Error Handling
CloudAI-X/claude-workflow-v2
Implements error handling patterns, structured logging, retry strategies, circuit breakers, and graceful degradation.
Agent skill
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Implement Customer.io reliability and fault-tolerance patterns.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill customerio-reliability-patterns -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace customerio-reliability-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-reliability-patterns .claude/skills/customerio-reliability-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-reliability-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-reliability-patterns into .claude/skills/customerio-reliability-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-reliability-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-reliability-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-reliability-patterns -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace customerio-reliability-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-reliability-patterns .agents/skills/customerio-reliability-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-reliability-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-reliability-patterns into .agents/skills/customerio-reliability-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-reliability-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-reliability-patterns -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace customerio-reliability-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-reliability-patterns .cursor/skills/customerio-reliability-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-reliability-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-reliability-patterns into .cursor/skills/customerio-reliability-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-reliability-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-reliability-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-reliability-patterns -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace customerio-reliability-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-reliability-patterns .gemini/skills/customerio-reliability-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-reliability-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-reliability-patterns into .gemini/skills/customerio-reliability-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-reliability-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-reliability-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-reliability-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-reliability-patterns .github/skills/customerio-reliability-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-reliability-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-reliability-patterns into .github/skills/customerio-reliability-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-reliability-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-reliability-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-reliability-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-reliability-patterns .opencode/skills/customerio-reliability-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-reliability-patterns" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/customerio-reliability-patterns into .opencode/skills/customerio-reliability-patterns/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "customerio-reliability-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-reliability-patternsImplement Customer.io reliability and fault-tolerance patterns.
Customerio Reliability Patterns is an agent skill from jeremylongshore/tons-of-skills-marketplace. Implement Customer.io reliability and fault-tolerance patterns. Use when building circuit breakers, fallback queues, idempotency, or graceful degradation for Customer.io integrations. Trigger: "customer.io reliability", "customer.io resilience", "customer.io circuit breaker", "customer.io fault tolerance".
Its SKILL.md is about 2.8k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including reference files (for example `references/implementation-guide.md` and `references/implementation.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 80f86df. 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):
martinfowler.comaws.amazon.combullmq.ioFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
CUSTOMERIO_TRACK_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 Reliability Patterns loads about 2.8k tokens when it runs, and up to ~5.8k if it reads all its reference files. Until then it costs about 85 tokens; SKILL.md has 343 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 jeremylongshore/tons-of-skills-marketplace at commit 80f86df, republished under its MIT licence (© jeremylongshore). 343 words, ~2,756 tokens.
.claude/skills/customerio-reliability-patterns/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.| Condition | Safe response |
|---|---|
| Provider returns transient failure | Retry with bounded exponential backoff and preserve the idempotency key. |
| Event may be duplicated | Deduplicate by the stable event/correlation key before triggering downstream action. |
| Replay could resend customer messaging | Require consent/segment review and replay only the scoped failed set. |
| Dead-letter queue grows | Alert the owner, quarantine malformed payloads, and fix the contract before bulk replay. |
Store an immutable event ID and delivery state, retry 429/5xx responses with bounded backoff, and send terminal failures to a protected dead-letter queue. After the schema fix, replay only those records whose consent and idempotency checks still pass.
Implement fault-tolerant Customer.io integrations: circuit breaker (stop cascading failures), retry with jitter (handle transient errors), fallback queue (survive outages), idempotency guard (prevent duplicates), and graceful degradation (never crash your app for analytics).
// lib/circuit-breaker.ts
type CircuitState = "CLOSED" | "OPEN" | "HALF_OPEN";
export class CircuitBreaker {
private state: CircuitState = "CLOSED";
private failureCount = 0;
private successCount = 0;
private lastFailureTime = 0;
constructor(
private readonly failureThreshold: number = 5,
private readonly successThreshold: number = 3,
private readonly resetTimeoutMs: number = 30000
) {}
get currentState(): CircuitState {
if (this.state === "OPEN") {
// Check if enough time has passed to try again
if (Date.now() - this.lastFailureTime > this.resetTimeoutMs) {
this.state = "HALF_OPEN";
this.successCount = 0;
}
}
return this.state;
}
async execute<T>(fn: () => Promise<T>): Promise<T> {
if (this.currentState === "OPEN") {
throw new Error("Circuit breaker is OPEN — Customer.io calls blocked");
}
try {
const result = await fn();
this.onSuccess();
return result;
} catch (err) {
this.onFailure();
throw err;
}
}
private onSuccess(): void {
this.failureCount = 0;
if (this.state === "HALF_OPEN") {
this.successCount++;
if (this.successCount >= this.successThreshold) {
this.state = "CLOSED";
console.log("Circuit breaker: CLOSED (recovered)");
}
}
}
private onFailure(): void {
this.failureCount++;
this.lastFailureTime = Date.now();
if (this.failureCount >= this.failureThreshold) {
this.state = "OPEN";
console.warn(
`Circuit breaker: OPEN (${this.failureCount} failures). ` +
`Will retry in ${this.resetTimeoutMs / 1000}s`
);
}
}
getStatus(): { state: CircuitState; failures: number; lastFailure: Date | null } {
return {
state: this.currentState,
failures: this.failureCount,
lastFailure: this.lastFailureTime ? new Date(this.lastFailureTime) : null,
};
}
}// lib/retry.ts
export async function retryWithJitter<T>(
fn: () => Promise<T>,
maxRetries = 3,
baseDelayMs = 1000
): Promise<T> {
for (let attempt = 0; attempt <= maxRetries; attempt++) {
try {
return await fn();
} catch (err: any) {
const status = err.statusCode ?? err.status;
// Don't retry client errors (except 429)
if (status >= 400 && status < 500 && status !== 429) throw err;
if (attempt === maxRetries) throw err;
// Exponential backoff: 1s, 2s, 4s + random jitter up to 30%
const delay = baseDelayMs * Math.pow(2, attempt);
const jitter = delay * 0.3 * Math.random();
await new Promise((r) => setTimeout(r, delay + jitter));
}
}
throw new Error("Unreachable");
}// lib/customerio-fallback.ts
import { Queue, Worker } from "bullmq";
import { TrackClient, RegionUS } from "customerio-node";
const REDIS_URL = process.env.REDIS_URL ?? "redis://localhost:6379";
// Queue for operations that fail when circuit breaker is open
const fallbackQueue = new Queue("cio:fallback", {
connection: { url: REDIS_URL },
defaultJobOptions: {
attempts: 10,
backoff: { type: "exponential", delay: 60000 }, // Start at 1 min
removeOnComplete: 1000,
removeOnFail: 5000,
},
});
export async function enqueueFallback(
operation: "identify" | "track" | "suppress",
data: Record<string, any>
): Promise<void> {
await fallbackQueue.add(operation, data);
console.log(`CIO fallback: queued ${operation} (circuit open)`);
}
// Worker processes fallback queue when CIO is back up
export function startFallbackWorker(): void {
const cio = new TrackClient(
process.env.CUSTOMERIO_SITE_ID!,
process.env.CUSTOMERIO_TRACK_API_KEY!,
{ region: RegionUS }
);
new Worker("cio:fallback", async (job) => {
switch (job.name) {
case "identify":
await cio.identify(job.data.userId, job.data.attrs);
break;
case "track":
await cio.track(job.data.userId, job.data.event);
break;
case "suppress":
await cio.suppress(job.data.userId);
break;
}
}, {
connection: { url: REDIS_URL },
concurrency: 5,
});
}// lib/customerio-resilient.ts
import { TrackClient, RegionUS } from "customerio-node";
import { CircuitBreaker } from "./circuit-breaker";
import { retryWithJitter } from "./retry";
import { enqueueFallback } from "./customerio-fallback";
export class ResilientCioClient {
private client: TrackClient;
private breaker: CircuitBreaker;
constructor(siteId: string, apiKey: string) {
this.client = new TrackClient(siteId, apiKey, { region: RegionUS });
this.breaker = new CircuitBreaker(5, 3, 30000);
}
async identify(userId: string, attrs: Record<string, any>): Promise<void> {
try {
await this.breaker.execute(() =>
retryWithJitter(() => this.client.identify(userId, attrs))
);
} catch (err: any) {
if (err.message.includes("Circuit breaker is OPEN")) {
await enqueueFallback("identify", { userId, attrs });
return; // Queued for later — don't throw
}
// For non-circuit errors, log but don't crash the app
console.error(`CIO identify failed for ${userId}: ${err.message}`);
}
}
async track(
userId: string,
name: string,
data?: Record<string, any>
): Promise<void> {
try {
await this.breaker.execute(() =>
retryWithJitter(() =>
this.client.track(userId, { name, data })
)
);
} catch (err: any) {
if (err.message.includes("Circuit breaker is OPEN")) {
await enqueueFallback("track", { userId, event: { name, data } });
return;
}
console.error(`CIO track failed for ${userId}/${name}: ${err.message}`);
}
}
getHealthStatus() {
return this.breaker.getStatus();
}
}// lib/idempotency.ts
import { createHash } from "crypto";
const processedOps = new Map<string, number>();
const MAX_ENTRIES = 100_000;
const TTL_MS = 5 * 60 * 1000; // 5 minutes
export function isIdempotent(
operation: string,
userId: string,
data: any
): boolean {
const hash = createHash("sha256")
.update(`${operation}:${userId}:${JSON.stringify(data)}`)
.digest("hex")
.substring(0, 16);
const existing = processedOps.get(hash);
if (existing && Date.now() - existing < TTL_MS) {
return true; // Already processed within TTL
}
processedOps.set(hash, Date.now());
// Prune old entries
if (processedOps.size > MAX_ENTRIES) {
const cutoff = Date.now() - TTL_MS;
for (const [key, time] of processedOps) {
if (time < cutoff) processedOps.delete(key);
}
}
return false;
}// routes/health.ts — include circuit breaker status
import { ResilientCioClient } from "../lib/customerio-resilient";
const cio = new ResilientCioClient(
process.env.CUSTOMERIO_SITE_ID!,
process.env.CUSTOMERIO_TRACK_API_KEY!
);
app.get("/health/customerio", (_req, res) => {
const status = cio.getHealthStatus();
const healthy = status.state === "CLOSED";
res.status(healthy ? 200 : 503).json({
customerio: {
circuit_state: status.state,
failure_count: status.failures,
last_failure: status.lastFailure?.toISOString() ?? null,
},
});
});| Scenario | Pattern | Priority |
|---|---|---|
| Transient 5xx errors | Retry with jitter | Must have |
| Extended Customer.io outage | Circuit breaker + fallback queue | Must have |
| Duplicate events from retries | Idempotency guard | Should have |
| App must never crash for tracking | Graceful degradation (catch all) | Must have |
| Need visibility into reliability | Health check endpoint | Should have |
After reliability patterns, proceed to customerio-load-scale for load testing and scaling.
© 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 2 other files (references) in skills/.curated/customerio-reliability-patterns of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit 80f86df
Customerio Reliability 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 Reliability Patterns this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~2.8k | Automated safety check: Pass | MIT | |
| Error HandlingCloudAI-X/claude-workflow-v2 | 1.4k | — | ~3.4k | Automated safety check: Pass | MIT | |
| Review Hog Perspective Performance ReliabilityPostHog/posthog | 40k | — | ~1k | Automated safety check: Pass | Custom licence | |
| 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 |
CloudAI-X/claude-workflow-v2
Implements error handling patterns, structured logging, retry strategies, circuit breakers, and graceful degradation.
PostHog/posthog
The Performance & Reliability review perspective for PostHog Review.
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.
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
Implement Customer.io reliability and fault-tolerance patterns. Customerio Reliability Patterns is an agent skill from jeremylongshore/tons-of-skills-marketplace.io reliability and fault-tolerance patterns.
Customerio Reliability Patterns fits situations like: building circuit breakers; fallback queues; graceful degradation for Customer.io integrations.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill customerio-reliability-patterns -a claude-code`. Or copy the skill folder (skills/.curated/customerio-reliability-patterns in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/customerio-reliability-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-reliability-patterns -a codex`. Or copy the skill folder (skills/.curated/customerio-reliability-patterns in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/customerio-reliability-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-reliability-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-reliability-patterns, .gemini/skills/customerio-reliability-patterns, .github/skills/customerio-reliability-patterns and .opencode/skills/customerio-reliability-patterns in your project.
Going by SKILL.md and its folder, Customerio Reliability Patterns needs credentials named CUSTOMERIO_TRACK_API_KEY. Our summary lists: A credential in CUSTOMERIO_TRACK_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 3 domains. As links in the text: martinfowler.com, aws.amazon.com and bullmq.io. 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.
Customerio Reliability 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 2.8k 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. Its references folder adds about 3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Customerio Reliability Patterns: Error Handling (CloudAI-X/claude-workflow-v2, 1.4k stars), Review Hog Perspective Performance Reliability (PostHog/posthog, 40k stars), Mole Bug Patterns (tw93/Mole, 70k stars) and Native Data Fetching (CherryHQ/cherry-studio-app, 4k 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 2,825 GitHub stars. The repository holds 3,342 skills in this directory. The repository was last updated on October 9, 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.