Architecture Selection
rsmdt/the-startup
System architecture patterns including monolith, microservices, event-driven, and serverless, with C4 modeling, scalability strategies, and technology selection criteria.
Agent skill
by jeremylongshore in jeremylongshore/tons-of-skills-marketplace
Choose and implement Claude API architecture patterns for different scales: serverless, microservice, event-driven, and edge deployment.
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill anth-architecture-variants -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace anth-architecture-variants --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/anth-architecture-variants .claude/skills/anth-architecture-variants && 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 "anth-architecture-variants" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/anth-architecture-variants into .claude/skills/anth-architecture-variants/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anth-architecture-variants", 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/anth-architecture-variantsType 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 anth-architecture-variants -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace anth-architecture-variants --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/anth-architecture-variants .agents/skills/anth-architecture-variants && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "anth-architecture-variants" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/anth-architecture-variants into .agents/skills/anth-architecture-variants/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anth-architecture-variants", 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 anth-architecture-variants -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace anth-architecture-variants --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/anth-architecture-variants .cursor/skills/anth-architecture-variants && 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 "anth-architecture-variants" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/anth-architecture-variants into .cursor/skills/anth-architecture-variants/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anth-architecture-variants", 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/anth-architecture-variants--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 anth-architecture-variants -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace anth-architecture-variants --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/anth-architecture-variants .gemini/skills/anth-architecture-variants && 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 "anth-architecture-variants" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/anth-architecture-variants into .gemini/skills/anth-architecture-variants/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anth-architecture-variants", 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 anth-architecture-variantsInstalls 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 anth-architecture-variants -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/anth-architecture-variants .github/skills/anth-architecture-variants && 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 "anth-architecture-variants" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/anth-architecture-variants into .github/skills/anth-architecture-variants/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anth-architecture-variants", 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 anth-architecture-variants -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 anth-architecture-variants --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/anth-architecture-variants .opencode/skills/anth-architecture-variants && 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 "anth-architecture-variants" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/anth-architecture-variants into .opencode/skills/anth-architecture-variants/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anth-architecture-variants", 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.
anth-architecture-variantsChoose and implement Claude API architecture patterns for different scales: serverless, microservice, event-driven, and edge deployment.
Anth Architecture Variants is an agent skill from jeremylongshore/tons-of-skills-marketplace. Choose and implement Claude API architecture patterns for different scales: serverless, microservice, event-driven, and edge deployment. Trigger with phrases like "anthropic architecture", "claude serverless", "claude microservice design", "edge claude deployment".
Its SKILL.md is about 1.9k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: Designed for Claude Code
It sits in Backend & APIs, covering Serverless, Microservices and Deployment. It works with Anthropic API. 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.
5 steps, taken from the first numbered list 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:
ReadWriteEditGrepFrom allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md (its code samples are python).
From the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
platform.claude.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.
Designed for Claude Code
From compatibility in the SKILL.md frontmatter.
Anth Architecture Variants loads about 1.9k tokens when it runs. Until then it costs about 73 tokens; SKILL.md has 464 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). 464 words, ~1,925 tokens.
.claude/skills/anth-architecture-variants/SKILL.md (or your agent's skills folder).Four validated architecture patterns for Claude API integrations at different scales and use cases.
# Best for: < 100 RPM, event-driven, pay-per-invocation
# lambda_function.py
import anthropic
import json
def handler(event, context):
client = anthropic.Anthropic() # Key from Lambda env var
body = json.loads(event["body"])
msg = client.messages.create(
model="claude-haiku-4-20250514", # Haiku for Lambda speed
max_tokens=512,
messages=[{"role": "user", "content": body["prompt"]}]
)
return {
"statusCode": 200,
"body": json.dumps({
"text": msg.content[0].text,
"tokens": msg.usage.input_tokens + msg.usage.output_tokens
})
}Trade-offs: Cold starts add 1-3s. Lambda timeout (15min) limits long generations. No connection pooling between invocations.
# Best for: chatbots, interactive UIs, real-time responses
from fastapi import FastAPI, WebSocket
import anthropic
app = FastAPI()
client = anthropic.Anthropic()
@app.websocket("/chat")
async def chat_ws(websocket: WebSocket):
await websocket.accept()
while True:
prompt = await websocket.receive_text()
with client.messages.stream(
model="claude-sonnet-4-20250514",
max_tokens=2048,
messages=[{"role": "user", "content": prompt}]
) as stream:
for text in stream.text_stream:
await websocket.send_text(text)
await websocket.send_text("[DONE]")# Best for: batch processing, async workflows, high volume
from celery import Celery
import anthropic
app = Celery("tasks", broker="redis://localhost")
@app.task(bind=True, max_retries=3, default_retry_delay=30)
def process_document(self, doc_id: str, content: str):
try:
client = anthropic.Anthropic()
msg = client.messages.create(
model="claude-sonnet-4-20250514",
max_tokens=2048,
messages=[{"role": "user", "content": f"Summarize:\n\n{content}"}]
)
save_result(doc_id, msg.content[0].text)
except anthropic.RateLimitError as e:
self.retry(exc=e, countdown=int(e.response.headers.get("retry-after", 30)))# Best for: complex workflows needing different model strengths
class ClaudeOrchestrator:
def __init__(self):
self.client = anthropic.Anthropic()
def classify_then_respond(self, user_input: str) -> str:
# Step 1: Classify intent with Haiku (fast, cheap)
classification = self.client.messages.create(
model="claude-haiku-4-20250514",
max_tokens=32,
messages=[{
"role": "user",
"content": f"Classify as: question|task|creative|code\nInput: {user_input[:200]}"
}]
)
intent = classification.content[0].text.strip().lower()
# Step 2: Route to optimal model
model = {
"question": "claude-haiku-4-20250514",
"task": "claude-sonnet-4-20250514",
"creative": "claude-sonnet-4-20250514",
"code": "claude-sonnet-4-20250514",
}.get(intent, "claude-sonnet-4-20250514")
# Step 3: Generate response
msg = self.client.messages.create(
model=model,
max_tokens=4096,
messages=[{"role": "user", "content": user_input}]
)
return msg.content[0].text| Factor | Serverless | Microservice | Queue-Based | Orchestrator |
|---|---|---|---|---|
| Latency | High (cold start) | Low (streaming) | N/A (async) | Medium |
| Volume | Low (<100 RPM) | Medium | High | Medium |
| Cost | Pay-per-use | Fixed infra | Batch savings | Optimized per-task |
| Complexity | Low | Medium | Medium | High |
| Best for | APIs, triggers | Chatbots | ETL, processing | Complex workflows |
Produce an architecture decision receipt with selected variant, constraints, trust boundaries, model/workspace scope, scaling and failure controls, aggregate test results, canary outcome, rollback reference, and retention/cleanup status. Exclude all content and secrets.
For a synthetic 20-RPM interactive workload with a strict streaming UX, select the microservice variant, use a shared limiter and a no-op sink, and record scope=staging; external_side_effects=0; canary=pass; rollback=ready. For offline summaries, select the queue/batch variant and retain only aggregate completion counts.
For common pitfalls, see anth-known-pitfalls.
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/.curated/anth-architecture-variants of jeremylongshore/tons-of-skills-marketplace.
Open the folder on GitHubat commit cfae287
Anth Architecture Variants 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 |
|---|---|---|---|---|---|---|
| Anth Architecture Variants this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.9k | Automated safety check: Pass | MIT | |
| Architecture Selectionrsmdt/the-startup | 560 | — | ~1.2k | Automated safety check: Pass | MIT | |
| AWS Serverless Edazxkane/aws-skills | 367 | 4 repos | ~3.2k | Automated safety check: Pass | MIT | |
| NestJS Modular Monolith Architecttech-leads-club/agent-skills | 7k | — | ~3.9k | Automated safety check: Pass | CC-BY-4.0 | |
| Architecture Pattern Selectoralirezarezvani/claude-cto-team | 117 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Microservices ArchitectJeffallan/claude-skills | 12k | — | ~1.8k | Automated safety check: Pass | MIT |
rsmdt/the-startup
System architecture patterns including monolith, microservices, event-driven, and serverless, with C4 modeling, scalability strategies, and technology selection criteria.
zxkane/aws-skills
AWS serverless and event-driven architecture expert based on Well-Architected Framework.
tech-leads-club/agent-skills
Designs scalable NestJS modular monoliths with domain-driven design, Clean Architecture layers and optional CQRS, defining bounded contexts and strict module boundaries.
alirezarezvani/claude-cto-team
Recommend architecture patterns (monolith, microservices, serverless, modular monolith) based on scale, team size, and constraints.
Jeffallan/claude-skills
Designs distributed systems: bounded-context service boundaries, sync and async communication, data ownership, resilience, tracing and rollout strategy.
alirezarezvani/claude-code-skill-factory
Expert AWS solution architecture for startups focusing on serverless, scalable, and cost-effective cloud infrastructure with modern DevOps practices and infrastructure-as-code
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.
Works with
Categories
Choose and implement Claude API architecture patterns for different scales: serverless, microservice, event-driven, and edge deployment. Anth Architecture Variants is an agent skill from jeremylongshore/tons-of-skills-marketplace. Choose and implement Claude API architecture patterns for different scales: serverless, microservice, event-driven, and edge deployment.
Anth Architecture Variants fits situations like: with phrases like anthropic architecture; Claude serverless; Claude microservice design; edge claude deployment.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill anth-architecture-variants -a claude-code`. Or copy the skill folder (skills/.curated/anth-architecture-variants in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/anth-architecture-variants in your project. Claude Code loads it when a task matches its description.
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill anth-architecture-variants -a codex`. Or copy the skill folder (skills/.curated/anth-architecture-variants in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/anth-architecture-variants 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 anth-architecture-variants -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/anth-architecture-variants, .gemini/skills/anth-architecture-variants, .github/skills/anth-architecture-variants and .opencode/skills/anth-architecture-variants in your project.
SKILL.md names no scripts, command-line tools or credentials: Anth Architecture Variants is instructions for the agent only. Our summary lists: Python 3. Its frontmatter pre-approves these tools: Read, Write, Edit, Grep. Compatibility (from SKILL.md): Designed for Claude Code.
SKILL.md names 1 domain. As links in the text: platform.claude.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.
Anth Architecture Variants is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.9k tokens (SKILL.md is roughly 7.7k 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 Anth Architecture Variants: Architecture Selection (rsmdt/the-startup, 560 stars), AWS Serverless Eda (zxkane/aws-skills, 367 stars), NestJS Modular Monolith Architect (tech-leads-club/agent-skills, 7k stars) and Architecture Pattern Selector (alirezarezvani/claude-cto-team, 117 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.