Axiom SRE Investigator
openclaw/clawhub
Investigates incidents and production problems with hypothesis-driven debugging, queries Axiom observability data when available, and keeps secrets out of commands and output.
Agent skill
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Design production-grade Sentry architecture for multi-service organizations.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill sentry-reference-architecture -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sentry-reference-architecture --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/sentry-reference-architecture .claude/skills/sentry-reference-architecture && 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 "sentry-reference-architecture" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/sentry-reference-architecture into .claude/skills/sentry-reference-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sentry-reference-architecture", 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/sentry-reference-architectureType 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 sentry-reference-architecture -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sentry-reference-architecture --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/sentry-reference-architecture .agents/skills/sentry-reference-architecture && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "sentry-reference-architecture" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/sentry-reference-architecture into .agents/skills/sentry-reference-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sentry-reference-architecture", 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 sentry-reference-architecture -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sentry-reference-architecture --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/sentry-reference-architecture .cursor/skills/sentry-reference-architecture && 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 "sentry-reference-architecture" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/sentry-reference-architecture into .cursor/skills/sentry-reference-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sentry-reference-architecture", 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/sentry-reference-architecture--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 sentry-reference-architecture -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace sentry-reference-architecture --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/sentry-reference-architecture .gemini/skills/sentry-reference-architecture && 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 "sentry-reference-architecture" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/sentry-reference-architecture into .gemini/skills/sentry-reference-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sentry-reference-architecture", 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 sentry-reference-architectureInstalls 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 sentry-reference-architecture -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/sentry-reference-architecture .github/skills/sentry-reference-architecture && 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 "sentry-reference-architecture" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/sentry-reference-architecture into .github/skills/sentry-reference-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sentry-reference-architecture", 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 sentry-reference-architecture -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 sentry-reference-architecture --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/sentry-reference-architecture .opencode/skills/sentry-reference-architecture && 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 "sentry-reference-architecture" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/sentry-reference-architecture into .opencode/skills/sentry-reference-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "sentry-reference-architecture", 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.
sentry-reference-architectureDesign production-grade Sentry architecture for multi-service organizations.
Sentry Reference Architecture is an agent skill from jeremylongshore/tons-of-skills-marketplace. Design production-grade Sentry architecture for multi-service organizations. Use when planning Sentry rollout, structuring projects across teams, building shared config modules, or setting up distributed tracing. Trigger: "sentry architecture", "sentry project structure", "sentry reference design", "sentry distributed tracing".
Its SKILL.md is about 3.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including reference files (for example `references/alerting-architecture.md`, `references/configuration-patterns.md` and `references/distributed-tracing-architecture.md`). Compatibility notes: Designed for Claude Code
It sits in DevOps & Cloud, covering Observability. It works with Sentry and Slack. 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.
9 steps, taken from the step headings in SKILL.md.
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.
Shell commands in SKILL.md call:
npxgitnpmFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
docs.sentry.iosentry.ionpmjs.comFrom URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
SENTRY_AUTH_TOKENFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Sentry Reference Architecture loads about 3.7k tokens when it runs, and up to ~5k if it reads all its reference files. Until then it costs about 90 tokens; SKILL.md has 526 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 cfae287, republished under its MIT licence (© jeremylongshore). 526 words, ~3,711 tokens.
.claude/skills/sentry-reference-architecture/SKILL.md (or your agent's skills folder). This skill also uses 6 other files; get the full folder from GitHub.Enterprise Sentry architecture patterns for multi-service organizations. Covers centralized configuration, project topology, team-based alert routing, distributed tracing, error middleware, source map management, and a production-ready SentryService wrapper.
@sentry/node v8+ installed (npm install @sentry/node @sentry/profiling-node)Pattern A: One Project Per Service (3+ services, recommended)
Organization: acme-corp
├── Team: platform-eng
│ ├── Project: api-gateway (Node/Express)
│ ├── Project: auth-service (Node/Fastify)
│ └── Project: user-service (Node/Express)
├── Team: payments
│ ├── Project: payment-api (Node/Express)
│ └── Project: billing-worker (Node worker)
└── Team: frontend
├── Project: web-app (React/Next.js)
└── Project: mobile-app (React Native)Benefits: independent quotas, team-scoped alerts, per-service rate limits, isolated release tracking.
Pattern B: Shared Project (< 3 services, single team) — one project with Environment tags (production/staging/dev). Simpler setup; outgrow when alert noise exceeds one team.
Create lib/sentry.ts imported by every service to enforce org-wide defaults:
// lib/sentry.ts
import * as Sentry from '@sentry/node';
import { nodeProfilingIntegration } from '@sentry/profiling-node';
export interface SentryServiceConfig {
serviceName: string;
dsn: string;
environment?: string;
version?: string;
tracesSampleRate?: number;
ignoredTransactions?: string[];
}
export function initSentry(config: SentryServiceConfig): void {
const env = config.environment || process.env.NODE_ENV || 'development';
Sentry.init({
dsn: config.dsn,
environment: env,
release: `${config.serviceName}@${config.version || 'unknown'}`,
serverName: config.serviceName,
tracesSampleRate: config.tracesSampleRate ?? (env === 'production' ? 0.1 : 1.0),
sendDefaultPii: false,
maxBreadcrumbs: 50,
integrations: [nodeProfilingIntegration()],
ignoreErrors: [
'ResizeObserver loop completed with undelivered notifications',
/Loading chunk \d+ failed/,
'AbortError',
],
tracesSampler: ({ name, parentSampled }) => {
if (parentSampled !== undefined) return parentSampled;
const ignored = config.ignoredTransactions || [
'GET /health', 'GET /healthz', 'GET /ready', 'GET /metrics',
];
if (ignored.some(p => name.includes(p))) return 0;
return config.tracesSampleRate ?? (env === 'production' ? 0.1 : 1.0);
},
beforeSend(event) {
if (event.request?.headers) {
delete event.request.headers['authorization'];
delete event.request.headers['cookie'];
delete event.request.headers['x-api-key'];
}
return event;
},
initialScope: {
tags: { service: config.serviceName, team: process.env.TEAM_NAME || 'unassigned' },
},
});
}
export { Sentry };Bootstrap in each service:
import { initSentry } from '@acme/sentry-config';
initSentry({ serviceName: 'api-gateway', dsn: process.env.SENTRY_DSN! });
// Must run BEFORE other imports that need instrumentationExpress:
// lib/sentry-middleware.ts
import * as Sentry from '@sentry/node';
import type { Request, Response, NextFunction, ErrorRequestHandler } from 'express';
export function sentryRequestHandler() {
return (req: Request, _res: Response, next: NextFunction): void => {
Sentry.setTag('http.route', req.route?.path || req.path);
if (req.user) Sentry.setUser({ id: req.user.id });
next();
};
}
export const sentryErrorHandler: ErrorRequestHandler = (err, req, res, _next) => {
const status = (err as any).statusCode || 500;
Sentry.withScope((scope) => {
scope.setLevel(status >= 500 ? 'error' : 'warning');
scope.setTag('http.status_code', String(status));
scope.setContext('request', { method: req.method, url: req.originalUrl });
status >= 500 ? Sentry.captureException(err) : Sentry.captureMessage(err.message, 'warning');
});
res.status(status).json({ error: status >= 500 ? 'Internal server error' : err.message });
};
// Wire: app.use(sentryRequestHandler()) → routes → app.use(sentryErrorHandler)FastAPI (Python):
import sentry_sdk, os
from sentry_sdk.integrations.fastapi import FastApiIntegration
def init_sentry(service_name: str) -> None:
sentry_sdk.init(
dsn=os.environ["SENTRY_DSN"],
environment=os.getenv("ENV", "development"),
release=f"{service_name}@{os.getenv('SERVICE_VERSION', 'unknown')}",
traces_sample_rate=0.1,
send_default_pii=False,
integrations=[FastApiIntegration(transaction_style="endpoint")],
before_send=lambda event, hint: _scrub(event),
)
def _scrub(event):
headers = event.get("request", {}).get("headers", {})
for k in ["authorization", "cookie", "x-api-key"]:
headers.pop(k, None)
return eventHTTP (automatic): SDK v8 auto-propagates sentry-trace + baggage headers on fetch/http. All services in the same org link automatically.
Message queues (manual propagation):
// lib/sentry-queue.ts
import * as Sentry from '@sentry/node';
export function publishWithTrace<T>(queue: string, payload: T, publish: Function) {
return Sentry.startSpan({ name: `queue.publish.${queue}`, op: 'queue.publish' }, async () => {
const headers: Record<string, string> = {};
const span = Sentry.getActiveSpan();
if (span) {
headers['sentry-trace'] = Sentry.spanToTraceHeader(span);
headers['baggage'] = Sentry.spanToBaggageHeader(span) || '';
}
await publish(queue, { payload, headers });
});
}
export function consumeWithTrace<T>(queue: string, msg: { payload: T; headers: Record<string, string> }, handler: (p: T) => Promise<void>) {
return Sentry.continueTrace(
{ sentryTrace: msg.headers['sentry-trace'], baggage: msg.headers['baggage'] },
() => Sentry.startSpan({ name: `queue.process.${queue}`, op: 'queue.process' }, () => handler(msg.payload))
);
}Configure in Project Settings > Ownership Rules:
# .sentry/ownership-rules
path:src/payments/** #payments-team
path:src/auth/** #platform-team
url:*/api/v1/payments/* #payments-team
tags.service:payment-api #payments-team
* #platform-teamAlert tiers:
#!/usr/bin/env bash
# scripts/upload-sourcemaps.sh — run in CI after build
set -euo pipefail
SERVICE="${1:?Usage: upload-sourcemaps.sh <service>}"
RELEASE="${SERVICE}@$(git rev-parse --short HEAD)"
npx @sentry/cli releases new "$RELEASE" --org "$SENTRY_ORG" --project "$SERVICE"
npx @sentry/cli sourcemaps upload --org "$SENTRY_ORG" --project "$SERVICE" \
--release "$RELEASE" --url-prefix "~/" --validate "./services/${SERVICE}/dist/"
npx @sentry/cli releases set-commits "$RELEASE" --org "$SENTRY_ORG" --auto
npx @sentry/cli releases finalize "$RELEASE" --org "$SENTRY_ORG"Webpack plugin alternative (auto-uploads on build):
import { sentryWebpackPlugin } from '@sentry/webpack-plugin';
export default {
devtool: 'source-map',
plugins: [sentryWebpackPlugin({
org: process.env.SENTRY_ORG,
project: 'web-app',
authToken: process.env.SENTRY_AUTH_TOKEN,
sourcemaps: { filesToDeleteAfterUpload: ['./dist/**/*.map'] },
})],
};Wrap internal SDK calls with spans for tracing visibility:
import * as Sentry from '@sentry/node';
export function withSpan<T>(op: string, desc: string, fn: () => Promise<T>, attrs?: Record<string, string | number>): Promise<T> {
return Sentry.startSpan({ name: desc, op, attributes: attrs }, async (span) => {
try { const r = await fn(); span.setStatus({ code: 1, message: 'ok' }); return r; }
catch (e) { span.setStatus({ code: 2, message: String(e) }); throw e; }
});
}
// Usage: await withSpan('payment.charge', 'charge $50', () => gateway.charge(5000, 'usd', custId));Production wrapper with singleton, metrics, and graceful shutdown:
// lib/sentry-service.ts
import * as Sentry from '@sentry/node';
export class SentryService {
private static instance: SentryService | null = null;
private initialized = false;
private constructor(private config: { serviceName: string; dsn: string; version?: string }) {}
static getInstance(config?: { serviceName: string; dsn: string; version?: string }): SentryService {
if (!SentryService.instance) {
if (!config) throw new Error('Config required on first call');
SentryService.instance = new SentryService(config);
}
return SentryService.instance;
}
init(): void {
if (this.initialized) return;
const { initSentry } = require('./sentry');
initSentry(this.config);
this.initialized = true;
}
captureError(error: Error, ctx?: { tags?: Record<string, string>; extra?: Record<string, unknown>; level?: Sentry.SeverityLevel }): string {
return Sentry.withScope((scope) => {
if (ctx?.tags) Object.entries(ctx.tags).forEach(([k, v]) => scope.setTag(k, v));
if (ctx?.extra) Object.entries(ctx.extra).forEach(([k, v]) => scope.setExtra(k, v));
if (ctx?.level) scope.setLevel(ctx.level);
return Sentry.captureException(error);
});
}
async trackOperation<T>(name: string, op: string, fn: () => Promise<T>): Promise<T> {
return Sentry.startSpan({ name, op }, async (span) => {
try { const r = await fn(); span.setStatus({ code: 1, message: 'ok' }); return r; }
catch (e) { span.setStatus({ code: 2, message: String(e) }); Sentry.captureException(e); throw e; }
});
}
async shutdown(timeoutMs = 5000): Promise<void> {
await Sentry.close(timeoutMs);
SentryService.instance = null;
this.initialized = false;
}
}Define health routes BEFORE Sentry middleware so they never create transactions:
app.get('/health', (_req, res) => res.status(200).json({ status: 'ok' }));
app.get('/readiness', async (_req, res) => {
const dbOk = await checkDatabase();
res.status(dbOk ? 200 : 503).json({ db: dbOk });
});
// Combined with tracesSampler (Step 2) dropping /health, /ready, /metricslib/sentry.ts enforcing PII scrubbing, sample rates, and noise filters across all services| Error | Cause | Solution |
|---|---|---|
| Traces not linking cross-service | Missing trace headers in non-HTTP transport | Use publishWithTrace/consumeWithTrace for queues |
init() called multiple times | Multiple imports | Use SentryService singleton (idempotent init) |
| Source maps not resolving | Wrong url-prefix | Use --url-prefix "~/" and --validate flag |
| Alerts routing to wrong team | Ownership rules mismatch | Verify path: rules match source tree; add tags.service: fallback |
| Health checks consuming quota | Probes hitting instrumented routes | Define health routes before middleware; use tracesSampler |
| PII leaking | Missing beforeSend scrubbing | Enforce sendDefaultPii: false + header deletion in shared config |
Bootstrap a service (3 lines):
import { SentryService } from '@acme/sentry-config';
const sentry = SentryService.getInstance({ serviceName: 'user-service', dsn: process.env.SENTRY_DSN! });
sentry.init();Capture with business context:
sentry.captureError(err, {
tags: { 'payment.provider': 'stripe' },
extra: { orderId: order.id, amount: order.total },
level: 'error',
});Track an operation:
const result = await sentry.trackOperation('order.fulfillment', 'business.process', () => fulfillOrder(id));@sentry/browser) for frontend error-to-session correlationcount() by service, level)© 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 6 other files (references) in skills/.curated/sentry-reference-architecture of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit cfae287
Sentry Reference Architecture 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 |
|---|---|---|---|---|---|---|
| Sentry Reference Architecture this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~3.7k | Automated safety check: Pass | MIT | |
| Axiom SRE Investigatoropenclaw/clawhub | 9.5k | — | ~7.1k | Automated safety check: Pass | MIT | |
| Sentry Miniapp SDKlizhiyao/sentry-miniapp | 687 | — | ~5.4k | Automated safety check: Pass | MIT | |
| Logging Observabilitygetsentry/toolkit | 920 | — | ~2.6k | Automated safety check: Pass | Custom licence | |
| Temps Best Practicesgotempsh/temps | 831 | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Debug Cloudflare Workers ObservabilityConsensys/c0 | 105 | — | ~1.2k | Automated safety check: Notes | LGPL-3.0 |
openclaw/clawhub
Investigates incidents and production problems with hypothesis-driven debugging, queries Axiom observability data when available, and keeps secrets out of commands and output.
lizhiyao/sentry-miniapp
Full Sentry SDK setup for Mini Programs — error monitoring, tracing, offline cache, source maps.
getsentry/toolkit
Review code for correct logging and error handling patterns.
gotempsh/temps
Best-practices reference for preparing and instrumenting applications on Temps.
Consensys/c0
Debug deployed Cloudflare Workers using the cfobservability MCP, Wrangler, D1/R2 state, repo evidence, and safe live reproduction.
EliasOulkadi/shokunin
Design error handling, structured logging, and observability with OpenTelemetry (traces, metrics, logs), error classification, recovery patterns (retry with jitter, circuit breaker, bulkhead…
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
Design production-grade Sentry architecture for multi-service organizations. Sentry Reference Architecture is an agent skill from jeremylongshore/tons-of-skills-marketplace. Design production-grade Sentry architecture for multi-service organizations.
Sentry Reference Architecture fits situations like: planning Sentry rollout; structuring projects across teams; building shared config modules; setting up distributed tracing.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill sentry-reference-architecture -a claude-code`. Or copy the skill folder (skills/.curated/sentry-reference-architecture in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/sentry-reference-architecture in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill sentry-reference-architecture -a codex`. Or copy the skill folder (skills/.curated/sentry-reference-architecture in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/sentry-reference-architecture 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 sentry-reference-architecture -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/sentry-reference-architecture, .gemini/skills/sentry-reference-architecture, .github/skills/sentry-reference-architecture and .opencode/skills/sentry-reference-architecture in your project.
Going by SKILL.md and its folder, Sentry Reference Architecture needs the command-line tools its instructions call (npx, git and npm) and credentials named SENTRY_AUTH_TOKEN. Our summary lists: Python 3; Node.js; A credential in SENTRY_AUTH_TOKEN. 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: docs.sentry.io, sentry.io and npmjs.com. 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.
Sentry Reference Architecture is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 3.7k tokens (SKILL.md is roughly 15k 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 1.3k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Sentry Reference Architecture: Axiom SRE Investigator (openclaw/clawhub, 9.5k stars), Sentry Miniapp SDK (lizhiyao/sentry-miniapp, 687 stars), Logging Observability (getsentry/toolkit, 920 stars) and Temps Best Practices (gotempsh/temps, 831 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.