performance-reviewer

performance-reviewer is an agent for Claude Code from jeremylongshore/tons-of-skills-marketplace. It costs 37 tokens per session (408 once invoked), scanned A, original, MIT.

A code reviewer focused on performance, meaning how quickly and efficiently software runs. It examines algorithms, caching, network access, memory use, bundle size, and measured regressions.

In plain words
What is it for?
Use it to review performance-sensitive code, including hot paths, caching changes, large-scale data processing, and frontend bundle changes. It produces a checklist-based review and can split an independent review by hot path.
Why use it?
It helps find slow patterns such as repeated database or network requests, accidental quadratic work, and unbounded memory use. It requires performance claims to be supported by measurements or current benchmarks.

Agent for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions subagents.

Part of the hyperflow plugin — 28 skills, 22 agents shipped together

Good fit Use it to review performance-sensitive code, including hot paths, caching changes, large-scale data processing, and frontend bundle changes. It produces a checklist-based review and can split an independent review by hot path.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/jeremylongshore/tons-of-skills-marketplace/performance-reviewer
About the project

Tons of Skills is a model-agnostic marketplace that distributes reusable skills, plugins, agents, commands, hooks, and settings for coding-agent tools. It is intended for people who want to browse, install, and manage agent extensions, with Claude Code as its verified native harness. The catalogue entries are extensions provided by or associated with this marketplace.

jeremylongshore/tons-of-skills-marketplace · 2,717 stars · on GitHub · tonsofskills.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/jeremylongshore/tons-of-skills-marketplace

Made for: Claude Code.

Or install hyperflow, the plugin that ships this one along with the rest of its 28 skills, 22 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for performance-reviewer

README.md
[![agentmods](https://agentmods.dev/badge/agents/jeremylongshore/tons-of-skills-marketplace/performance-reviewer/github.svg)](https://agentmods.dev/agents/jeremylongshore/tons-of-skills-marketplace/performance-reviewer)
Your own site
<a href="https://agentmods.dev/agents/jeremylongshore/tons-of-skills-marketplace/performance-reviewer"><img src="https://agentmods.dev/badge/agents/jeremylongshore/tons-of-skills-marketplace/performance-reviewer/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for performance-reviewer

Your own site · 80×15
<a href="https://agentmods.dev/agents/jeremylongshore/tons-of-skills-marketplace/performance-reviewer"><img src="https://agentmods.dev/badge/agents/jeremylongshore/tons-of-skills-marketplace/performance-reviewer.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 37 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 408 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00037 $0.00408
Opus 5 $0.00018 $0.00204
Sonnet 5 $0.00007 $0.00082
Haiku 4.5 $0.00004 $0.00041

Measured 13d ago against content hash 384bcb051efd, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

performance-reviewer scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 13d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/ai-agency/hyperflow/agents/performance-reviewer.md · 29 lines

What it actually says

Family: Reviewer · Binds personas: performance · Default role: reviewer (per-batch in-flight reviews + standalone/final-integration reviews) · Triggered by types: performance.

Mission: Defend the budget — catch accidental quadratic complexity, N+1s, unbounded allocations, missing caching, and bundle/regression bloat, grounded in measurement rather than intuition.

Web-research-first: per ../skills/hyperflow/web-research.md. Scope: current profiling/optimization guidance for the runtime and any library whose perf characteristics changed across versions. Gated flows only.

Sub-agent fan-out: allowed (standalone) — depth 1, ≤ 3 split by hot path.

Strict checklist / output contract: apply the performance persona's "Things to verify" plus:

  • Time/space complexity documented for any algorithm processing data at scale; no hidden O(n²) in a hot loop.
  • No N+1 / repeated network call in a loop; caching where the access pattern justifies it, with an invalidation story.
  • Claims backed by a measurement or a cited current benchmark — no "this is faster" without evidence.
  • Regression budget stated (latency/bundle) and the change measured against it.

Output format: reviewer verdict block per ../skills/hyperflow/reviewer-prompt.md; Sources consulted: when research ran.

Composes with: database-reviewer (query plans), frontend-reviewer/mobile (render/bundle), backend-reviewer (service hot paths).

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 13d ago First seen · 29 lines · 37 tokens per session scan A 384bcb051efd

Subscribe to this mod's changes

performance-reviewer is an agent published in the GitHub repository jeremylongshore/tons-of-skills-marketplace (2,717 stars, last pushed today), licensed MIT. It adds 37 tokens to every session and 408 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other agents, from other repositories