api-performance-api-performance SKILL.md skillA

api-performance-api-performance from agents-inc/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add agents-inc/skills/api-performance-api-performance@git:20261016.afd0e14

Pins git:20261016.afd0e14 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
agents-inc/skills
Path
src/skills/api-performance-api-performance/SKILL.md
Versions recorded
5
Latest version
git:20261016.afd0e14, committed Oct 16, 2026
First version recorded
Feb 2, 2026
Size
13,745 bytes
Repository stars
26
License
MIT

Query optimization, caching, indexing, connection pooling, async patterns.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Backend Performance Optimization

> **Quick Guide:** Optimize backend performance through database query optimization (indexes, prepared statements, avoiding N+1), caching strategies (cache-aside, write-through), connection pooling, and non-blocking async patterns. Always measure before optimizing -- run EXPLAIN ANALYZE, check event loop lag, and track cache hit rates before adding complexity.

---

<critical_requirements>

## CRITICAL: Before Using This Skill

**(You MUST always release database connections back to the pool using `finally` blocks)**

**(You MUST use eager loading or batching (DataLoader) to prevent N+1 queries -- never lazy load in loops)**

**(You MUST set TTL on all cached data to prevent stale data and memory exhaustion)**

**(You MUST offload CPU-intensive work to Worker Threads -- blocking the event loop degrades all requests)**

</critical_requirements>

---

**Detailed Resources:**

- [examples/core.md](examples/core.md) - Database patterns: connection pooling, N+1 prevention, indexing, prepared statements, pagination
- [examples/caching.md](examples/caching.md) - Cache-aside, write-through, invalidation, key strategies, TTL guidance
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add agents-inc/skills/api-performance-api-performance@sha256:61b670182f80a87f

The line at the top of this page pins the label git:20261016.afd0e14, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_5vywvg6pcu6ywhod.svg)](https://markdownregistry.com/a/art_5vywvg6pcu6ywhod)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Feb 2, 2026 and Oct 16, 2026, about one every 64 days.

versioncommittedcommitsizeaudit
git:20261016.afd0e14 latest2026-10-16 afd0e14 13,745 BA view · diff
git:20260328.f75efbc2026-03-28 f75efbc 13,944 BA view · diff
git:20260320.ead8e052026-03-20 ead8e05 13,962 BA view · diff
git:20260316.5c627832026-03-16 5c62783 13,965 BA view · diff
git:20260202.b2363842026-02-02 b236384 12,587 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (13745 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

agents-inc/skills · 26 stars · license MIT · pushed 2026-10-27 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_5vywvg6pcu6ywhod
GET https://markdownregistry.com/api/v1/resolve?ref=agents-inc/skills/api-performance-api-performance
GET https://markdownregistry.com/api/v1/blob/61b670182f80a87f3444abaeb41d3a42518d7cd33682434a336a3df6f7e0afff

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from agents-inc/skills

ai-infrastructure-huggingface-inference SKILL.md skill
agents-inc/skills · src/skills/ai-infrastructure-huggingface-inference/SKILL.md · Hugging Face Inference SDK patterns for TypeScript/Node.js — InferenceClient setup, chat completion, text generation…
git:20261016.afd0e14 · audit A · 26 stars
ai-infrastructure-litellm SKILL.md skill
agents-inc/skills · src/skills/ai-infrastructure-litellm/SKILL.md · LiteLLM proxy server setup, TypeScript client patterns via OpenAI SDK, model routing, fallbacks, load balancing, spend…
git:20261016.afd0e14 · audit A · 26 stars
ai-infrastructure-modal SKILL.md skill
agents-inc/skills · src/skills/ai-infrastructure-modal/SKILL.md · Serverless GPU compute platform for AI model deployment — web endpoints, GPU functions, model serving, and TypeScript…
git:20261016.afd0e14 · audit A · 26 stars
ai-infrastructure-ollama SKILL.md skill
agents-inc/skills · src/skills/ai-infrastructure-ollama/SKILL.md · Local LLM inference with the Ollama JavaScript client -- chat, streaming, tool calling, vision, embeddings, structured…
git:20261016.afd0e14 · audit B · 26 stars
ai-infrastructure-replicate SKILL.md skill
agents-inc/skills · src/skills/ai-infrastructure-replicate/SKILL.md · Replicate SDK patterns for TypeScript/Node.js -- client setup, predictions, streaming, webhooks, file handling, model…
git:20261016.afd0e14 · audit A · 26 stars
ai-infrastructure-together-ai SKILL.md skill
agents-inc/skills · src/skills/ai-infrastructure-together-ai/SKILL.md · Together AI SDK patterns for TypeScript — client setup, chat completions, streaming, structured output, function…
git:20261016.afd0e14 · audit A · 26 stars
ai-observability-langfuse SKILL.md skill
agents-inc/skills · src/skills/ai-observability-langfuse/SKILL.md · LLM observability with Langfuse — OpenTelemetry-based tracing, evaluations, prompt management, datasets, and production…
git:20261016.afd0e14 · audit A · 26 stars
ai-observability-promptfoo SKILL.md skill
agents-inc/skills · src/skills/ai-observability-promptfoo/SKILL.md · Testing and evaluation framework for LLM prompts and applications -- promptfooconfig.yaml, assertions, model-graded…
git:20261016.afd0e14 · audit A · 26 stars
ai-orchestration-langchain SKILL.md skill
agents-inc/skills · src/skills/ai-orchestration-langchain/SKILL.md · LangChain.js patterns for building LLM applications — chat models, LCEL chains, prompt templates, structured output…
git:20261016.afd0e14 · audit A · 26 stars
ai-orchestration-llamaindex SKILL.md skill
agents-inc/skills · src/skills/ai-orchestration-llamaindex/SKILL.md · LlamaIndex.TS data framework for RAG, indexing, retrieval, query engines, chat engines, and agentic workflows in…
git:20261016.afd0e14 · audit A · 26 stars
ai-orchestration-vercel-ai-sdk SKILL.md skill
agents-inc/skills · src/skills/ai-orchestration-vercel-ai-sdk/SKILL.md · Vercel AI SDK patterns - providers, text generation, streaming, structured output, tool calling, chat UI hooks…
git:20261016.afd0e14 · audit A · 26 stars
ai-patterns-tool-use-patterns SKILL.md skill
agents-inc/skills · src/skills/ai-patterns-tool-use-patterns/SKILL.md · Provider-agnostic patterns for LLM function calling, tool loops, and agentic workflows
git:20261016.afd0e14 · audit A · 26 stars

Every file in agents-inc/skills

Browse by kind, by grade A, or by owner.