Atlas / Skills / jeremylongshore / Firecrawl Load Scale

Firecrawl Load ScaleSAFE

skills/jeremylongshore/firecrawl-load-scale

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
1.12.0
Hosts
1 documented
License
MIT
Stars
2,823
01

Overview

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Read from source at commit 4f83675ca38aOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
claude-codementioned
03

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: firecrawl-load-scale
description: >-
  Measure Firecrawl throughput under plan, team rate, browser concurrency, queue, timeout, target-policy, and credit constraints. Use when planning or validating scale. Trigger with "load test Firecrawl", "Firecrawl concurrency", or "scale Firecrawl".
allowed-tools: Read,Glob,Grep,Write,Edit
argument-hint: "<repository-path> <load-profile>"
version: 1.12.0
license: MIT
author: Jeremy Longshore <[email protected]>
tags: [saas, firecrawl, performance, capacity]
model: inherit
effort: high
compatibility: "Designed for Claude Code; Firecrawl Cloud work requires network access"
---
# Firecrawl Capacity and Load Validation

## Overview

Find the safe operating envelope with synthetic or explicitly authorized targets. A load test must not become an uncontrolled scrape campaign or consume unapproved credits.

## Prerequisites

- The target repository or integration path and the requested operator outcome.
- The source authorization, data classification, and environment policy.
- Current Firecrawl documentation, credentials only when needed, and an owner for approvals.

## Current Contract

Firecrawl separates per-team requests-per-minute limits from concurrent browser capacity. Work beyond browser capacity can queue, queue time counts against request timeout, and queue status exposes availability. Crawl and batch calls also accept maxConcurrency, while a crawl delay forces concurrency to one.

## Authentication

For authenticated Cloud operations, inject FIRECRAWL_API_KEY from an approved
secret manager. REST requests use Authorization: Bearer with the key. Never print,
commit, transmit, or place a key in a URL. Keyless access is suitable only where
the current documentation explicitly allows it and the workload accepts its
limits; production workflows should make identity and team ownership explicit.

## Instructions

1. Define the approved target set, environment, maximum requests/pages/credits, concurrency steps, duration, stop thresholds, and owner. Prefer a controlled synthetic origin.
2. Measure a single-worker baseline for submission latency, completion latency, throughput, queue time, error classes, origin status, output size, quality, and credit usage.
3. Increase producer concurrency in small steps below the current plan/team limits. Observe Firecrawl queue status and the application's own backlog separately.
4. For crawl or batch, test maxConcurrency and explicit limits; do not assume client request concurrency equals page-processing concurrency.
5. Exercise 429 rate pressure, concurrency queuing, Retry-After handling, timeout, cancellation, partial pagination, and backpressure using synthetic responses before live load.
6. Stop on error, spend, target-load, latency, queue-age, or quality thresholds. Drain or cancel work according to the test plan.
7. Report the sustainable envelope with headroom, bottleneck evidence, configuration, cost, and rollback; never publish captured bodies.

## Tool Discipline

Use Read, Glob, and Grep to inspect code, configuration, tests, and evidence. Use
Write/Edit only for approved implementation or documentation changes. Do not call
Firecrawl, rotate keys, change account settings, scrape a target, or deploy merely
because this skill was invoked.

## Approval Boundaries

Require approval before live load, increasing credits or plan capacity, using third-party targets, changing target delay/concurrency, or extending the test window.

## Output

Return the load profile, target authorization, baseline and stepped metrics, queue behavior, throttle/error counts, credits, sustainable envelope, stop event, cleanup, and capacity recommendation.

## Error Handling

- Queue grows without stable throughput: stop producers and drain before testing another step.
- Target-origin failures rise: treat target protection as a stop condition, not a reason to add proxies.
- Credit telemetry is delayed: hold the next step until async usage settles.

## Examples

- "Can we run 100 workers?" derives the answer from current team limits and a stepped test.
- "Stress a competitor's site" is refused because target authorization is absent.

## Resources

Read [official Firecrawl evidence](references/official-docs.md) before relying on
an endpoint, SDK method, plan limit, price, retention option, or self-hosted release.
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-08 · audit v0.4.1 · source sha 4f83675ca38afull audit observations/trust-audit/skill/jeremylongshore__firecrawl-load-scale.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-084f83675ca38aSAFEB89first audit
06

Questions

What does the Firecrawl Load Scale skill do?

Model-agnostic agent-skills platform with a harness-free canonical layer, verified adapters, and the ccpi package manager. Explore at tonsofskills.com.

Is Firecrawl Load Scale safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Firecrawl Load Scale access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

Which assistants does Firecrawl Load Scale work with?

Its documentation mentions claude-code. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (4f83675ca38a), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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