Firecrawl Scrape
firecrawl/skills
Read a known webpage or execute a discovered workflow or data-provider capability.
Measure Firecrawl throughput under plan, team rate, browser concurrency, queue, timeout, target-policy, and credit constraints.
Install Firecrawl Load Scale
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill firecrawl-load-scale -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace firecrawl-load-scale --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/firecrawl-load-scale .claude/skills/firecrawl-load-scale && 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 "firecrawl-load-scale" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/firecrawl-load-scale into .claude/skills/firecrawl-load-scale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "firecrawl-load-scale", 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/firecrawl-load-scaleType 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 firecrawl-load-scale -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace firecrawl-load-scale --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/firecrawl-load-scale .agents/skills/firecrawl-load-scale && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "firecrawl-load-scale" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/firecrawl-load-scale into .agents/skills/firecrawl-load-scale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "firecrawl-load-scale", 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 firecrawl-load-scale -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace firecrawl-load-scale --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/firecrawl-load-scale .cursor/skills/firecrawl-load-scale && 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 "firecrawl-load-scale" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/firecrawl-load-scale into .cursor/skills/firecrawl-load-scale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "firecrawl-load-scale", 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/firecrawl-load-scale--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 firecrawl-load-scale -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jeremylongshore/tons-of-skills-marketplace firecrawl-load-scale --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/firecrawl-load-scale .gemini/skills/firecrawl-load-scale && 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 "firecrawl-load-scale" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/firecrawl-load-scale into .gemini/skills/firecrawl-load-scale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "firecrawl-load-scale", 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 firecrawl-load-scaleInstalls 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 firecrawl-load-scale -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/firecrawl-load-scale .github/skills/firecrawl-load-scale && 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 "firecrawl-load-scale" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/firecrawl-load-scale into .github/skills/firecrawl-load-scale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "firecrawl-load-scale", 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 firecrawl-load-scale -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 firecrawl-load-scale --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/firecrawl-load-scale .opencode/skills/firecrawl-load-scale && 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 "firecrawl-load-scale" agent skill from https://github.com/jeremylongshore/tons-of-skills-marketplace/tree/main/skills/.curated/firecrawl-load-scale into .opencode/skills/firecrawl-load-scale/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "firecrawl-load-scale", 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.
Facts
- Skill name
firecrawl-load-scale- GitHub stars
- 2.8k
- Token cost
- ~1.1k tokens
- SKILL.md length
- 489 words
- Files
- 2 (incl. references)
- Skills in repo
- 3,342
- Repo updated
- First seen
- Licence
- MIT
At a glance
Measure Firecrawl throughput under plan, team rate, browser concurrency, queue, timeout, target-policy, and credit constraints.
- Works in 7 steps: Define the approved target set,… → Measure a single-worker baseline for… → Increase producer concurrency in small… → …
- Validating scale
- SKILL.md covers Overview, Prerequisites, Current Contract and Authentication, plus 7 more sections
- Needs FIRECRAWL_API_KEY
What it does
Firecrawl Load Scale is an agent skill from jeremylongshore/tons-of-skills-marketplace. 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".
Its SKILL.md is about 1.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/official-docs.md`). Compatibility notes: Designed for Claude Code; Firecrawl Cloud work requires network access
It sits in Data & Analytics, covering Web scraping and Load testing. It works with Firecrawl. 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.
When your agent uses it
- Validating scale
- With load test Firecrawl
- Firecrawl concurrency
- Scale Firecrawl
Example prompts
- “load test Firecrawl”
- “Firecrawl concurrency”
- “scale Firecrawl”
- “/firecrawl-load-scale”
Requirements
- A credential in FIRECRAWL_API_KEY
- Compatibility (from SKILL.md): Designed for Claude Code; Firecrawl Cloud work requires network access
- Pre-approved tools (allowed-tools): Read, Glob, Grep, Write, Edit
Workflow steps
7 steps, taken from the first numbered list in SKILL.md.
- Define the approved target set, environment, maximum requests/pages/credits, concurrency steps, duration, stop thresholds, and owner…
- Measure a single-worker baseline for submission latency, completion latency, throughput, queue time, error classes, origin status, output…
- Increase producer concurrency in small steps below the current plan/team limits. Observe Firecrawl queue status and the application's own…
- For crawl or batch, test maxConcurrency and explicit limits; do not assume client request concurrency equals page-processing concurrency.
- Exercise 429 rate pressure, concurrency queuing, Retry-After handling, timeout, cancellation, partial pagination, and backpressure using…
- Stop on error, spend, target-load, latency, queue-age, or quality thresholds. Drain or cancel work according to the test plan.
- Report the sustainable envelope with headroom, bottleneck evidence, configuration, cost, and rollback; never publish captured bodies.
What it can do on your machine
Read from SKILL.md and the folder at commit cfae287. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
ReadGlobGrepWriteEdit
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
FIRECRAWL_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Compatibility
Designed for Claude Code; Firecrawl Cloud work requires network access
From compatibility in the SKILL.md frontmatter.
Context cost
Firecrawl Load Scale loads about 1.1k tokens when it runs, and up to ~1.5k if it reads all its reference files. Until then it costs about 68 tokens; SKILL.md has 489 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.
Safety
Auto-check passed
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.
SKILL.md
The full file from jeremylongshore/tons-of-skills-marketplace at commit cfae287, republished under its MIT licence (© jeremylongshore). 489 words, ~1,090 tokens.
Download SKILL.mdSave it as
.claude/skills/firecrawl-load-scale/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- 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
- compatibility
- Designed for Claude Code; Firecrawl Cloud work requires network access
- argument-hint
- <repository-path> <load-profile>
- version
- 1.12.0
- license
- MIT
- author
- Jeremy Longshore <jeremy@intentsolutions.io>
- tags
- saas, firecrawl, performance, capacity
- model
- inherit
- effort
- high
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
- Define the approved target set, environment, maximum requests/pages/credits, concurrency steps, duration, stop thresholds, and owner. Prefer a controlled synthetic origin.
- Measure a single-worker baseline for submission latency, completion latency, throughput, queue time, error classes, origin status, output size, quality, and credit usage.
- Increase producer concurrency in small steps below the current plan/team limits. Observe Firecrawl queue status and the application's own backlog separately.
- For crawl or batch, test maxConcurrency and explicit limits; do not assume client request concurrency equals page-processing concurrency.
- Exercise 429 rate pressure, concurrency queuing, Retry-After handling, timeout, cancellation, partial pagination, and backpressure using synthetic responses before live load.
- Stop on error, spend, target-load, latency, queue-age, or quality thresholds. Drain or cancel work according to the test plan.
- Report the sustainable envelope with headroom, bottleneck evidence, configuration, cost, and rollback; never publish captured bodies.
Show full SKILL.md (181 more words)Show less
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 before relying on an endpoint, SDK method, plan limit, price, retention option, or self-hosted release.
© jeremylongshore, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file (references) in skills/.curated/firecrawl-load-scale of jeremylongshore/tons-of-skills-marketplace.
- SKILL.md
- references/official-docs.md
Open the folder on GitHubat commit cfae287
Compare with similar skills
Firecrawl Load Scale 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 |
|---|---|---|---|---|---|---|
| Firecrawl Load Scale this skilljeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~1.1k | Automated safety check: Pass | MIT | |
| Firecrawl Scrapefirecrawl/skills | 117 | — | ~1.8k | Automated safety check: Pass | ISC | |
| Firecrawl Agentfirecrawl/skills | 117 | — | ~1.2k | Automated safety check: Pass | ISC | |
| Firecrawl Company Directoriesfirecrawl/skills | 117 | — | ~557 | Automated safety check: Pass | ISC | |
| Firecrawl Competitive Intelfirecrawl/skills | 117 | — | ~604 | Automated safety check: Pass | ISC | |
| Firecrawlzapier/connectors | 177 | — | ~4.2k | Automated safety check: Pass | Elastic-2.0 |
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- Official
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Works with
Categories
Questions about Firecrawl Load Scale
What does Firecrawl Load Scale do?
Measure Firecrawl throughput under plan, team rate, browser concurrency, queue, timeout, target-policy, and credit constraints. Firecrawl Load Scale is an agent skill from jeremylongshore/tons-of-skills-marketplace. Measure Firecrawl throughput under plan, team rate, browser concurrency, queue, timeout, target-policy, and credit constraints.
When should I use Firecrawl Load Scale?
Firecrawl Load Scale fits situations like: validating scale; with load test Firecrawl; firecrawl concurrency; scale Firecrawl.
How do I install Firecrawl Load Scale in Claude Code?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill firecrawl-load-scale -a claude-code`. Or copy the skill folder (skills/.curated/firecrawl-load-scale in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/firecrawl-load-scale in your project. Claude Code loads it when a task matches its description.
How do I install Firecrawl Load Scale in Codex?
Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill firecrawl-load-scale -a codex`. Or copy the skill folder (skills/.curated/firecrawl-load-scale in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/firecrawl-load-scale in your project. Codex loads it when a task matches its description.
Can I use Firecrawl Load Scale in Cursor, Gemini CLI or GitHub Copilot?
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 firecrawl-load-scale -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/firecrawl-load-scale, .gemini/skills/firecrawl-load-scale, .github/skills/firecrawl-load-scale and .opencode/skills/firecrawl-load-scale in your project.
What does Firecrawl Load Scale need to run?
Going by SKILL.md and its folder, Firecrawl Load Scale needs credentials named FIRECRAWL_API_KEY. Our summary lists: A credential in FIRECRAWL_API_KEY. Its frontmatter pre-approves these tools: Read, Glob, Grep, Write, Edit. Compatibility (from SKILL.md): Designed for Claude Code; Firecrawl Cloud work requires network access.
Does Firecrawl Load Scale access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Firecrawl Load Scale safe to install?
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.
What licence does Firecrawl Load Scale use?
Firecrawl Load Scale is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Firecrawl Load Scale use?
About 1.1k tokens (SKILL.md is roughly 4.4k 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 439 tokens, read only when the agent opens those files.
What are the alternatives to Firecrawl Load Scale?
Skills that share tags, products or a category with Firecrawl Load Scale: Firecrawl Scrape (firecrawl/skills, 117 stars), Firecrawl Agent (firecrawl/skills, 117 stars), Firecrawl Company Directories (firecrawl/skills, 117 stars) and Firecrawl Competitive Intel (firecrawl/skills, 117 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Firecrawl Load Scale?
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.