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Agent skill

Firecrawl Observability

by jeremylongshore in jeremylongshore/tons-of-skills-marketplace

Instrument Firecrawl v2 requests, async jobs, queue pressure, credits, origin status, webhooks, output quality, and downstream delivery without logging content.

MITAuto-check passedDevOps & Cloud

Install Firecrawl Observability

skills CLI
$ npx skills add jeremylongshore/tons-of-skills-marketplace --skill firecrawl-observability -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install jeremylongshore/tons-of-skills-marketplace firecrawl-observability --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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-observability .claude/skills/firecrawl-observability && rm -rf skills-src

Use ~/.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/

Facts

Skill name
firecrawl-observability
GitHub stars
2.8k
Token cost
~1.1k tokens
SKILL.md length
494 words
Files
2 (incl. references)
Skills in repo
3,342
Repo updated
First seen
Licence
MIT

At a glance

Instrument Firecrawl v2 requests, async jobs, queue pressure, credits, origin status, webhooks, output quality, and downstream delivery without logging content.

  • Works in 7 steps: Define SLIs and SLOs for accepted-result… → Instrument each stage with… → Record opaque request/job/webhook IDs… → …
  • Building monitoring
  • SKILL.md covers Overview, Prerequisites, Current Contract and Authentication, plus 7 more sections
  • Needs FIRECRAWL_API_KEY

What it does

Firecrawl Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument Firecrawl v2 requests, async jobs, queue pressure, credits, origin status, webhooks, output quality, and downstream delivery without logging content. Use when building monitoring or SLOs. Trigger with "monitor Firecrawl", "Firecrawl metrics", or "Firecrawl dashboard".

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 DevOps & Cloud, covering Web scraping, Site reliability engineering and Webhooks. 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

  • Building monitoring
  • With monitor Firecrawl
  • Firecrawl metrics
  • Firecrawl dashboard

Example prompts

  • “monitor Firecrawl”
  • “Firecrawl metrics”
  • “Firecrawl dashboard”
  • “/firecrawl-observability”

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.

  1. Define SLIs and SLOs for accepted-result success, end-to-end latency, freshness, queue age, pagination completeness, origin-status…
  2. Instrument each stage with low-cardinality operation, environment, source-class, terminal-state, retry-class, and policy-version labels.
  3. Record opaque request/job/webhook IDs only in access-controlled traces. Hash or classify URLs and exclude custom headers, bodies…
  4. Poll or stream async state within bounds, count every result page, and reconcile submitted, processed, accepted, rejected, stored, and…
  5. Collect queue and credit evidence at a cadence that respects API limits. Account for delayed asynchronous billing before alerting on…
  6. Alert on user-impacting SLO burn, sustained queue pressure, 402/403/429 shifts, origin errors, webhook retry exhaustion, schema rejection…
  7. Run synthetic failure and recovery tests, verify dashboards against raw aggregate counts, and document alert ownership and runbook links.

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:

    • Read
    • Glob
    • Grep
    • Write
    • Edit

    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 Observability loads about 1.1k tokens when it runs, and up to ~1.6k if it reads all its reference files. Until then it costs about 76 tokens; SKILL.md has 494 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~76
When it runs · the whole SKILL.md, loaded when a task matches
~1.1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~1.6k

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). 494 words, ~1,118 tokens.

Download SKILL.mdSave it as .claude/skills/firecrawl-observability/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
firecrawl-observability
description
Instrument Firecrawl v2 requests, async jobs, queue pressure, credits, origin status, webhooks, output quality, and downstream delivery without logging content. Use when building monitoring or SLOs. Trigger with "monitor Firecrawl", "Firecrawl metrics", or "Firecrawl dashboard".
allowed-tools
Read, Glob, Grep, Write, Edit
compatibility
Designed for Claude Code; Firecrawl Cloud work requires network access
argument-hint
<repository-path> <service-or-slo>
version
1.12.0
license
MIT
author
Jeremy Longshore <jeremy@intentsolutions.io>
tags
saas, firecrawl, observability, sre
model
inherit
effort
high

Firecrawl Operational Observability

Overview

Measure the service as a pipeline: submission, Firecrawl processing, origin result, pagination, validation, storage, and freshness. Transport success alone does not prove usable content.

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

Use Credit Usage endpoints and dashboard activity for spend, Queue Status for capacity, job/status APIs for async progress, webhookId for delivery identity, metadata.statusCode for origin response, and creditsUsed where returned. Metric labels must not contain raw URLs, page content, prompts, keys, or unbounded IDs.

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 SLIs and SLOs for accepted-result success, end-to-end latency, freshness, queue age, pagination completeness, origin-status distribution, output quality, webhook recovery, and spend.
  2. Instrument each stage with low-cardinality operation, environment, source-class, terminal-state, retry-class, and policy-version labels.
  3. Record opaque request/job/webhook IDs only in access-controlled traces. Hash or classify URLs and exclude custom headers, bodies, extracted values, screenshots, and secrets.
  4. Poll or stream async state within bounds, count every result page, and reconcile submitted, processed, accepted, rejected, stored, and deleted totals.
  5. Collect queue and credit evidence at a cadence that respects API limits. Account for delayed asynchronous billing before alerting on unexplained deltas.
  6. Alert on user-impacting SLO burn, sustained queue pressure, 402/403/429 shifts, origin errors, webhook retry exhaustion, schema rejection, and freshness lag.
  7. Run synthetic failure and recovery tests, verify dashboards against raw aggregate counts, and document alert ownership and runbook links.
Show full SKILL.md (183 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 adding high-cardinality labels, retaining target identifiers, exporting telemetry to a new provider, or enabling synthetic network calls.

Output

Return the SLI/SLO definitions, event and metric schema, redaction/cardinality rules, dashboard and alert design, reconciliation checks, test results, and runbook ownership.

Error Handling

  • Metrics disagree with job totals: stop reporting completeness until pagination and terminal states reconcile.
  • An alert includes content or a credential: remove it and treat the exposure according to policy.
  • Credit data is delayed: use a settlement window and corroborate with completed-page counts.

Examples

  • "Alert on bad Firecrawl output" combines origin status and content-quality gates, not HTTP success alone.
  • "Label metrics with full URL" is replaced with an approved source class or controlled hash.

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-observability of jeremylongshore/tons-of-skills-marketplace.

  • SKILL.md
  • references/official-docs.md

Open the folder on GitHubat commit cfae287

Compare with similar skills

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Firecrawl Observability compared with similar skills
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Telemetrymagnus919/agent-skills115—~3.9kAutomated safety check: PassMIT
Cx Observability Setupcoralogix/cx-cli121—~2.3kAutomated safety check: PassApache-2.0
Debug Cloudflare Workers ObservabilityConsensys/c0105—~1.2kAutomated safety check: NotesLGPL-3.0
Service Mesh Observabilitywshobson/agents40k9 repos~607Automated safety check: PassMIT

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Works with

Categories

Questions about Firecrawl Observability

What does Firecrawl Observability do?

Instrument Firecrawl v2 requests, async jobs, queue pressure, credits, origin status, webhooks, output quality, and downstream delivery without logging content. Firecrawl Observability is an agent skill from jeremylongshore/tons-of-skills-marketplace. Instrument Firecrawl v2 requests, async jobs, queue pressure, credits, origin status, webhooks, output quality, and downstream delivery without logging content.

When should I use Firecrawl Observability?

Firecrawl Observability fits situations like: building monitoring; with monitor Firecrawl; firecrawl metrics; firecrawl dashboard.

How do I install Firecrawl Observability in Claude Code?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill firecrawl-observability -a claude-code`. Or copy the skill folder (skills/.curated/firecrawl-observability in jeremylongshore/tons-of-skills-marketplace) into .claude/skills/firecrawl-observability in your project. Claude Code loads it when a task matches its description.

How do I install Firecrawl Observability in Codex?

Run `npx skills add jeremylongshore/tons-of-skills-marketplace --skill firecrawl-observability -a codex`. Or copy the skill folder (skills/.curated/firecrawl-observability in jeremylongshore/tons-of-skills-marketplace) into .agents/skills/firecrawl-observability in your project. Codex loads it when a task matches its description.

Can I use Firecrawl Observability 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-observability -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-observability, .gemini/skills/firecrawl-observability, .github/skills/firecrawl-observability and .opencode/skills/firecrawl-observability in your project.

What does Firecrawl Observability need to run?

Going by SKILL.md and its folder, Firecrawl Observability 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 Observability 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 Observability 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 Observability use?

Firecrawl Observability 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 Observability use?

About 1.1k tokens (SKILL.md is roughly 4.5k 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 Observability?

Skills that share tags, products or a category with Firecrawl Observability: Coralogix Docs (coralogix/cx-cli, 121 stars), Telemetry (magnus919/agent-skills, 115 stars), Cx Observability Setup (coralogix/cx-cli, 121 stars) and Debug Cloudflare Workers Observability (Consensys/c0, 105 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Firecrawl Observability?

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.