marketplace
Execute proactive auto-loading: automatically detects and loads agents.md files.
jeremylongshore/tons-of-skills-marketplace
Aggregate and centralize performance metrics from applications, systems, databases, caches, and services.
jeremylongshore/tons-of-skills-marketplace
Execute this skill enables AI assistant to analyze capacity requirements and plan for future growth.
jeremylongshore/tons-of-skills-marketplace
Process use when you need to work with database indexing. An agent skill from jeremylongshore/tons-of-skills-marketplace.
Categories
Apply production-ready Customer.io SDK patterns. An agent skill from jeremylongshore/tons-of-skills-marketplace. Customerio SDK Patterns is an agent skill from jeremylongshore/tons-of-skills-marketplace.io SDK patterns.
Customerio SDK Patterns fits situations like: implementing typed clients; singleton management for customerio-node.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-patterns -a claude-code`. Or copy the skill folder (skills/.curated/customerio-sdk-patterns in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/customerio-sdk-patterns in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-patterns -a codex`. Or copy the skill folder (skills/.curated/customerio-sdk-patterns in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/customerio-sdk-patterns 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 jeremylongshore/tons-of-skills-marketplace --skill customerio-sdk-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/customerio-sdk-patterns, .gemini/skills/customerio-sdk-patterns, .github/skills/customerio-sdk-patterns and .opencode/skills/customerio-sdk-patterns in your project.
Going by SKILL.md and its folder, Customerio SDK Patterns needs credentials named CUSTOMERIO_TRACK_API_KEY and CUSTOMERIO_APP_API_KEY. Our summary lists: Node.js; A credential in CUSTOMERIO_TRACK_API_KEY; A credential in CUSTOMERIO_APP_API_KEY. Its frontmatter pre-approves these tools: Read, Write, Edit, Bash(npm:*), Bash(npx:*), Glob, Grep. Compatibility (from SKILL.md): Designed for Claude Code.
SKILL.md names 2 domains. As links in the text: docs.customer.io and github.com. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
Customerio SDK Patterns is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.5k tokens (SKILL.md is roughly 10k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 1.2k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Customerio SDK Patterns: Mole Bug Patterns (tw93/Mole, 70k stars), Native Data Fetching (CherryHQ/cherry-studio-app, 4k stars), Rust Best Practices (farm-fe/farm, 5.6k stars) and R Function Input Validation (tidyverse/dplyr, 5.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
jeremylongshore (a GitHub user) maintains it in jeremylongshore/tons-of-skills-marketplace, which has 2,827 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 10, 2026.
Source: jeremylongshore/tons-of-skills-marketplace on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.