chore: delete all cassettes and update conftest

This commit is contained in:
Greyson LaLonde
2025-11-08 01:54:25 -05:00
parent 996c53228b
commit b9bc5714c3
41 changed files with 46 additions and 5810 deletions

View File

@@ -5,18 +5,6 @@ on: [pull_request]
permissions:
contents: read
env:
OPENAI_API_KEY: fake-api-key
PYTHONUNBUFFERED: 1
BRAVE_API_KEY: fake-brave-key
SNOWFLAKE_USER: fake-snowflake-user
SNOWFLAKE_PASSWORD: fake-snowflake-password
SNOWFLAKE_ACCOUNT: fake-snowflake-account
SNOWFLAKE_WAREHOUSE: fake-snowflake-warehouse
SNOWFLAKE_DATABASE: fake-snowflake-database
SNOWFLAKE_SCHEMA: fake-snowflake-schema
EMBEDCHAIN_DB_URI: sqlite:///test.db
jobs:
tests:
name: tests (${{ matrix.python-version }})
@@ -84,26 +72,20 @@ jobs:
# fi
cd lib/crewai && uv run pytest \
--block-network \
--timeout=30 \
-vv \
--splits 8 \
--group ${{ matrix.group }} \
$DURATIONS_ARG \
--durations=10 \
-n auto \
--maxfail=3
- name: Run tool tests (group ${{ matrix.group }} of 8)
run: |
cd lib/crewai-tools && uv run pytest \
--block-network \
--timeout=30 \
-vv \
--splits 8 \
--group ${{ matrix.group }} \
--durations=10 \
-n auto \
--maxfail=3

View File

@@ -7,11 +7,12 @@ from pathlib import Path
from typing import Any, cast
from crewai.tools.base_tool import BaseTool, EnvVar
from crewai_tools import tools
from pydantic import BaseModel
from pydantic.json_schema import GenerateJsonSchema
from pydantic_core import PydanticOmit
from crewai_tools import tools
class SchemaGenerator(GenerateJsonSchema):
def handle_invalid_for_json_schema(self, schema, error_info):

View File

@@ -91,7 +91,7 @@ class EmbeddingService:
"azure": "AZURE_OPENAI_API_KEY",
"amazon-bedrock": "AWS_ACCESS_KEY_ID", # or AWS_PROFILE
"cohere": "COHERE_API_KEY",
"google-generativeai": "GOOGLE_API_KEY",
"google-generativeai": "GEMINI_API_KEY",
"google-vertex": "GOOGLE_APPLICATION_CREDENTIALS",
"huggingface": "HUGGINGFACE_API_KEY",
"jina": "JINA_API_KEY",

View File

@@ -247,7 +247,7 @@ class StagehandTool(BaseTool):
if "claude" in model_str.lower() or "anthropic" in model_str.lower():
return self.model_api_key or os.getenv("ANTHROPIC_API_KEY")
if "gemini" in model_str.lower():
return self.model_api_key or os.getenv("GOOGLE_API_KEY")
return self.model_api_key or os.getenv("GEMINI_API_KEY")
# Default to trying OpenAI, then Anthropic
return (
self.model_api_key
@@ -313,7 +313,7 @@ class StagehandTool(BaseTool):
if not model_api_key:
raise ValueError(
"No appropriate API key found for model. Please set OPENAI_API_KEY, ANTHROPIC_API_KEY, or GOOGLE_API_KEY"
"No appropriate API key found for model. Please set OPENAI_API_KEY, ANTHROPIC_API_KEY, or GEMINI_API_KEY"
)
# Build the StagehandConfig with proper parameter names

View File

@@ -1,21 +0,0 @@
import pytest
def pytest_configure(config):
"""Register custom markers."""
config.addinivalue_line("markers", "integration: mark test as an integration test")
config.addinivalue_line("markers", "asyncio: mark test as an async test")
# Set the asyncio loop scope through ini configuration
config.inicfg["asyncio_mode"] = "auto"
@pytest.fixture(scope="function")
def event_loop():
"""Create an instance of the default event loop for each test case."""
import asyncio
loop = asyncio.new_event_loop()
asyncio.set_event_loop(loop)
yield loop
loop.close()

View File

@@ -2,7 +2,7 @@ import json
from unittest import mock
from crewai.tools.base_tool import BaseTool, EnvVar
from generate_tool_specs import ToolSpecExtractor
from crewai_tools.generate_tool_specs import ToolSpecExtractor
from pydantic import BaseModel, Field
import pytest
@@ -61,8 +61,8 @@ def test_unwrap_schema(extractor):
@pytest.fixture
def mock_tool_extractor(extractor):
with (
mock.patch("generate_tool_specs.dir", return_value=["MockTool"]),
mock.patch("generate_tool_specs.getattr", return_value=MockTool),
mock.patch("crewai_tools.generate_tool_specs.dir", return_value=["MockTool"]),
mock.patch("crewai_tools.generate_tool_specs.getattr", return_value=MockTool),
):
extractor.extract_all_tools()
assert len(extractor.tools_spec) == 1

View File

@@ -1,289 +0,0 @@
interactions:
- request:
body: '{"url": "https://firecrawl.dev", "includeTags": [], "excludeTags": [],
"onlyMainContent": true, "waitFor": 0, "skipTlsVerification": true, "removeBase64Images":
true, "fastMode": false, "blockAds": true, "storeInCache": true, "maxAge": 172800000,
"formats": ["markdown"], "headers": {}, "mobile": false, "proxy": "auto", "origin":
"python-sdk@4.5.0"}'
headers:
Accept:
- '*/*'
Accept-Encoding:
- gzip, deflate, zstd
Connection:
- keep-alive
Content-Length:
- '350'
Content-Type:
- application/json
User-Agent:
- python-requests/2.32.5
method: POST
uri: https://api.firecrawl.dev/v2/scrape
response:
body:
string: "{\"success\":true,\"data\":{\"markdown\":\"We just raised our Series
A and shipped Firecrawl /v2 \U0001F389. [Read the blog.](https://www.firecrawl.dev/blog/firecrawl-v2-series-a-announcement)\\n\\n[2
Months Free \u2014 Annually](https://www.firecrawl.dev/pricing)\\n\\n# Turn
websites into LLM-ready data\\n\\nPower your AI apps with clean web data\\n\\nfrom
any website. [It's also open source.](https://github.com/firecrawl/firecrawl)\\n\\nScrape\\n\\nSearch\\nNew\\n\\nMap\\n\\nCrawl\\n\\nScrape\\n\\nLogo\\n\\nNavigation\\n\\nButton\\n\\nH1
Title\\n\\nDescription\\n\\nCTA Button\\n\\n\\\\[ .JSON \\\\]\\n\\n```json\\n1[\\\\\\n2
\ {\\\\\\n3 \\\"url\\\": \\\"https://example.com\\\",\\\\\\n4 \\\"markdown\\\":
\\\"# Getting Started...\\\",\\\\\\n5 \\\"json\\\": { \\\"title\\\": \\\"Guide\\\",
\\\"docs\\\": \\\"...\\\" },\\\\\\n6 \\\"screenshot\\\": \\\"https://example.com/hero.png\\\"\\\\\\n7
\ }\\\\\\n8]\\n```\\n\\nScrape Completed\\n\\nTrusted by5000+\\n\\ncompaniesof
all sizes\\n\\n![Logo 17](https://www.firecrawl.dev/assets-original/logocloud/17.png)\\n\\n![Logo
18](https://www.firecrawl.dev/assets-original/logocloud/18.png)\\n\\n![Logo
1](https://www.firecrawl.dev/assets-original/logocloud/1.png)\\n\\n![Logo
2](https://www.firecrawl.dev/assets-original/logocloud/2.png)\\n\\n![Logo
3](https://www.firecrawl.dev/assets-original/logocloud/3.png)\\n\\n![Logo
4](https://www.firecrawl.dev/assets-original/logocloud/4.png)\\n\\n![Logo
5](https://www.firecrawl.dev/assets-original/logocloud/5.png)\\n\\n![Logo
6](https://www.firecrawl.dev/assets-original/logocloud/6.png)\\n\\n![Logo
7](https://www.firecrawl.dev/assets-original/logocloud/7.png)\\n\\n![Logo
8](https://www.firecrawl.dev/assets-original/logocloud/8.png)\\n\\n![Logo
9](https://www.firecrawl.dev/assets-original/logocloud/9.png)\\n\\n![Logo
10](https://www.firecrawl.dev/assets-original/logocloud/10.png)\\n\\n![Logo
11](https://www.firecrawl.dev/assets-original/logocloud/11.png)\\n\\n![Logo
12](https://www.firecrawl.dev/assets-original/logocloud/12.png)\\n\\n![Logo
13](https://www.firecrawl.dev/assets-original/logocloud/13.png)\\n\\n![Logo
14](https://www.firecrawl.dev/assets-original/logocloud/14.png)\\n\\n![Logo
15](https://www.firecrawl.dev/assets-original/logocloud/15.png)\\n\\n![Logo
16](https://www.firecrawl.dev/assets-original/logocloud/16.png)\\n\\n![Logo
17](https://www.firecrawl.dev/assets-original/logocloud/17.png)\\n\\n![Logo
18](https://www.firecrawl.dev/assets-original/logocloud/18.png)\\n\\n![Logo
19](https://www.firecrawl.dev/assets-original/logocloud/19.png)\\n\\n![Logo
20](https://www.firecrawl.dev/assets-original/logocloud/20.png)\\n\\n![Logo
21](https://www.firecrawl.dev/assets-original/logocloud/21.png)\\n\\n![Logo
17](https://www.firecrawl.dev/assets-original/logocloud/17.png)\\n\\n![Logo
18](https://www.firecrawl.dev/assets-original/logocloud/18.png)\\n\\n![Logo
1](https://www.firecrawl.dev/assets-original/logocloud/1.png)\\n\\n![Logo
2](https://www.firecrawl.dev/assets-original/logocloud/2.png)\\n\\n![Logo
3](https://www.firecrawl.dev/assets-original/logocloud/3.png)\\n\\n![Logo
4](https://www.firecrawl.dev/assets-original/logocloud/4.png)\\n\\n![Logo
5](https://www.firecrawl.dev/assets-original/logocloud/5.png)\\n\\n![Logo
6](https://www.firecrawl.dev/assets-original/logocloud/6.png)\\n\\n![Logo
7](https://www.firecrawl.dev/assets-original/logocloud/7.png)\\n\\n![Logo
8](https://www.firecrawl.dev/assets-original/logocloud/8.png)\\n\\n![Logo
9](https://www.firecrawl.dev/assets-original/logocloud/9.png)\\n\\n![Logo
10](https://www.firecrawl.dev/assets-original/logocloud/10.png)\\n\\n![Logo
11](https://www.firecrawl.dev/assets-original/logocloud/11.png)\\n\\n![Logo
12](https://www.firecrawl.dev/assets-original/logocloud/12.png)\\n\\n![Logo
13](https://www.firecrawl.dev/assets-original/logocloud/13.png)\\n\\n![Logo
14](https://www.firecrawl.dev/assets-original/logocloud/14.png)\\n\\n![Logo
15](https://www.firecrawl.dev/assets-original/logocloud/15.png)\\n\\n![Logo
16](https://www.firecrawl.dev/assets-original/logocloud/16.png)\\n\\n![Logo
17](https://www.firecrawl.dev/assets-original/logocloud/17.png)\\n\\n![Logo
18](https://www.firecrawl.dev/assets-original/logocloud/18.png)\\n\\n![Logo
19](https://www.firecrawl.dev/assets-original/logocloud/19.png)\\n\\n![Logo
20](https://www.firecrawl.dev/assets-original/logocloud/20.png)\\n\\n![Logo
21](https://www.firecrawl.dev/assets-original/logocloud/21.png)\\n\\n\\\\[01/
07 \\\\]\\n\\n\xB7\\n\\nMain Features\\n\\n//\\n\\nDeveloper First\\n\\n//\\n\\n##
Startscraping today\\n\\nEnhance your apps with industry leading web scraping
and crawling capabilities.\\n\\nScrape\\n\\nGet llm-ready data from websites.
Markdown, JSON, screenshot, etc.\\n\\nSearch\\n\\nNew\\n\\nSearch the web
and get full content from results.\\n\\nCrawl\\n\\nCrawl all the pages on
a website and get data for each page.\\n\\nPython\\n\\nNode.js\\n\\nCurl\\n\\nCopy
code\\n\\n```python\\n1# pip install firecrawl-py\\n2from firecrawl import
Firecrawl\\n3\\n4app = Firecrawl(api_key=\\\"fc-YOUR_API_KEY\\\")\\n5\\n6#
Scrape a website:\\n7app.scrape('firecrawl.dev')\\n8\\n9\\n10\\n```\\n\\n\\\\[
.MD \\\\]\\n\\n```markdown\\n1# Firecrawl\\n2\\n3Firecrawl is a powerful web
scraping\\n4library that makes it easy to extract\\n5data from websites.\\n6\\n7##
Installation\\n8\\n9To install Firecrawl, run:\\n10\\n11\\n```\\n\\n![developer-1](https://www.firecrawl.dev/assets/developer/1.png)\\n\\n![developer-2](https://www.firecrawl.dev/assets/developer/2.png)\\n\\n![developer-3](https://www.firecrawl.dev/assets/developer/3.png)\\n\\n![developer-4](https://www.firecrawl.dev/assets/developer/4.png)\\n\\n![developer-5](https://www.firecrawl.dev/assets/developer/5.png)\\n\\n![developer-6](https://www.firecrawl.dev/assets/developer/6.png)\\n\\n![developer-7](https://www.firecrawl.dev/assets/developer/7.png)\\n\\n![developer-8](https://www.firecrawl.dev/assets/developer/8.png)\\n\\n![developer-9](https://www.firecrawl.dev/assets/developer/1.png)\\n\\n![developer-10](https://www.firecrawl.dev/assets/developer/2.png)\\n\\n![developer-11](https://www.firecrawl.dev/assets/developer/3.png)\\n\\n![developer-12](https://www.firecrawl.dev/assets/developer/4.png)\\n\\n![developer-13](https://www.firecrawl.dev/assets/developer/5.png)\\n\\n![developer-14](https://www.firecrawl.dev/assets/developer/6.png)\\n\\n![developer-15](https://www.firecrawl.dev/assets/developer/7.png)\\n\\n![developer-16](https://www.firecrawl.dev/assets/developer/8.png)\\n\\n![developer-17](https://www.firecrawl.dev/assets/developer/1.png)\\n\\n![developer-18](https://www.firecrawl.dev/assets/developer/2.png)\\n\\n![developer-19](https://www.firecrawl.dev/assets/developer/3.png)\\n\\n![developer-20](https://www.firecrawl.dev/assets/developer/4.png)\\n\\n![developer-21](https://www.firecrawl.dev/assets/developer/5.png)\\n\\n![developer-22](https://www.firecrawl.dev/assets/developer/6.png)\\n\\n![developer-23](https://www.firecrawl.dev/assets/developer/7.png)\\n\\n![developer-24](https://www.firecrawl.dev/assets/developer/8.png)\\n\\nIntegrations\\n\\n###
Use well-known tools\\n\\nAlready fully integrated with the greatest existing
tools and workflows.\\n\\n[See all integrations](https://www.firecrawl.dev/app)\\n\\n![Firecrawl
icon (blueprint)](https://www.firecrawl.dev/assets-original/developer-os-icon.png)\\n\\nmendableai/firecrawl\\n\\nPublic\\n\\nStar\\n\\n65.3K\\n\\n\\\\[python-SDK\\\\]
improvs/async\\n\\n#1337\\n\\n\xB7\\n\\nApr 18, 2025\\n\\n\xB7\\n\\n![rafaelsideguide](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F150964962%3Fv%3D4&w=48&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nrafaelsideguide\\n\\nfeat(extract):
cost limit\\n\\n#1473\\n\\n\xB7\\n\\nApr 17, 2025\\n\\n\xB7\\n\\n![mogery](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F66118807%3Fv%3D4&w=48&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nmogery\\n\\nfeat(scrape):
get job result from GCS, avoid Redis\\n\\n#1461\\n\\n\xB7\\n\\nApr 15, 2025\\n\\n\xB7\\n\\n![mogery](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F66118807%3Fv%3D4&w=48&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nmogery\\n\\nExtract
v2/rerank improvs\\n\\n#1437\\n\\n\xB7\\n\\nApr 11, 2025\\n\\n\xB7\\n\\n![rafaelsideguide](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F150964962%3Fv%3D4&w=48&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nrafaelsideguide\\n\\n![https://avatars.githubusercontent.com/u/150964962?v=4](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F150964962%3Fv%3D4&w=96&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\n![https://avatars.githubusercontent.com/u/66118807?v=4](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F66118807%3Fv%3D4&w=96&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\n+90\\n\\nOpen
Source\\n\\n### Code you can trust\\n\\nDeveloped transparently and collaboratively.
Join our community of contributors.\\n\\n[Check out our repo](https://github.com/firecrawl/firecrawl)\\n\\n\\\\[02/
07 \\\\]\\n\\n\xB7\\n\\nCore\\n\\n//\\n\\nBuilt to outperform\\n\\n//\\n\\n##
Core principles, provenperformance\\n\\nBuilt from the ground up to outperform
traditional scrapers.\\n\\nNo proxy headaches\\n\\nReliable.Covers 96% of
the web,\\n\\nincluding JS-heavy and protected pages. No proxies, no puppets,
just clean data.\\n\\nFirecrawl\\n\\n96%\\n\\n![Puppeteer icon](https://www.firecrawl.dev/assets/puppeteer.png)\\n\\nPuppeteer\\n\\n79%\\n\\ncURL\\n\\n75%\\n\\nSpeed
that feels invisible\\n\\nBlazingly fast.Delivers results in less than 1 second,
fast for real-time agents\\n\\nand dynamic apps.\\n\\nURL\\n\\nCrawl\\n\\nScrape\\n\\nfirecrawl.dev/docs\\n\\n50ms\\n\\n51ms\\n\\nfirecrawl.dev/templates\\n\\n52ms\\n\\n50ms\\n\\nfirecrawl.dev/changelog\\n\\n49ms\\n\\n52ms\\n\\nfirecrawl.dev/about\\n\\n52ms\\n\\n50ms\\n\\nfirecrawl.dev/changelog\\n\\n50ms\\n\\n52ms\\n\\nfirecrawl.dev/playground\\n\\n51ms\\n\\n49ms\\n\\n\\\\[
CTA \\\\]\\n\\n\\\\[ CRAWL \\\\]\\n\\n\\\\[ SCRAPE \\\\]\\n\\n\\\\[ CTA \\\\]\\n\\n//\\n\\nGet
started\\n\\n//\\n\\nReady to build?\\n\\nStart getting Web Data for free
and scale seamlessly as your project expands. No credit card needed.\\n\\n[Start
for free](https://www.firecrawl.dev/signin) [See our plans](https://www.firecrawl.dev/pricing)\\n\\n\\\\[03/
07 \\\\]\\n\\n\xB7\\n\\nFeatures\\n\\n//\\n\\nZero configuration\\n\\n//\\n\\n##
We handle the hard stuff\\n\\nRotating proxies, orchestration, rate limits,
js-blocked content and more.\\n\\nDocs to data\\n\\nMedia parsing.Firecrawl
can parse and output content from web hosted pdfs, docx, and more.\\n\\nhttps://example.com/docs/report.pdf\\n\\nhttps://example.com/files/brief.docx\\n\\nhttps://example.com/docs/guide.html\\n\\ndocx\\n\\nParsing...\\n\\nKnows
the moment\\n\\nSmart wait.Firecrawl intelligently waits for content to load,
making scraping faster and more reliable.\\n\\nhttps://example-spa.com\\n\\nRequest
Sent\\n\\nScrapes the real thing\\n\\nCached, when you need it.Selective caching,
you choose your caching patterns, growing web index.\\n\\n![User](https://www.firecrawl.dev/_next/image?url=%2Fassets-original%2Ffeatures%2Fcached-user.png&w=256&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nUser\\n\\nFirecrawl\\n\\nCache\\n\\nInvisible
access\\n\\nStealth mode.Crawls the web without\\n\\nbeing blocked, mimics
real users to access protected or dynamic content.\\n\\nInteractive scraping\\n\\nActions.Click,
scroll, write, wait, press and more before extracting content.\\n\\nhttps://example.com\\n\\nNavigate\\n\\nClick\\n\\nType\\n\\nWait\\n\\nScroll\\n\\nPress\\n\\nScreenshot\\n\\nScrape\\n\\n\\\\[04/
07 \\\\]\\n\\n\xB7\\n\\nPricing\\n\\n//\\n\\nTransparent\\n\\n//\\n\\n## Flexible
pricing\\n\\nExplore transparent pricing built for real-world scraping. Start
for free, then scale as you grow.\\n\\n\U0001F1FA\U0001F1F8USD\\n\\nFree Plan\\n\\nA
lightweight way to try scraping.\\n\\nNo cost, no card, no hassle.\\n\\n500
credits\\n\\n$0123456789\\n\\none-time\\n\\nGet started\\n\\nScrape 500 pages\\n\\n2
concurrent requests\\n\\nLow rate limits\\n\\nHobby\\n\\nGreat for side projects
and small tools.\\n\\nFast, simple, no overkill.\\n\\n3,000 credits\\n\\n$01234567890123456789\\n\\n/monthly\\n\\nBilled
yearly\\n\\n2 months free\\n\\nSubscribe\\n\\nScrape 3,000 pages\\n\\n5 concurrent
requests\\n\\nBasic support\\n\\n$9 per extra 1k credits\\n\\nStandard\\n\\nMost
popular\\n\\nPerfect for scaling with less effort.\\n\\nSimple, solid, dependable.\\n\\n100,000
credits\\n\\n$01234567890123456789\\n\\n/monthly\\n\\nBilled yearly\\n\\n2
months free\\n\\nSubscribe\\n\\nScrape 100,000 pages\\n\\n50 concurrent requests\\n\\nStandard
support\\n\\n$47 per extra 35k credits\\n\\nGrowth\\n\\nBuilt for high volume
and speed.\\n\\nFirecrawl at full force.\\n\\n500,000 credits\\n\\n$012345678901234567890123456789\\n\\n/monthly\\n\\nBilled
yearly\\n\\n2 months free\\n\\nSubscribe\\n\\nScrape 500,000 pages\\n\\n100
concurrent requests\\n\\nPriority support\\n\\n$177 per extra 175k credits\\n\\nExtra
credits are available via auto-recharge packs. [Enable](https://www.firecrawl.dev/signin/signup)\\n\\nEnterprise\\n\\nPower
at your pace\\n\\nUnlimited credits. Custom RPMs.\\n\\n[Contact sales](https://fk4bvu0n5qp.typeform.com/to/Ej6oydlg)
[More details](https://www.firecrawl.dev/enterprise)\\n\\nBulk discounts\\n\\nTop
priority support\\n\\nCustom concurrency limits\\n\\nImproved stealth proxies\\n\\nSLAs\\n\\nAdvanced
security & controls\\n\\n\\\\[05/ 07 \\\\]\\n\\n\xB7\\n\\nTestimonials\\n\\n//\\n\\nCommunity\\n\\n//\\n\\n##
People love building withFirecrawl\\n\\nDiscover why developers choose
Firecrawl every day.\\n\\n[![Morgan Linton](https://www.firecrawl.dev/assets/testimonials/morgan-linton.png)Morgan
Linton@morganlinton\\\"If you're coding with AI, and haven't discovered @firecrawl\\\\_dev
yet, prepare to have your mind blown \U0001F92F\\\"](https://x.com/morganlinton/status/1839454165703204955)
[![Chris DeWeese](https://www.firecrawl.dev/assets/testimonials/chris-deweese.png)Chris
DeWeese@chrisdeweese\\\\_\\\"Started using @firecrawl\\\\_dev for a project,
I wish I used this sooner.\\\"](https://x.com/chrisdeweese_/status/1853587120406876601)
[![Alex Reibman](https://www.firecrawl.dev/assets/testimonials/alex-reibman.png)Alex
Reibman@AlexReibman\\\"Moved our internal agent's web scraping tool from Apify
to Firecrawl because it benchmarked 50x faster with AgentOps.\\\"](https://x.com/AlexReibman/status/1780299595484131836)
[![Tom - Morpho](https://www.firecrawl.dev/assets/testimonials/tom-morpho.png)Tom
- Morpho@TomReppelin\\\"I found gold today. Thank you @firecrawl\\\\_dev\\\"](https://x.com/TomReppelin/status/1844382491014201613)\\n\\n[![Morgan
Linton](https://www.firecrawl.dev/assets/testimonials/morgan-linton.png)Morgan
Linton@morganlinton\\\"If you're coding with AI, and haven't discovered @firecrawl\\\\_dev
yet, prepare to have your mind blown \U0001F92F\\\"](https://x.com/morganlinton/status/1839454165703204955)
[![Chris DeWeese](https://www.firecrawl.dev/assets/testimonials/chris-deweese.png)Chris
DeWeese@chrisdeweese\\\\_\\\"Started using @firecrawl\\\\_dev for a project,
I wish I used this sooner.\\\"](https://x.com/chrisdeweese_/status/1853587120406876601)
[![Alex Reibman](https://www.firecrawl.dev/assets/testimonials/alex-reibman.png)Alex
Reibman@AlexReibman\\\"Moved our internal agent's web scraping tool from Apify
to Firecrawl because it benchmarked 50x faster with AgentOps.\\\"](https://x.com/AlexReibman/status/1780299595484131836)
[![Tom - Morpho](https://www.firecrawl.dev/assets/testimonials/tom-morpho.png)Tom
- Morpho@TomReppelin\\\"I found gold today. Thank you @firecrawl\\\\_dev\\\"](https://x.com/TomReppelin/status/1844382491014201613)\\n\\n[![Bardia](https://www.firecrawl.dev/assets/testimonials/bardia.png)Bardia@thepericulum\\\"The
Firecrawl team ships. I wanted types for their node SDK, and less than an
hour later, I got them.\\\"](https://x.com/thepericulum/status/1781397799487078874)
[![Matt Busigin](https://www.firecrawl.dev/assets/testimonials/matt-busigin.png)Matt
Busigin@mbusigin\\\"Firecrawl is dope. Congrats guys \U0001F44F\\\"](https://x.com/mbusigin/status/1836065372010656069)
[![Sumanth](https://www.firecrawl.dev/assets/testimonials/sumanth.png)Sumanth@Sumanth\\\\_077\\\"Web
scraping will never be the same!\\\\\\\\\\n\\\\\\\\\\nFirecrawl is an open-source
framework that takes a URL, crawls it, and conver...\\\"](https://x.com/Sumanth_077/status/1940049003074478511)
[![Steven Tey](https://www.firecrawl.dev/assets/testimonials/steven-tey.png)Steven
Tey@steventey\\\"Open-source Clay alternative just dropped\\\\\\\\\\n\\\\\\\\\\nUpload
a CSV of emails and...\\\"](https://x.com/steventey/status/1932945651761098889)\\n\\n[![Bardia](https://www.firecrawl.dev/assets/testimonials/bardia.png)Bardia@thepericulum\\\"The
Firecrawl team ships. I wanted types for their node SDK, and less than an
hour later, I got them.\\\"](https://x.com/thepericulum/status/1781397799487078874)
[![Matt Busigin](https://www.firecrawl.dev/assets/testimonials/matt-busigin.png)Matt
Busigin@mbusigin\\\"Firecrawl is dope. Congrats guys \U0001F44F\\\"](https://x.com/mbusigin/status/1836065372010656069)
[![Sumanth](https://www.firecrawl.dev/assets/testimonials/sumanth.png)Sumanth@Sumanth\\\\_077\\\"Web
scraping will never be the same!\\\\\\\\\\n\\\\\\\\\\nFirecrawl is an open-source
framework that takes a URL, crawls it, and conver...\\\"](https://x.com/Sumanth_077/status/1940049003074478511)
[![Steven Tey](https://www.firecrawl.dev/assets/testimonials/steven-tey.png)Steven
Tey@steventey\\\"Open-source Clay alternative just dropped\\\\\\\\\\n\\\\\\\\\\nUpload
a CSV of emails and...\\\"](https://x.com/steventey/status/1932945651761098889)\\n\\n\\\\[06/
07 \\\\]\\n\\n\xB7\\n\\nUse Cases\\n\\n//\\n\\nUse cases\\n\\n//\\n\\n## Transform
\ web data into AI-powered solutions\\n\\nDiscover how Firecrawl customers
are getting the most out of our API.\\n\\n[View all use cases](https://docs.firecrawl.dev/use-cases/overview)\\n\\nChat
with context\\n\\nSmarter AI chats\\n\\nPower your AI assistants with real-time,
accurate web content.\\n\\n[View docs](https://docs.firecrawl.dev/introduction)\\n\\n![AI
Assistant](https://www.firecrawl.dev/assets/ai/bot.png)\\n\\nAI Assistant\\n\\nwithFirecrawl\\n\\nReal-time\xB7Updated
2 min ago\\n\\nAsk anything...\\n\\nKnow your leads\\n\\nLead enrichment\\n\\nEnhance
your sales data with\\n\\nweb information.\\n\\n[Check out Extract](https://www.firecrawl.dev/extract)\\n\\nExtracting
leads from directory...\\n\\nTech startups\\n\\nWith contact info\\n\\nDecision
makers\\n\\nFunding stage\\n\\nReady to engage\\n\\n![Emily Tran](https://www.firecrawl.dev/assets/ai/leads-1.png)\\n\\n![James
Carter](https://www.firecrawl.dev/assets/ai/leads-2.png)\\n\\n![Sophia Kim](https://www.firecrawl.dev/assets/ai/leads-3.png)\\n\\n![Michael
Rivera](https://www.firecrawl.dev/assets/ai/leads-4.png)\\n\\nKnow your leads\\n\\nMCPs\\n\\nAdd
powerful scraping to your\\n\\ncode editors.\\n\\n[Get started](https://docs.firecrawl.dev/mcp-server)\\n\\n![Claude
Code](https://www.firecrawl.dev/assets/ai/mcps-claude.png)\\n\\nClaude Code\\n\\n![Cursor](https://www.firecrawl.dev/assets/ai/mcps-cursor.png)\\n\\nCursor\\n\\n![Windsurf](https://www.firecrawl.dev/assets/ai/mcps-windsurf.png)\\n\\nWindsurf\\n\\n\u273B\\n\\nWelcome
to Claude Code!\\n\\n/help for help, /status for your current setup\\n\\n>Try
\\\"how do I log an error?\\\"\\n\\nBuild with context\\n\\nAI platforms\\n\\nLet
your customers build AI apps\\n\\nwith web data.\\n\\n[Check out Map](https://docs.firecrawl.dev/features/map)\\n\\n![Logo
1](https://www.firecrawl.dev/assets/ai/platforms-1.png)\\n\\n![Logo 2](https://www.firecrawl.dev/assets/ai/platforms-2.png)\\n\\n![Logo
4](https://www.firecrawl.dev/assets/ai/platforms-4.png)\\n\\n![Logo 3](https://www.firecrawl.dev/assets/ai/platforms-3.png)\\n\\nExtracting
text...\\n\\nNo insight missed\\n\\nDeep research\\n\\nExtract comprehensive
information for\\n\\nin-depth research.\\n\\n[Build your own with Search](https://docs.firecrawl.dev/features/search)\\n\\nDeep
research in progress...\\n\\nAcademic papers\\n\\n0 found\\n\\nNews articles\\n\\n0
found\\n\\nExpert opinions\\n\\n0 found\\n\\nResearch reports\\n\\n0 found\\n\\nIndustry
data\\n\\n0 found\\n\\nAsk anything...\\n\\n\\\\[ CTA \\\\]\\n\\n\\\\[ CRAWL
\\\\]\\n\\n\\\\[ SCRAPE \\\\]\\n\\n\\\\[ CTA \\\\]\\n\\n//\\n\\nGet started\\n\\n//\\n\\nReady
to build?\\n\\nStart getting Web Data for free and scale seamlessly as your
project expands. No credit card needed.\\n\\n[Start for free](https://www.firecrawl.dev/signin)
[See our plans](https://www.firecrawl.dev/pricing)\\n\\n\\\\[07/ 07 \\\\]\\n\\n\xB7\\n\\nFAQ\\n\\n//\\n\\nFAQ\\n\\n//\\n\\n##
Frequently askedquestions\\n\\nEverything you need to know about Firecrawl.\\n\\nGeneral\\n\\nWhat
is Firecrawl?\\n\\nWhat sites work?\\n\\nWho can benefit from using Firecrawl?\\n\\nIs
Firecrawl open-source?\\n\\nWhat is the difference between Firecrawl and other
web scrapers?\\n\\nWhat is the difference between the open-source version
and the hosted version?\\n\\nScraping & Crawling\\n\\nHow does Firecrawl handle
dynamic content on websites?\\n\\nWhy is it not crawling all the pages?\\n\\nCan
Firecrawl crawl websites without a sitemap?\\n\\nWhat formats can Firecrawl
convert web data into?\\n\\nHow does Firecrawl ensure the cleanliness of the
data?\\n\\nIs Firecrawl suitable for large-scale data scraping projects?\\n\\nDoes
it respect robots.txt?\\n\\nWhat measures does Firecrawl take to handle web
scraping challenges like rate limits and caching?\\n\\nDoes Firecrawl handle
captcha or authentication?\\n\\nAPI Related\\n\\nWhere can I find my API key?\\n\\nBilling\\n\\nIs
Firecrawl free?\\n\\nIs there a pay-per-use plan instead of monthly?\\n\\nDo
credits roll over to the next month?\\n\\nHow many credits do scraping and
crawling cost?\\n\\nDo you charge for failed requests?\\n\\nWhat payment methods
do you accept?\\n\\nFOOTER\\n\\nThe easiest way to extract\\n\\ndata from
the web\\n\\nBacked by\\n\\nY Combinator\\n\\n[Linkedin](https://www.linkedin.com/company/firecrawl)
[Github](https://github.com/firecrawl/firecrawl)\\n\\nSOC II \xB7 Type 2\\n\\nAICPA\\n\\nSOC
2\\n\\n[X (Twitter)](https://x.com/firecrawl_dev) [Discord](https://discord.gg/gSmWdAkdwd)\\n\\nProducts\\n\\n[Playground](https://www.firecrawl.dev/playground)
[Extract](https://www.firecrawl.dev/extract) [Pricing](https://www.firecrawl.dev/pricing)
[Templates](https://www.firecrawl.dev/templates) [Changelog](https://www.firecrawl.dev/changelog)\\n\\nUse
Cases\\n\\n[AI Platforms](https://docs.firecrawl.dev/use-cases/ai-platforms)
[Lead Enrichment](https://docs.firecrawl.dev/use-cases/lead-enrichment) [SEO
Platforms](https://docs.firecrawl.dev/use-cases/seo-platforms) [Deep Research](https://docs.firecrawl.dev/use-cases/deep-research)\\n\\nDocumentation\\n\\n[Getting
started](https://docs.firecrawl.dev/introduction) [API Reference](https://docs.firecrawl.dev/api-reference/introduction)
[Integrations](https://www.firecrawl.dev/app) [Examples](https://docs.firecrawl.dev/use-cases/overview)
[SDKs](https://docs.firecrawl.dev/sdks/overview)\\n\\nCompany\\n\\n[Blog](https://www.firecrawl.dev/blog)
[Careers](https://www.firecrawl.dev/careers) [Creator & OSS program](https://www.firecrawl.dev/creator-oss-program)
[Student program](https://www.firecrawl.dev/student-program)\\n\\n\xA9 2025
Firecrawl\\n\\n[Terms of Service](https://www.firecrawl.dev/terms-of-service)
[Privacy Policy](https://www.firecrawl.dev/privacy-policy) [Report Abuse](mailto:help@firecrawl.com?subject=Issue:)\\n\\n[All
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Months Free \u2014 Annually](https://www.firecrawl.dev/pricing)\\n\\n# Turn
websites into LLM-ready data\\n\\nPower your AI apps with clean web data\\n\\nfrom
any website. [It's also open source.](https://github.com/firecrawl/firecrawl)\\n\\nScrape\\n\\nSearch\\nNew\\n\\nMap\\n\\nCrawl\\n\\nScrape\\n\\nLogo\\n\\nNavigation\\n\\nButton\\n\\nH1
Title\\n\\nDescription\\n\\nCTA Button\\n\\n\\\\[ .JSON \\\\]\\n\\n```json\\n1[\\\\\\n2
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9](https://www.firecrawl.dev/assets-original/logocloud/9.png)\\n\\n![Logo
10](https://www.firecrawl.dev/assets-original/logocloud/10.png)\\n\\n![Logo
11](https://www.firecrawl.dev/assets-original/logocloud/11.png)\\n\\n![Logo
12](https://www.firecrawl.dev/assets-original/logocloud/12.png)\\n\\n![Logo
13](https://www.firecrawl.dev/assets-original/logocloud/13.png)\\n\\n![Logo
14](https://www.firecrawl.dev/assets-original/logocloud/14.png)\\n\\n![Logo
15](https://www.firecrawl.dev/assets-original/logocloud/15.png)\\n\\n![Logo
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17](https://www.firecrawl.dev/assets-original/logocloud/17.png)\\n\\n![Logo
18](https://www.firecrawl.dev/assets-original/logocloud/18.png)\\n\\n![Logo
19](https://www.firecrawl.dev/assets-original/logocloud/19.png)\\n\\n![Logo
20](https://www.firecrawl.dev/assets-original/logocloud/20.png)\\n\\n![Logo
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07 \\\\]\\n\\n\xB7\\n\\nMain Features\\n\\n//\\n\\nDeveloper First\\n\\n//\\n\\n##
Startscraping today\\n\\nEnhance your apps with industry leading web scraping
and crawling capabilities.\\n\\nScrape\\n\\nGet llm-ready data from websites.
Markdown, JSON, screenshot, etc.\\n\\nSearch\\n\\nNew\\n\\nSearch the web
and get full content from results.\\n\\nCrawl\\n\\nCrawl all the pages on
a website and get data for each page.\\n\\nPython\\n\\nNode.js\\n\\nCurl\\n\\nCopy
code\\n\\n```python\\n1# pip install firecrawl-py\\n2from firecrawl import
Firecrawl\\n3\\n4app = Firecrawl(api_key=\\\"fc-YOUR_API_KEY\\\")\\n5\\n6#
Scrape a website:\\n7app.scrape('firecrawl.dev')\\n8\\n9\\n10\\n```\\n\\n\\\\[
.MD \\\\]\\n\\n```markdown\\n1# Firecrawl\\n2\\n3Firecrawl is a powerful web
scraping\\n4library that makes it easy to extract\\n5data from websites.\\n6\\n7##
Installation\\n8\\n9To install Firecrawl, run:\\n10\\n11\\n```\\n\\n![developer-1](https://www.firecrawl.dev/assets/developer/1.png)\\n\\n![developer-2](https://www.firecrawl.dev/assets/developer/2.png)\\n\\n![developer-3](https://www.firecrawl.dev/assets/developer/3.png)\\n\\n![developer-4](https://www.firecrawl.dev/assets/developer/4.png)\\n\\n![developer-5](https://www.firecrawl.dev/assets/developer/5.png)\\n\\n![developer-6](https://www.firecrawl.dev/assets/developer/6.png)\\n\\n![developer-7](https://www.firecrawl.dev/assets/developer/7.png)\\n\\n![developer-8](https://www.firecrawl.dev/assets/developer/8.png)\\n\\n![developer-9](https://www.firecrawl.dev/assets/developer/1.png)\\n\\n![developer-10](https://www.firecrawl.dev/assets/developer/2.png)\\n\\n![developer-11](https://www.firecrawl.dev/assets/developer/3.png)\\n\\n![developer-12](https://www.firecrawl.dev/assets/developer/4.png)\\n\\n![developer-13](https://www.firecrawl.dev/assets/developer/5.png)\\n\\n![developer-14](https://www.firecrawl.dev/assets/developer/6.png)\\n\\n![developer-15](https://www.firecrawl.dev/assets/developer/7.png)\\n\\n![developer-16](https://www.firecrawl.dev/assets/developer/8.png)\\n\\n![developer-17](https://www.firecrawl.dev/assets/developer/1.png)\\n\\n![developer-18](https://www.firecrawl.dev/assets/developer/2.png)\\n\\n![developer-19](https://www.firecrawl.dev/assets/developer/3.png)\\n\\n![developer-20](https://www.firecrawl.dev/assets/developer/4.png)\\n\\n![developer-21](https://www.firecrawl.dev/assets/developer/5.png)\\n\\n![developer-22](https://www.firecrawl.dev/assets/developer/6.png)\\n\\n![developer-23](https://www.firecrawl.dev/assets/developer/7.png)\\n\\n![developer-24](https://www.firecrawl.dev/assets/developer/8.png)\\n\\nIntegrations\\n\\n###
Use well-known tools\\n\\nAlready fully integrated with the greatest existing
tools and workflows.\\n\\n[See all integrations](https://www.firecrawl.dev/app)\\n\\n![Firecrawl
icon (blueprint)](https://www.firecrawl.dev/assets-original/developer-os-icon.png)\\n\\nmendableai/firecrawl\\n\\nPublic\\n\\nStar\\n\\n65.3K\\n\\n\\\\[python-SDK\\\\]
improvs/async\\n\\n#1337\\n\\n\xB7\\n\\nApr 18, 2025\\n\\n\xB7\\n\\n![rafaelsideguide](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F150964962%3Fv%3D4&w=48&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nrafaelsideguide\\n\\nfeat(extract):
cost limit\\n\\n#1473\\n\\n\xB7\\n\\nApr 17, 2025\\n\\n\xB7\\n\\n![mogery](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F66118807%3Fv%3D4&w=48&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nmogery\\n\\nfeat(scrape):
get job result from GCS, avoid Redis\\n\\n#1461\\n\\n\xB7\\n\\nApr 15, 2025\\n\\n\xB7\\n\\n![mogery](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F66118807%3Fv%3D4&w=48&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nmogery\\n\\nExtract
v2/rerank improvs\\n\\n#1437\\n\\n\xB7\\n\\nApr 11, 2025\\n\\n\xB7\\n\\n![rafaelsideguide](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F150964962%3Fv%3D4&w=48&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nrafaelsideguide\\n\\n![https://avatars.githubusercontent.com/u/150964962?v=4](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F150964962%3Fv%3D4&w=96&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\n![https://avatars.githubusercontent.com/u/66118807?v=4](https://www.firecrawl.dev/_next/image?url=https%3A%2F%2Favatars.githubusercontent.com%2Fu%2F66118807%3Fv%3D4&w=96&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\n+90\\n\\nOpen
Source\\n\\n### Code you can trust\\n\\nDeveloped transparently and collaboratively.
Join our community of contributors.\\n\\n[Check out our repo](https://github.com/firecrawl/firecrawl)\\n\\n\\\\[02/
07 \\\\]\\n\\n\xB7\\n\\nCore\\n\\n//\\n\\nBuilt to outperform\\n\\n//\\n\\n##
Core principles, provenperformance\\n\\nBuilt from the ground up to outperform
traditional scrapers.\\n\\nNo proxy headaches\\n\\nReliable.Covers 96% of
the web,\\n\\nincluding JS-heavy and protected pages. No proxies, no puppets,
just clean data.\\n\\nFirecrawl\\n\\n96%\\n\\n![Puppeteer icon](https://www.firecrawl.dev/assets/puppeteer.png)\\n\\nPuppeteer\\n\\n79%\\n\\ncURL\\n\\n75%\\n\\nSpeed
that feels invisible\\n\\nBlazingly fast.Delivers results in less than 1 second,
fast for real-time agents\\n\\nand dynamic apps.\\n\\nURL\\n\\nCrawl\\n\\nScrape\\n\\nfirecrawl.dev/docs\\n\\n50ms\\n\\n51ms\\n\\nfirecrawl.dev/templates\\n\\n52ms\\n\\n50ms\\n\\nfirecrawl.dev/changelog\\n\\n49ms\\n\\n52ms\\n\\nfirecrawl.dev/about\\n\\n52ms\\n\\n50ms\\n\\nfirecrawl.dev/changelog\\n\\n50ms\\n\\n52ms\\n\\nfirecrawl.dev/playground\\n\\n51ms\\n\\n49ms\\n\\n\\\\[
CTA \\\\]\\n\\n\\\\[ CRAWL \\\\]\\n\\n\\\\[ SCRAPE \\\\]\\n\\n\\\\[ CTA \\\\]\\n\\n//\\n\\nGet
started\\n\\n//\\n\\nReady to build?\\n\\nStart getting Web Data for free
and scale seamlessly as your project expands. No credit card needed.\\n\\n[Start
for free](https://www.firecrawl.dev/signin) [See our plans](https://www.firecrawl.dev/pricing)\\n\\n\\\\[03/
07 \\\\]\\n\\n\xB7\\n\\nFeatures\\n\\n//\\n\\nZero configuration\\n\\n//\\n\\n##
We handle the hard stuff\\n\\nRotating proxies, orchestration, rate limits,
js-blocked content and more.\\n\\nDocs to data\\n\\nMedia parsing.Firecrawl
can parse and output content from web hosted pdfs, docx, and more.\\n\\nhttps://example.com/docs/report.pdf\\n\\nhttps://example.com/files/brief.docx\\n\\nhttps://example.com/docs/guide.html\\n\\ndocx\\n\\nParsing...\\n\\nKnows
the moment\\n\\nSmart wait.Firecrawl intelligently waits for content to load,
making scraping faster and more reliable.\\n\\nhttps://example-spa.com\\n\\nRequest
Sent\\n\\nScrapes the real thing\\n\\nCached, when you need it.Selective caching,
you choose your caching patterns, growing web index.\\n\\n![User](https://www.firecrawl.dev/_next/image?url=%2Fassets-original%2Ffeatures%2Fcached-user.png&w=256&q=75&dpl=dpl_7RqvseQXNVYetFdhTKj6RntohhL1)\\n\\nUser\\n\\nFirecrawl\\n\\nCache\\n\\nInvisible
access\\n\\nStealth mode.Crawls the web without\\n\\nbeing blocked, mimics
real users to access protected or dynamic content.\\n\\nInteractive scraping\\n\\nActions.Click,
scroll, write, wait, press and more before extracting content.\\n\\nhttps://example.com\\n\\nNavigate\\n\\nClick\\n\\nType\\n\\nWait\\n\\nScroll\\n\\nPress\\n\\nScreenshot\\n\\nScrape\\n\\n\\\\[04/
07 \\\\]\\n\\n\xB7\\n\\nPricing\\n\\n//\\n\\nTransparent\\n\\n//\\n\\n## Flexible
pricing\\n\\nExplore transparent pricing built for real-world scraping. Start
for free, then scale as you grow.\\n\\n\U0001F1FA\U0001F1F8USD\\n\\nFree Plan\\n\\nA
lightweight way to try scraping.\\n\\nNo cost, no card, no hassle.\\n\\n500
credits\\n\\n$0123456789\\n\\none-time\\n\\nGet started\\n\\nScrape 500 pages\\n\\n2
concurrent requests\\n\\nLow rate limits\\n\\nHobby\\n\\nGreat for side projects
and small tools.\\n\\nFast, simple, no overkill.\\n\\n3,000 credits\\n\\n$01234567890123456789\\n\\n/monthly\\n\\nBilled
yearly\\n\\n2 months free\\n\\nSubscribe\\n\\nScrape 3,000 pages\\n\\n5 concurrent
requests\\n\\nBasic support\\n\\n$9 per extra 1k credits\\n\\nStandard\\n\\nMost
popular\\n\\nPerfect for scaling with less effort.\\n\\nSimple, solid, dependable.\\n\\n100,000
credits\\n\\n$01234567890123456789\\n\\n/monthly\\n\\nBilled yearly\\n\\n2
months free\\n\\nSubscribe\\n\\nScrape 100,000 pages\\n\\n50 concurrent requests\\n\\nStandard
support\\n\\n$47 per extra 35k credits\\n\\nGrowth\\n\\nBuilt for high volume
and speed.\\n\\nFirecrawl at full force.\\n\\n500,000 credits\\n\\n$012345678901234567890123456789\\n\\n/monthly\\n\\nBilled
yearly\\n\\n2 months free\\n\\nSubscribe\\n\\nScrape 500,000 pages\\n\\n100
concurrent requests\\n\\nPriority support\\n\\n$177 per extra 175k credits\\n\\nExtra
credits are available via auto-recharge packs. [Enable](https://www.firecrawl.dev/signin/signup)\\n\\nEnterprise\\n\\nPower
at your pace\\n\\nUnlimited credits. Custom RPMs.\\n\\n[Contact sales](https://fk4bvu0n5qp.typeform.com/to/Ej6oydlg)
[More details](https://www.firecrawl.dev/enterprise)\\n\\nBulk discounts\\n\\nTop
priority support\\n\\nCustom concurrency limits\\n\\nImproved stealth proxies\\n\\nSLAs\\n\\nAdvanced
security & controls\\n\\n\\\\[05/ 07 \\\\]\\n\\n\xB7\\n\\nTestimonials\\n\\n//\\n\\nCommunity\\n\\n//\\n\\n##
People love building withFirecrawl\\n\\nDiscover why developers choose
Firecrawl every day.\\n\\n[![Morgan Linton](https://www.firecrawl.dev/assets/testimonials/morgan-linton.png)Morgan
Linton@morganlinton\\\"If you're coding with AI, and haven't discovered @firecrawl\\\\_dev
yet, prepare to have your mind blown \U0001F92F\\\"](https://x.com/morganlinton/status/1839454165703204955)
[![Chris DeWeese](https://www.firecrawl.dev/assets/testimonials/chris-deweese.png)Chris
DeWeese@chrisdeweese\\\\_\\\"Started using @firecrawl\\\\_dev for a project,
I wish I used this sooner.\\\"](https://x.com/chrisdeweese_/status/1853587120406876601)
[![Alex Reibman](https://www.firecrawl.dev/assets/testimonials/alex-reibman.png)Alex
Reibman@AlexReibman\\\"Moved our internal agent's web scraping tool from Apify
to Firecrawl because it benchmarked 50x faster with AgentOps.\\\"](https://x.com/AlexReibman/status/1780299595484131836)
[![Tom - Morpho](https://www.firecrawl.dev/assets/testimonials/tom-morpho.png)Tom
- Morpho@TomReppelin\\\"I found gold today. Thank you @firecrawl\\\\_dev\\\"](https://x.com/TomReppelin/status/1844382491014201613)\\n\\n[![Morgan
Linton](https://www.firecrawl.dev/assets/testimonials/morgan-linton.png)Morgan
Linton@morganlinton\\\"If you're coding with AI, and haven't discovered @firecrawl\\\\_dev
yet, prepare to have your mind blown \U0001F92F\\\"](https://x.com/morganlinton/status/1839454165703204955)
[![Chris DeWeese](https://www.firecrawl.dev/assets/testimonials/chris-deweese.png)Chris
DeWeese@chrisdeweese\\\\_\\\"Started using @firecrawl\\\\_dev for a project,
I wish I used this sooner.\\\"](https://x.com/chrisdeweese_/status/1853587120406876601)
[![Alex Reibman](https://www.firecrawl.dev/assets/testimonials/alex-reibman.png)Alex
Reibman@AlexReibman\\\"Moved our internal agent's web scraping tool from Apify
to Firecrawl because it benchmarked 50x faster with AgentOps.\\\"](https://x.com/AlexReibman/status/1780299595484131836)
[![Tom - Morpho](https://www.firecrawl.dev/assets/testimonials/tom-morpho.png)Tom
- Morpho@TomReppelin\\\"I found gold today. Thank you @firecrawl\\\\_dev\\\"](https://x.com/TomReppelin/status/1844382491014201613)\\n\\n[![Bardia](https://www.firecrawl.dev/assets/testimonials/bardia.png)Bardia@thepericulum\\\"The
Firecrawl team ships. I wanted types for their node SDK, and less than an
hour later, I got them.\\\"](https://x.com/thepericulum/status/1781397799487078874)
[![Matt Busigin](https://www.firecrawl.dev/assets/testimonials/matt-busigin.png)Matt
Busigin@mbusigin\\\"Firecrawl is dope. Congrats guys \U0001F44F\\\"](https://x.com/mbusigin/status/1836065372010656069)
[![Sumanth](https://www.firecrawl.dev/assets/testimonials/sumanth.png)Sumanth@Sumanth\\\\_077\\\"Web
scraping will never be the same!\\\\\\\\\\n\\\\\\\\\\nFirecrawl is an open-source
framework that takes a URL, crawls it, and conver...\\\"](https://x.com/Sumanth_077/status/1940049003074478511)
[![Steven Tey](https://www.firecrawl.dev/assets/testimonials/steven-tey.png)Steven
Tey@steventey\\\"Open-source Clay alternative just dropped\\\\\\\\\\n\\\\\\\\\\nUpload
a CSV of emails and...\\\"](https://x.com/steventey/status/1932945651761098889)\\n\\n[![Bardia](https://www.firecrawl.dev/assets/testimonials/bardia.png)Bardia@thepericulum\\\"The
Firecrawl team ships. I wanted types for their node SDK, and less than an
hour later, I got them.\\\"](https://x.com/thepericulum/status/1781397799487078874)
[![Matt Busigin](https://www.firecrawl.dev/assets/testimonials/matt-busigin.png)Matt
Busigin@mbusigin\\\"Firecrawl is dope. Congrats guys \U0001F44F\\\"](https://x.com/mbusigin/status/1836065372010656069)
[![Sumanth](https://www.firecrawl.dev/assets/testimonials/sumanth.png)Sumanth@Sumanth\\\\_077\\\"Web
scraping will never be the same!\\\\\\\\\\n\\\\\\\\\\nFirecrawl is an open-source
framework that takes a URL, crawls it, and conver...\\\"](https://x.com/Sumanth_077/status/1940049003074478511)
[![Steven Tey](https://www.firecrawl.dev/assets/testimonials/steven-tey.png)Steven
Tey@steventey\\\"Open-source Clay alternative just dropped\\\\\\\\\\n\\\\\\\\\\nUpload
a CSV of emails and...\\\"](https://x.com/steventey/status/1932945651761098889)\\n\\n\\\\[06/
07 \\\\]\\n\\n\xB7\\n\\nUse Cases\\n\\n//\\n\\nUse cases\\n\\n//\\n\\n## Transform
\ web data into AI-powered solutions\\n\\nDiscover how Firecrawl customers
are getting the most out of our API.\\n\\n[View all use cases](https://docs.firecrawl.dev/use-cases/overview)\\n\\nChat
with context\\n\\nSmarter AI chats\\n\\nPower your AI assistants with real-time,
accurate web content.\\n\\n[View docs](https://docs.firecrawl.dev/introduction)\\n\\n![AI
Assistant](https://www.firecrawl.dev/assets/ai/bot.png)\\n\\nAI Assistant\\n\\nwithFirecrawl\\n\\nReal-time\xB7Updated
2 min ago\\n\\nAsk anything...\\n\\nKnow your leads\\n\\nLead enrichment\\n\\nEnhance
your sales data with\\n\\nweb information.\\n\\n[Check out Extract](https://www.firecrawl.dev/extract)\\n\\nExtracting
leads from directory...\\n\\nTech startups\\n\\nWith contact info\\n\\nDecision
makers\\n\\nFunding stage\\n\\nReady to engage\\n\\n![Emily Tran](https://www.firecrawl.dev/assets/ai/leads-1.png)\\n\\n![James
Carter](https://www.firecrawl.dev/assets/ai/leads-2.png)\\n\\n![Sophia Kim](https://www.firecrawl.dev/assets/ai/leads-3.png)\\n\\n![Michael
Rivera](https://www.firecrawl.dev/assets/ai/leads-4.png)\\n\\nKnow your leads\\n\\nMCPs\\n\\nAdd
powerful scraping to your\\n\\ncode editors.\\n\\n[Get started](https://docs.firecrawl.dev/mcp-server)\\n\\n![Claude
Code](https://www.firecrawl.dev/assets/ai/mcps-claude.png)\\n\\nClaude Code\\n\\n![Cursor](https://www.firecrawl.dev/assets/ai/mcps-cursor.png)\\n\\nCursor\\n\\n![Windsurf](https://www.firecrawl.dev/assets/ai/mcps-windsurf.png)\\n\\nWindsurf\\n\\n\u273B\\n\\nWelcome
to Claude Code!\\n\\n/help for help, /status for your current setup\\n\\n>Try
\\\"how do I log an error?\\\"\\n\\nBuild with context\\n\\nAI platforms\\n\\nLet
your customers build AI apps\\n\\nwith web data.\\n\\n[Check out Map](https://docs.firecrawl.dev/features/map)\\n\\n![Logo
1](https://www.firecrawl.dev/assets/ai/platforms-1.png)\\n\\n![Logo 2](https://www.firecrawl.dev/assets/ai/platforms-2.png)\\n\\n![Logo
4](https://www.firecrawl.dev/assets/ai/platforms-4.png)\\n\\n![Logo 3](https://www.firecrawl.dev/assets/ai/platforms-3.png)\\n\\nExtracting
text...\\n\\nNo insight missed\\n\\nDeep research\\n\\nExtract comprehensive
information for\\n\\nin-depth research.\\n\\n[Build your own with Search](https://docs.firecrawl.dev/features/search)\\n\\nDeep
research in progress...\\n\\nAcademic papers\\n\\n0 found\\n\\nNews articles\\n\\n0
found\\n\\nExpert opinions\\n\\n0 found\\n\\nResearch reports\\n\\n0 found\\n\\nIndustry
data\\n\\n0 found\\n\\nAsk anything...\\n\\n\\\\[ CTA \\\\]\\n\\n\\\\[ CRAWL
\\\\]\\n\\n\\\\[ SCRAPE \\\\]\\n\\n\\\\[ CTA \\\\]\\n\\n//\\n\\nGet started\\n\\n//\\n\\nReady
to build?\\n\\nStart getting Web Data for free and scale seamlessly as your
project expands. No credit card needed.\\n\\n[Start for free](https://www.firecrawl.dev/signin)
[See our plans](https://www.firecrawl.dev/pricing)\\n\\n\\\\[07/ 07 \\\\]\\n\\n\xB7\\n\\nFAQ\\n\\n//\\n\\nFAQ\\n\\n//\\n\\n##
Frequently askedquestions\\n\\nEverything you need to know about Firecrawl.\\n\\nGeneral\\n\\nWhat
is Firecrawl?\\n\\nWhat sites work?\\n\\nWho can benefit from using Firecrawl?\\n\\nIs
Firecrawl open-source?\\n\\nWhat is the difference between Firecrawl and other
web scrapers?\\n\\nWhat is the difference between the open-source version
and the hosted version?\\n\\nScraping & Crawling\\n\\nHow does Firecrawl handle
dynamic content on websites?\\n\\nWhy is it not crawling all the pages?\\n\\nCan
Firecrawl crawl websites without a sitemap?\\n\\nWhat formats can Firecrawl
convert web data into?\\n\\nHow does Firecrawl ensure the cleanliness of the
data?\\n\\nIs Firecrawl suitable for large-scale data scraping projects?\\n\\nDoes
it respect robots.txt?\\n\\nWhat measures does Firecrawl take to handle web
scraping challenges like rate limits and caching?\\n\\nDoes Firecrawl handle
captcha or authentication?\\n\\nAPI Related\\n\\nWhere can I find my API key?\\n\\nBilling\\n\\nIs
Firecrawl free?\\n\\nIs there a pay-per-use plan instead of monthly?\\n\\nDo
credits roll over to the next month?\\n\\nHow many credits do scraping and
crawling cost?\\n\\nDo you charge for failed requests?\\n\\nWhat payment methods
do you accept?\\n\\nFOOTER\\n\\nThe easiest way to extract\\n\\ndata from
the web\\n\\nBacked by\\n\\nY Combinator\\n\\n[Linkedin](https://www.linkedin.com/company/firecrawl)
[Github](https://github.com/firecrawl/firecrawl)\\n\\nSOC II \xB7 Type 2\\n\\nAICPA\\n\\nSOC
2\\n\\n[X (Twitter)](https://x.com/firecrawl_dev) [Discord](https://discord.gg/gSmWdAkdwd)\\n\\nProducts\\n\\n[Playground](https://www.firecrawl.dev/playground)
[Extract](https://www.firecrawl.dev/extract) [Pricing](https://www.firecrawl.dev/pricing)
[Templates](https://www.firecrawl.dev/templates) [Changelog](https://www.firecrawl.dev/changelog)\\n\\nUse
Cases\\n\\n[AI Platforms](https://docs.firecrawl.dev/use-cases/ai-platforms)
[Lead Enrichment](https://docs.firecrawl.dev/use-cases/lead-enrichment) [SEO
Platforms](https://docs.firecrawl.dev/use-cases/seo-platforms) [Deep Research](https://docs.firecrawl.dev/use-cases/deep-research)\\n\\nDocumentation\\n\\n[Getting
started](https://docs.firecrawl.dev/introduction) [API Reference](https://docs.firecrawl.dev/api-reference/introduction)
[Integrations](https://www.firecrawl.dev/app) [Examples](https://docs.firecrawl.dev/use-cases/overview)
[SDKs](https://docs.firecrawl.dev/sdks/overview)\\n\\nCompany\\n\\n[Blog](https://www.firecrawl.dev/blog)
[Careers](https://www.firecrawl.dev/careers) [Creator & OSS program](https://www.firecrawl.dev/creator-oss-program)
[Student program](https://www.firecrawl.dev/student-program)\\n\\n\xA9 2025
Firecrawl\\n\\n[Terms of Service](https://www.firecrawl.dev/terms-of-service)
[Privacy Policy](https://www.firecrawl.dev/privacy-policy) [Report Abuse](mailto:help@firecrawl.com?subject=Issue:)\\n\\n[All
systems normal](https://status.firecrawl.dev/)\\n\\nStripeM-Inner\",\"metadata\":{\"favicon\":\"https://www.firecrawl.dev/favicon.png\",\"ogUrl\":\"https://www.firecrawl.dev\",\"ogImage\":\"https://www.firecrawl.dev/og.png\",\"referrer\":\"origin-when-cross-origin\",\"ogDescription\":\"The
web crawling, scraping, and search API for AI. Built for scale. Firecrawl
delivers the entire internet to AI agents and builders. Clean, structured,
and ready to reason with.\",\"robots\":\"follow, index\",\"twitter:card\":\"summary_large_image\",\"og:site_name\":\"Firecrawl
- The Web Data API for AI\",\"twitter:title\":\"Firecrawl - The Web Data API
for AI\",\"og:image\":\"https://www.firecrawl.dev/og.png\",\"title\":\"Firecrawl
- The Web Data API for AI\",\"og:description\":\"The web crawling, scraping,
and search API for AI. Built for scale. Firecrawl delivers the entire internet
to AI agents and builders. Clean, structured, and ready to reason with.\",\"twitter:image\":\"https://www.firecrawl.dev/og.png\",\"viewport\":\"width=device-width,
initial-scale=1, maximum-scale=1, user-scalable=no\",\"ogSiteName\":\"Firecrawl
- The Web Data API for AI\",\"keywords\":\"Firecrawl,Markdown,Data,Mendable,Langchain\",\"author\":\"Firecrawl\",\"og:title\":\"Firecrawl
- The Web Data API for AI\",\"twitter:description\":\"The web crawling, scraping,
and search API for AI. Built for scale. Firecrawl delivers the entire internet
to AI agents and builders. Clean, structured, and ready to reason with.\",\"description\":\"The
web crawling, scraping, and search API for AI. Built for scale. Firecrawl
delivers the entire internet to AI agents and builders. Clean, structured,
and ready to reason with.\",\"twitter:site\":\"@Vercel\",\"og:url\":\"https://www.firecrawl.dev\",\"og:type\":\"website\",\"ogTitle\":\"Firecrawl
- The Web Data API for AI\",\"language\":\"en\",\"creator\":\"Firecrawl\",\"publisher\":\"Firecrawl\",\"twitter:creator\":\"@Vercel\",\"scrapeId\":\"57b0586f-36e8-4923-aaa2-88ff58c03999\",\"sourceURL\":\"https://www.firecrawl.dev/\",\"url\":\"https://www.firecrawl.dev/\",\"statusCode\":200,\"contentType\":\"text/html;
charset=utf-8\",\"proxyUsed\":\"basic\",\"cacheState\":\"hit\",\"cachedAt\":\"2025-10-29T13:09:07.713Z\"}},{\"url\":\"https://github.com/firecrawl/firecrawl\",\"title\":\"firecrawl/firecrawl:
The Web Data API for AI - Turn entire ... - GitHub\",\"description\":\"Firecrawl
is an API service that takes a URL, crawls it, and converts it into clean
markdown or structured data. We crawl all accessible subpages and give you
...\",\"position\":2,\"category\":\"github\",\"markdown\":\"[Skip to content](https://github.com/firecrawl/firecrawl#start-of-content)\\n\\nYou
signed in with another tab or window. [Reload](https://github.com/firecrawl/firecrawl)
to refresh your session.You signed out in another tab or window. [Reload](https://github.com/firecrawl/firecrawl)
to refresh your session.You switched accounts on another tab or window. [Reload](https://github.com/firecrawl/firecrawl)
to refresh your session.Dismiss alert\\n\\n{{ message }}\\n\\n[firecrawl](https://github.com/firecrawl)/
**[firecrawl](https://github.com/firecrawl/firecrawl)** Public\\n\\n- Couldn't
load subscription status.\\nRetry\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n### Uh
oh!\\n\\n\\n\\n\\n\\n\\n\\nThere was an error while loading. [Please reload
this page](https://github.com/firecrawl/firecrawl).\\n\\n- [Fork\\\\\\\\\\n5.1k](https://github.com/login?return_to=%2Ffirecrawl%2Ffirecrawl)\\n-
[Star\\\\\\\\\\n65.2k](https://github.com/login?return_to=%2Ffirecrawl%2Ffirecrawl)\\n\\n\\n\U0001F525
The Web Data API for AI - Turn entire websites into LLM-ready markdown or
structured data\\n\\n\\n[firecrawl.dev](https://firecrawl.dev/ \\\"https://firecrawl.dev\\\")\\n\\n###
License\\n\\n[AGPL-3.0 license](https://github.com/firecrawl/firecrawl/blob/main/LICENSE)\\n\\n[65.2k\\\\\\\\\\nstars](https://github.com/firecrawl/firecrawl/stargazers)
[5.1k\\\\\\\\\\nforks](https://github.com/firecrawl/firecrawl/forks) [Branches](https://github.com/firecrawl/firecrawl/branches)
[Tags](https://github.com/firecrawl/firecrawl/tags) [Activity](https://github.com/firecrawl/firecrawl/activity)\\n\\n[Star](https://github.com/login?return_to=%2Ffirecrawl%2Ffirecrawl)\\n\\nCouldn't
load subscription status.\\nRetry\\n\\n### Uh oh!\\n\\nThere was an error
while loading. [Please reload this page](https://github.com/firecrawl/firecrawl).\\n\\n#
firecrawl/firecrawl\\n\\nmain\\n\\n[**887** Branches](https://github.com/firecrawl/firecrawl/branches)
[**28** Tags](https://github.com/firecrawl/firecrawl/tags)\\n\\n[Go to Branches
page](https://github.com/firecrawl/firecrawl/branches)[Go to Tags page](https://github.com/firecrawl/firecrawl/tags)\\n\\nGo
to file\\n\\nCode\\n\\nOpen more actions menu\\n\\n## Folders and files\\n\\n|
Name | Name | Last commit message | Last commit date |\\n| --- | --- | ---
| --- |\\n| ## Latest commit<br>[![amplitudesxd](https://avatars.githubusercontent.com/u/62763456?v=4&size=40)](https://github.com/amplitudesxd)[amplitudesxd](https://github.com/firecrawl/firecrawl/commits?author=amplitudesxd)<br>[chore:
update last scrape rpc (](https://github.com/firecrawl/firecrawl/commit/37de2877fab4bae2de297e37bad3c9bcd49a64bc)
[#2339](https://github.com/firecrawl/firecrawl/pull/2339) [)](https://github.com/firecrawl/firecrawl/commit/37de2877fab4bae2de297e37bad3c9bcd49a64bc)<br>success<br>20
hours agoOct 27, 2025<br>[37de287](https://github.com/firecrawl/firecrawl/commit/37de2877fab4bae2de297e37bad3c9bcd49a64bc)\_\xB7\_20
hours agoOct 27, 2025<br>## History<br>[4,487 Commits](https://github.com/firecrawl/firecrawl/commits/main/)
<br>Open commit details<br>[View commit history for this file.](https://github.com/firecrawl/firecrawl/commits/main/)
|\\n| [.github](https://github.com/firecrawl/firecrawl/tree/main/.github \\\".github\\\")
| [.github](https://github.com/firecrawl/firecrawl/tree/main/.github \\\".github\\\")
| [fix(ci): temp disabled prod env tests](https://github.com/firecrawl/firecrawl/commit/42fc149c1ab738da0e15e772817774aa35273f8e
\\\"fix(ci): temp disabled prod env tests\\\") | 5 days agoOct 23, 2025 |\\n|
[apps](https://github.com/firecrawl/firecrawl/tree/main/apps \\\"apps\\\")
| [apps](https://github.com/firecrawl/firecrawl/tree/main/apps \\\"apps\\\")
| [chore: update last scrape rpc (](https://github.com/firecrawl/firecrawl/commit/37de2877fab4bae2de297e37bad3c9bcd49a64bc
\\\"chore: update last scrape rpc (#2339)\\\") [#2339](https://github.com/firecrawl/firecrawl/pull/2339)
[)](https://github.com/firecrawl/firecrawl/commit/37de2877fab4bae2de297e37bad3c9bcd49a64bc
\\\"chore: update last scrape rpc (#2339)\\\") | 20 hours agoOct 27, 2025
|\\n| [examples](https://github.com/firecrawl/firecrawl/tree/main/examples
\\\"examples\\\") | [examples](https://github.com/firecrawl/firecrawl/tree/main/examples
\\\"examples\\\") | [Merge pull request](https://github.com/firecrawl/firecrawl/commit/7ad57003b4ad8b230ba8252129e52bafa62dfae9
\\\"Merge pull request #2172 from MAVRICK-1/firecrawl-gemini-screenshot-editor
\ feat: Add Firecrawl + Gemini 2.5 Flash Image CLI Editor\\\") [#2172](https://github.com/firecrawl/firecrawl/pull/2172)
[from MAVRICK-1/firecrawl-gemini-screenshot-e\u2026](https://github.com/firecrawl/firecrawl/commit/7ad57003b4ad8b230ba8252129e52bafa62dfae9
\\\"Merge pull request #2172 from MAVRICK-1/firecrawl-gemini-screenshot-editor
\ feat: Add Firecrawl + Gemini 2.5 Flash Image CLI Editor\\\") | last monthSep
23, 2025 |\\n| [img](https://github.com/firecrawl/firecrawl/tree/main/img
\\\"img\\\") | [img](https://github.com/firecrawl/firecrawl/tree/main/img
\\\"img\\\") | [updated readme](https://github.com/firecrawl/firecrawl/commit/4f904e774831dc598681d3e998d0e5e15abcec27
\\\"updated readme\\\") | 2 months agoAug 18, 2025 |\\n| [.gitattributes](https://github.com/firecrawl/firecrawl/blob/main/.gitattributes
\\\".gitattributes\\\") | [.gitattributes](https://github.com/firecrawl/firecrawl/blob/main/.gitattributes
\\\".gitattributes\\\") | [Initial commit](https://github.com/firecrawl/firecrawl/commit/a6c2a878119321a196f720cce4195e086f1c6b46
\\\"Initial commit\\\") | last yearApr 15, 2024 |\\n| [.gitignore](https://github.com/firecrawl/firecrawl/blob/main/.gitignore
\\\".gitignore\\\") | [.gitignore](https://github.com/firecrawl/firecrawl/blob/main/.gitignore
\\\".gitignore\\\") | [Nick: init](https://github.com/firecrawl/firecrawl/commit/ab3fa4838458c8303a67dd30fdd75a16b89cc20b
\\\"Nick: init\\\") | 3 weeks agoOct 10, 2025 |\\n| [.gitmodules](https://github.com/firecrawl/firecrawl/blob/main/.gitmodules
\\\".gitmodules\\\") | [.gitmodules](https://github.com/firecrawl/firecrawl/blob/main/.gitmodules
\\\".gitmodules\\\") | [mendableai -> firecrawl](https://github.com/firecrawl/firecrawl/commit/2f3bc4e7a7b1a67a29c06df629f79402ee1aad1b
\\\"mendableai -> firecrawl\\\") | 2 months agoAug 18, 2025 |\\n| [CLAUDE.md](https://github.com/firecrawl/firecrawl/blob/main/CLAUDE.md
\\\"CLAUDE.md\\\") | [CLAUDE.md](https://github.com/firecrawl/firecrawl/blob/main/CLAUDE.md
\\\"CLAUDE.md\\\") | [add claude file](https://github.com/firecrawl/firecrawl/commit/3f0873c788823258a7d9f55d1c8772aed4e1a8de
\\\"add claude file\\\") | 2 months agoAug 6, 2025 |\\n| [CONTRIBUTING.md](https://github.com/firecrawl/firecrawl/blob/main/CONTRIBUTING.md
\\\"CONTRIBUTING.md\\\") | [CONTRIBUTING.md](https://github.com/firecrawl/firecrawl/blob/main/CONTRIBUTING.md
\\\"CONTRIBUTING.md\\\") | [Add Rust to CONTRIBUTING (](https://github.com/firecrawl/firecrawl/commit/f396cb20b54c3c2d7e64882642c5df6310a01002
\\\"Add Rust to CONTRIBUTING (#2180)\\\") [#2180](https://github.com/firecrawl/firecrawl/pull/2180)
[)](https://github.com/firecrawl/firecrawl/commit/f396cb20b54c3c2d7e64882642c5df6310a01002
\\\"Add Rust to CONTRIBUTING (#2180)\\\") | last monthSep 18, 2025 |\\n| [LICENSE](https://github.com/firecrawl/firecrawl/blob/main/LICENSE
\\\"LICENSE\\\") | [LICENSE](https://github.com/firecrawl/firecrawl/blob/main/LICENSE
\\\"LICENSE\\\") | [Update SDKs to MIT license](https://github.com/firecrawl/firecrawl/commit/afb49e21e7cff595ebad9ce0b7aba13b88f39cf8
\\\"Update SDKs to MIT license\\\") | last yearJul 8, 2024 |\\n| [README.md](https://github.com/firecrawl/firecrawl/blob/main/README.md
\\\"README.md\\\") | [README.md](https://github.com/firecrawl/firecrawl/blob/main/README.md
\\\"README.md\\\") | [Update README.md](https://github.com/firecrawl/firecrawl/commit/a21430e97818d95099bb365be711d9227bd75590
\\\"Update README.md\\\") | 3 weeks agoOct 6, 2025 |\\n| [SELF\\\\_HOST.md](https://github.com/firecrawl/firecrawl/blob/main/SELF_HOST.md
\\\"SELF_HOST.md\\\") | [SELF\\\\_HOST.md](https://github.com/firecrawl/firecrawl/blob/main/SELF_HOST.md
\\\"SELF_HOST.md\\\") | [Allow self-hosted webhook delivery to private IP
addresses (](https://github.com/firecrawl/firecrawl/commit/5756b834884d481382ce1f5674836a56b7fee33d
\\\"Allow self-hosted webhook delivery to private IP addresses (#2232)\\\")
[#2232](https://github.com/firecrawl/firecrawl/pull/2232) [)](https://github.com/firecrawl/firecrawl/commit/5756b834884d481382ce1f5674836a56b7fee33d
\\\"Allow self-hosted webhook delivery to private IP addresses (#2232)\\\")
| 27 days agoOct 1, 2025 |\\n| [docker-compose.yaml](https://github.com/firecrawl/firecrawl/blob/main/docker-compose.yaml
\\\"docker-compose.yaml\\\") | [docker-compose.yaml](https://github.com/firecrawl/firecrawl/blob/main/docker-compose.yaml
\\\"docker-compose.yaml\\\") | [Fix a self-hosted docker-compose.yaml bug
caused by a recent firecraw\u2026](https://github.com/firecrawl/firecrawl/commit/7d4100b274889977fa1ba26344532d9d8747494c
\\\"Fix a self-hosted docker-compose.yaml bug caused by a recent firecrawl
change (#2252) Add EXTRACT_WORKER_PORT to docker-compose environment\\\")
| 3 weeks agoOct 4, 2025 |\\n| View all files |\\n\\n## Repository files navigation\\n\\n###
[![](https://raw.githubusercontent.com/firecrawl/firecrawl/main/img/firecrawl_logo.png)](https://raw.githubusercontent.com/firecrawl/firecrawl/main/img/firecrawl_logo.png)\\n\\n[Permalink:
](https://github.com/firecrawl/firecrawl#----)\\n\\n[![License](https://camo.githubusercontent.com/d8ec6c81115d21c81bc26f2c80f8987a4d2a72e538b88afaa738fad5cd6289ff/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f66697265637261776c2f66697265637261776c)](https://github.com/firecrawl/firecrawl/blob/main/LICENSE)[![Downloads](https://camo.githubusercontent.com/9d76afe428b4085c8b7103f2f4e31da110ee154ad7320bace4348d92ac0c2450/68747470733a2f2f7374617469632e706570792e746563682f62616467652f66697265637261776c2d7079)](https://pepy.tech/project/firecrawl-py)[![GitHub
Contributors](https://camo.githubusercontent.com/a9eabcb95ba00300afa51ce546660540c1f65764492cb2ba8fb67fe541c7e97f/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f636f6e7472696275746f72732f66697265637261776c2f66697265637261776c2e737667)](https://github.com/firecrawl/firecrawl/graphs/contributors)[![Visit
firecrawl.dev](https://camo.githubusercontent.com/3576b8cb0e77344c001cc8456d28c830691cb96480d4b65be90f8a4c99dead56/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f56697369742d66697265637261776c2e6465762d6f72616e6765)](https://firecrawl.dev/)\\n\\n[![Follow
on X](https://camo.githubusercontent.com/610127222e603752676f0275682f12398f8e434706861d577c1f6688d999191c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f466f6c6c6f772532306f6e253230582d3030303030303f7374796c653d666f722d7468652d6261646765266c6f676f3d78266c6f676f436f6c6f723d7768697465)](https://twitter.com/firecrawl_dev)[![Follow
on LinkedIn](https://camo.githubusercontent.com/8741d51bb8e1c8ae576ac05e875f826bcf80e8711dcf9225935bb78d5bb03802/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f466f6c6c6f772532306f6e2532304c696e6b6564496e2d3030373742353f7374796c653d666f722d7468652d6261646765266c6f676f3d6c696e6b6564696e266c6f676f436f6c6f723d7768697465)](https://www.linkedin.com/company/104100957)[![Join
our Discord](https://camo.githubusercontent.com/886138c89a84dc2ad74d06900f364d736ccf753b2732d59fbd4106f6310f3616/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4a6f696e2532306f7572253230446973636f72642d3538363546323f7374796c653d666f722d7468652d6261646765266c6f676f3d646973636f7264266c6f676f436f6c6f723d7768697465)](https://discord.com/invite/gSmWdAkdwd)\\n\\n#
\U0001F525 Firecrawl\\n\\n[Permalink: \U0001F525 Firecrawl](https://github.com/firecrawl/firecrawl#-firecrawl)\\n\\nEmpower
your AI apps with clean data from any website. Featuring advanced scraping,
crawling, and data extraction capabilities.\\n\\n_This repository is in development,
and we\u2019re still integrating custom modules into the mono repo. It's not
fully ready for self-hosted deployment yet, but you can run it locally._\\n\\n##
What is Firecrawl?\\n\\n[Permalink: What is Firecrawl?](https://github.com/firecrawl/firecrawl#what-is-firecrawl)\\n\\n[Firecrawl](https://firecrawl.dev/?ref=github)
is an API service that takes a URL, crawls it, and converts it into clean
markdown or structured data. We crawl all accessible subpages and give you
clean data for each. No sitemap required. Check out our [documentation](https://docs.firecrawl.dev/).\\n\\nLooking
for our MCP? Check out the [repo here](https://github.com/firecrawl/firecrawl-mcp-server).\\n\\n_Pst.
hey, you, join our stargazers :)_\\n\\n[![GitHub stars](https://camo.githubusercontent.com/11f7ce76e9f1608b3470b3a23a1db3a7d9ec083ee18f2d826862f420bac800dc/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f66697265637261776c2f66697265637261776c2e7376673f7374796c653d736f6369616c266c6162656c3d53746172266d61784167653d32353932303030)](https://github.com/firecrawl/firecrawl)\\n\\n##
How to use it?\\n\\n[Permalink: How to use it?](https://github.com/firecrawl/firecrawl#how-to-use-it)\\n\\nWe
provide an easy to use API with our hosted version. You can find the playground
and documentation [here](https://firecrawl.dev/playground). You can also self
host the backend if you'd like.\\n\\nCheck out the following resources to
get started:\\n\\n- [x] **API**: [Documentation](https://docs.firecrawl.dev/api-reference/introduction)\\n-
[x] **SDKs**: [Python](https://docs.firecrawl.dev/sdks/python), [Node](https://docs.firecrawl.dev/sdks/node)\\n-
[x] **LLM Frameworks**: [Langchain (python)](https://python.langchain.com/docs/integrations/document_loaders/firecrawl/),
[Langchain (js)](https://js.langchain.com/docs/integrations/document_loaders/web_loaders/firecrawl),
[Llama Index](https://docs.llamaindex.ai/en/latest/examples/data_connectors/WebPageDemo/#using-firecrawl-reader),
[Crew.ai](https://docs.crewai.com/), [Composio](https://composio.dev/tools/firecrawl/all),
[PraisonAI](https://docs.praison.ai/firecrawl/), [Superinterface](https://superinterface.ai/docs/assistants/functions/firecrawl),
[Vectorize](https://docs.vectorize.io/integrations/source-connectors/firecrawl)\\n-
[x] **Low-code Frameworks**: [Dify](https://dify.ai/blog/dify-ai-blog-integrated-with-firecrawl),
[Langflow](https://docs.langflow.org/), [Flowise AI](https://docs.flowiseai.com/integrations/langchain/document-loaders/firecrawl),
[Cargo](https://docs.getcargo.io/integration/firecrawl), [Pipedream](https://pipedream.com/apps/firecrawl/)\\n-
[x] **Community SDKs**: [Go](https://docs.firecrawl.dev/sdks/go), [Rust](https://docs.firecrawl.dev/sdks/rust)\\n-
[x] **Others**: [Zapier](https://zapier.com/apps/firecrawl/integrations),
[Pabbly Connect](https://www.pabbly.com/connect/integrations/firecrawl/)\\n-
[ ] Want an SDK or Integration? Let us know by opening an issue.\\n\\nTo
run locally, refer to guide [here](https://github.com/firecrawl/firecrawl/blob/main/CONTRIBUTING.md).\\n\\n###
API Key\\n\\n[Permalink: API Key](https://github.com/firecrawl/firecrawl#api-key)\\n\\nTo
use the API, you need to sign up on [Firecrawl](https://firecrawl.dev/) and
get an API key.\\n\\n### Features\\n\\n[Permalink: Features](https://github.com/firecrawl/firecrawl#features)\\n\\n-
[**Scrape**](https://github.com/firecrawl/firecrawl#scraping): scrapes a URL
and get its content in LLM-ready format (markdown, structured data via [LLM
Extract](https://github.com/firecrawl/firecrawl#llm-extraction-beta), screenshot,
html)\\n- [**Crawl**](https://github.com/firecrawl/firecrawl#crawling): scrapes
all the URLs of a web page and return content in LLM-ready format\\n- [**Map**](https://github.com/firecrawl/firecrawl#map):
input a website and get all the website urls - extremely fast\\n- [**Search**](https://github.com/firecrawl/firecrawl#search):
search the web and get full content from results\\n- [**Extract**](https://github.com/firecrawl/firecrawl#extract):
get structured data from single page, multiple pages or entire websites with
AI.\\n\\n### Powerful Capabilities\\n\\n[Permalink: Powerful Capabilities](https://github.com/firecrawl/firecrawl#powerful-capabilities)\\n\\n-
**LLM-ready formats**: markdown, structured data, screenshot, HTML, links,
metadata\\n- **The hard stuff**: proxies, anti-bot mechanisms, dynamic content
(js-rendered), output parsing, orchestration\\n- **Customizability**: exclude
tags, crawl behind auth walls with custom headers, max crawl depth, etc...\\n-
**Media parsing**: pdfs, docx, images\\n- **Reliability first**: designed
to get the data you need - no matter how hard it is\\n- **Actions**: click,
scroll, input, wait and more before extracting data\\n- **Batching**: scrape
thousands of URLs at the same time with a new async endpoint\\n- **Change
Tracking**: monitor and detect changes in website content over time\\n\\nYou
can find all of Firecrawl's capabilities and how to use them in our [documentation](https://docs.firecrawl.dev/)\\n\\n###
Crawling\\n\\n[Permalink: Crawling](https://github.com/firecrawl/firecrawl#crawling)\\n\\nUsed
to crawl a URL and all accessible subpages. This submits a crawl job and returns
a job ID to check the status of the crawl.\\n\\n```\\ncurl -X POST https://api.firecrawl.dev/v2/crawl
\\\\\\n -H 'Content-Type: application/json' \\\\\\n -H 'Authorization:
Bearer fc-YOUR_API_KEY' \\\\\\n -d '{\\n \\\"url\\\": \\\"https://docs.firecrawl.dev\\\",\\n
\ \\\"limit\\\": 10,\\n \\\"scrapeOptions\\\": {\\n \\\"formats\\\":
[\\\"markdown\\\", \\\"html\\\"]\\n }\\n }'\\n```\\n\\nReturns a crawl
job id and the url to check the status of the crawl.\\n\\n```\\n{\\n \\\"success\\\":
true,\\n \\\"id\\\": \\\"123-456-789\\\",\\n \\\"url\\\": \\\"https://api.firecrawl.dev/v2/crawl/123-456-789\\\"\\n}\\n```\\n\\n###
Check Crawl Job\\n\\n[Permalink: Check Crawl Job](https://github.com/firecrawl/firecrawl#check-crawl-job)\\n\\nUsed
to check the status of a crawl job and get its result.\\n\\n```\\ncurl -X
GET https://api.firecrawl.dev/v2/crawl/123-456-789 \\\\\\n -H 'Content-Type:
application/json' \\\\\\n -H 'Authorization: Bearer YOUR_API_KEY'\\n```\\n\\n```\\n{\\n
\ \\\"status\\\": \\\"completed\\\",\\n \\\"total\\\": 36,\\n \\\"creditsUsed\\\":
36,\\n \\\"expiresAt\\\": \\\"2024-00-00T00:00:00.000Z\\\",\\n \\\"data\\\":
[\\\\\\n {\\\\\\n \\\"markdown\\\": \\\"[Firecrawl Docs home page![light
logo](https://mintlify.s3-us-west-1.amazonaws.com/firecrawl/logo/light.svg)!...\\\",\\\\\\n
\ \\\"html\\\": \\\"<!DOCTYPE html><html lang=\\\\\\\"en\\\\\\\" class=\\\\\\\"js-focus-visible
lg:[--scroll-mt:9.5rem]\\\\\\\" data-js-focus-visible=\\\\\\\"\\\\\\\">...\\\",\\\\\\n
\ \\\"metadata\\\": {\\\\\\n \\\"title\\\": \\\"Build a 'Chat with
website' using Groq Llama 3 | Firecrawl\\\",\\\\\\n \\\"language\\\":
\\\"en\\\",\\\\\\n \\\"sourceURL\\\": \\\"https://docs.firecrawl.dev/learn/rag-llama3\\\",\\\\\\n
\ \\\"description\\\": \\\"Learn how to use Firecrawl, Groq Llama 3,
and Langchain to build a 'Chat with your website' bot.\\\",\\\\\\n \\\"ogLocaleAlternate\\\":
[],\\\\\\n \\\"statusCode\\\": 200\\\\\\n }\\\\\\n }\\\\\\n
\ ]\\\\\\n}\\\\\\n```\\\\\\n\\\\\\n### Scraping\\\\\\n\\\\\\n[Permalink: Scraping](https://github.com/firecrawl/firecrawl#scraping)\\\\\\n\\\\\\nUsed
to scrape a URL and get its content in the specified formats.\\\\\\n\\\\\\n```\\\\\\ncurl
-X POST https://api.firecrawl.dev/v2/scrape \\\\\\\\\\n -H 'Content-Type:
application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n
\ -d '{\\\\\\n \\\"url\\\": \\\"https://docs.firecrawl.dev\\\",\\\\\\n
\ \\\"formats\\\" : [\\\"markdown\\\", \\\"html\\\"]\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\nResponse:\\\\\\n\\\\\\n```\\\\\\n{\\\\\\n
\ \\\"success\\\": true,\\\\\\n \\\"data\\\": {\\\\\\n \\\"markdown\\\":
\\\"Launch Week I is here! [See our Day 2 Release \U0001F680](https://www.firecrawl.dev/blog/launch-week-i-day-2-doubled-rate-limits)[\U0001F4A5
Get 2 months free...\\\",\\\\\\n \\\"html\\\": \\\"<!DOCTYPE html><html
lang=\\\\\\\"en\\\\\\\" class=\\\\\\\"light\\\\\\\" style=\\\\\\\"color-scheme:
light;\\\\\\\"><body class=\\\\\\\"__variable_36bd41 __variable_d7dc5d font-inter
...\\\",\\\\\\n \\\"metadata\\\": {\\\\\\n \\\"title\\\": \\\"Home
- Firecrawl\\\",\\\\\\n \\\"description\\\": \\\"Firecrawl crawls and
converts any website into clean markdown.\\\",\\\\\\n \\\"language\\\":
\\\"en\\\",\\\\\\n \\\"keywords\\\": \\\"Firecrawl,Markdown,Data,Mendable,Langchain\\\",\\\\\\n
\ \\\"robots\\\": \\\"follow, index\\\",\\\\\\n \\\"ogTitle\\\":
\\\"Firecrawl\\\",\\\\\\n \\\"ogDescription\\\": \\\"Turn any website
into LLM-ready data.\\\",\\\\\\n \\\"ogUrl\\\": \\\"https://www.firecrawl.dev/\\\",\\\\\\n
\ \\\"ogImage\\\": \\\"https://www.firecrawl.dev/og.png?123\\\",\\\\\\n
\ \\\"ogLocaleAlternate\\\": [],\\\\\\n \\\"ogSiteName\\\": \\\"Firecrawl\\\",\\\\\\n
\ \\\"sourceURL\\\": \\\"https://firecrawl.dev\\\",\\\\\\n \\\"statusCode\\\":
200\\\\\\n }\\\\\\n }\\\\\\n}\\\\\\n```\\\\\\n\\\\\\n### Map\\\\\\n\\\\\\n[Permalink:
Map](https://github.com/firecrawl/firecrawl#map)\\\\\\n\\\\\\nUsed to map
a URL and get urls of the website. This returns most links present on the
website.\\\\\\n\\\\\\n```\\\\\\ncurl -X POST https://api.firecrawl.dev/v2/map
\\\\\\\\\\n -H 'Content-Type: application/json' \\\\\\\\\\n -H 'Authorization:
Bearer YOUR_API_KEY' \\\\\\\\\\n -d '{\\\\\\n \\\"url\\\": \\\"https://firecrawl.dev\\\"\\\\\\n
\ }'\\\\\\n```\\\\\\n\\\\\\nResponse:\\\\\\n\\\\\\n```\\\\\\n{\\\\\\n \\\"success\\\":
true,\\\\\\n \\\"links\\\": [\\\\\\n { \\\"url\\\": \\\"https://firecrawl.dev\\\",
\\\"title\\\": \\\"Firecrawl\\\", \\\"description\\\": \\\"Firecrawl is a
tool that allows you to crawl a website and get the data you need.\\\" },\\\\\\n
\ { \\\"url\\\": \\\"https://www.firecrawl.dev/pricing\\\", \\\"title\\\":
\\\"Firecrawl Pricing\\\", \\\"description\\\": \\\"Firecrawl Pricing\\\"
},\\\\\\n { \\\"url\\\": \\\"https://www.firecrawl.dev/blog\\\", \\\"title\\\":
\\\"Firecrawl Blog\\\", \\\"description\\\": \\\"Firecrawl Blog\\\" },\\\\\\n
\ { \\\"url\\\": \\\"https://www.firecrawl.dev/playground\\\", \\\"title\\\":
\\\"Firecrawl Playground\\\", \\\"description\\\": \\\"Firecrawl Playground\\\"
},\\\\\\n { \\\"url\\\": \\\"https://www.firecrawl.dev/smart-crawl\\\",
\\\"title\\\": \\\"Firecrawl Smart Crawl\\\", \\\"description\\\": \\\"Firecrawl
Smart Crawl\\\" }\\\\\\n ]\\\\\\n}\\\\\\n```\\\\\\n\\\\\\n#### Map with search\\\\\\n\\\\\\n[Permalink:
Map with search](https://github.com/firecrawl/firecrawl#map-with-search)\\\\\\n\\\\\\nMap
with `search` param allows you to search for specific urls inside a website.\\\\\\n\\\\\\n```\\\\\\ncurl
-X POST https://api.firecrawl.dev/v2/map \\\\\\\\\\n -H 'Content-Type:
application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n
\ -d '{\\\\\\n \\\"url\\\": \\\"https://firecrawl.dev\\\",\\\\\\n \\\"search\\\":
\\\"docs\\\"\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\nResponse will be an ordered
list from the most relevant to the least relevant.\\\\\\n\\\\\\n```\\\\\\n{\\\\\\n
\ \\\"success\\\": true,\\\\\\n \\\"links\\\": [\\\\\\n { \\\"url\\\":
\\\"https://docs.firecrawl.dev\\\", \\\"title\\\": \\\"Firecrawl Docs\\\",
\\\"description\\\": \\\"Firecrawl Docs\\\" },\\\\\\n { \\\"url\\\": \\\"https://docs.firecrawl.dev/sdks/python\\\",
\\\"title\\\": \\\"Firecrawl Python SDK\\\", \\\"description\\\": \\\"Firecrawl
Python SDK\\\" },\\\\\\n { \\\"url\\\": \\\"https://docs.firecrawl.dev/learn/rag-llama3\\\",
\\\"title\\\": \\\"Firecrawl RAG Llama 3\\\", \\\"description\\\": \\\"Firecrawl
RAG Llama 3\\\" }\\\\\\n ]\\\\\\n}\\\\\\n```\\\\\\n\\\\\\n### Search\\\\\\n\\\\\\n[Permalink:
Search](https://github.com/firecrawl/firecrawl#search)\\\\\\n\\\\\\nSearch
the web and get full content from results\\\\\\n\\\\\\nFirecrawl\u2019s search
API allows you to perform web searches and optionally scrape the search results
in one operation.\\\\\\n\\\\\\n- Choose specific output formats (markdown,
HTML, links, screenshots)\\\\\\n- Search the web with customizable parameters
(language, country, etc.)\\\\\\n- Optionally retrieve content from search
results in various formats\\\\\\n- Control the number of results and set timeouts\\\\\\n\\\\\\n```\\\\\\ncurl
-X POST https://api.firecrawl.dev/v2/search \\\\\\\\\\n -H \\\"Content-Type:
application/json\\\" \\\\\\\\\\n -H \\\"Authorization: Bearer fc-YOUR_API_KEY\\\"
\\\\\\\\\\n -d '{\\\\\\n \\\"query\\\": \\\"what is firecrawl?\\\",\\\\\\n
\ \\\"limit\\\": 5\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\n#### Response\\\\\\n\\\\\\n[Permalink:
Response](https://github.com/firecrawl/firecrawl#response)\\\\\\n\\\\\\n```\\\\\\n{\\\\\\n
\ \\\"success\\\": true,\\\\\\n \\\"data\\\": [\\\\\\n {\\\\\\n \\\"url\\\":
\\\"https://firecrawl.dev\\\",\\\\\\n \\\"title\\\": \\\"Firecrawl |
Home Page\\\",\\\\\\n \\\"description\\\": \\\"Turn websites into LLM-ready
data with Firecrawl\\\"\\\\\\n },\\\\\\n {\\\\\\n \\\"url\\\":
\\\"https://docs.firecrawl.dev\\\",\\\\\\n \\\"title\\\": \\\"Documentation
| Firecrawl\\\",\\\\\\n \\\"description\\\": \\\"Learn how to use Firecrawl
in your own applications\\\"\\\\\\n }\\\\\\n ]\\\\\\n}\\\\\\n```\\\\\\n\\\\\\n####
With content scraping\\\\\\n\\\\\\n[Permalink: With content scraping](https://github.com/firecrawl/firecrawl#with-content-scraping)\\\\\\n\\\\\\n```\\\\\\ncurl
-X POST https://api.firecrawl.dev/v2/search \\\\\\\\\\n -H \\\"Content-Type:
application/json\\\" \\\\\\\\\\n -H \\\"Authorization: Bearer fc-YOUR_API_KEY\\\"
\\\\\\\\\\n -d '{\\\\\\n \\\"query\\\": \\\"what is firecrawl?\\\",\\\\\\n
\ \\\"limit\\\": 5,\\\\\\n \\\"scrapeOptions\\\": {\\\\\\n \\\"formats\\\":
[\\\"markdown\\\", \\\"links\\\"]\\\\\\n }\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\n###
Extract (Beta)\\\\\\n\\\\\\n[Permalink: Extract (Beta)](https://github.com/firecrawl/firecrawl#extract-beta)\\\\\\n\\\\\\nGet
structured data from entire websites with a prompt and/or a schema.\\\\\\n\\\\\\nYou
can extract structured data from one or multiple URLs, including wildcards:\\\\\\n\\\\\\nSingle
Page:\\\\\\nExample: [https://firecrawl.dev/some-page](https://firecrawl.dev/some-page)\\\\\\n\\\\\\nMultiple
Pages / Full Domain\\\\\\nExample: [https://firecrawl.dev/](https://firecrawl.dev/)\\\\*\\\\\\n\\\\\\nWhen
you use /\\\\*, Firecrawl will automatically crawl and parse all URLs it can
discover in that domain, then extract the requested data.\\\\\\n\\\\\\n```\\\\\\ncurl
-X POST https://api.firecrawl.dev/v2/extract \\\\\\\\\\n -H 'Content-Type:
application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n
\ -d '{\\\\\\n \\\"urls\\\": [\\\\\\n \\\"https://firecrawl.dev/*\\\",\\\\\\n
\ \\\"https://docs.firecrawl.dev/\\\",\\\\\\n \\\"https://www.ycombinator.com/companies\\\"\\\\\\n
\ ],\\\\\\n \\\"prompt\\\": \\\"Extract the company mission, whether
it is open source, and whether it is in Y Combinator from the page.\\\",\\\\\\n
\ \\\"schema\\\": {\\\\\\n \\\"type\\\": \\\"object\\\",\\\\\\n
\ \\\"properties\\\": {\\\\\\n \\\"company_mission\\\": {\\\\\\n
\ \\\"type\\\": \\\"string\\\"\\\\\\n },\\\\\\n \\\"is_open_source\\\":
{\\\\\\n \\\"type\\\": \\\"boolean\\\"\\\\\\n },\\\\\\n
\ \\\"is_in_yc\\\": {\\\\\\n \\\"type\\\": \\\"boolean\\\"\\\\\\n
\ }\\\\\\n },\\\\\\n \\\"required\\\": [\\\\\\n \\\"company_mission\\\",\\\\\\n
\ \\\"is_open_source\\\",\\\\\\n \\\"is_in_yc\\\"\\\\\\n
\ ]\\\\\\n }\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\n```\\\\\\n{\\\\\\n
\ \\\"success\\\": true,\\\\\\n \\\"id\\\": \\\"44aa536d-f1cb-4706-ab87-ed0386685740\\\",\\\\\\n
\ \\\"urlTrace\\\": []\\\\\\n}\\\\\\n```\\\\\\n\\\\\\nIf you are using the
sdks, it will auto pull the response for you:\\\\\\n\\\\\\n```\\\\\\n{\\\\\\n
\ \\\"success\\\": true,\\\\\\n \\\"data\\\": {\\\\\\n \\\"company_mission\\\":
\\\"Firecrawl is the easiest way to extract data from the web. Developers
use us to reliably convert URLs into LLM-ready markdown or structured data
with a single API call.\\\",\\\\\\n \\\"supports_sso\\\": false,\\\\\\n
\ \\\"is_open_source\\\": true,\\\\\\n \\\"is_in_yc\\\": true\\\\\\n
\ }\\\\\\n}\\\\\\n```\\\\\\n\\\\\\n### LLM Extraction (Beta)\\\\\\n\\\\\\n[Permalink:
LLM Extraction (Beta)](https://github.com/firecrawl/firecrawl#llm-extraction-beta)\\\\\\n\\\\\\nUsed
to extract structured data from scraped pages.\\\\\\n\\\\\\n```\\\\\\ncurl
-X POST https://api.firecrawl.dev/v2/scrape \\\\\\\\\\n -H 'Content-Type:
application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n
\ -d '{\\\\\\n \\\"url\\\": \\\"https://www.mendable.ai/\\\",\\\\\\n \\\"formats\\\":
[\\\\\\n {\\\\\\n \\\"type\\\": \\\"json\\\",\\\\\\n \\\"schema\\\":
{\\\\\\n \\\"type\\\": \\\"object\\\",\\\\\\n \\\"properties\\\":
{\\\\\\n \\\"company_mission\\\": { \\\"type\\\": \\\"string\\\"
},\\\\\\n \\\"supports_sso\\\": { \\\"type\\\": \\\"boolean\\\"
},\\\\\\n \\\"is_open_source\\\": { \\\"type\\\": \\\"boolean\\\"
},\\\\\\n \\\"is_in_yc\\\": { \\\"type\\\": \\\"boolean\\\" }\\\\\\n
\ }\\\\\\n }\\\\\\n }\\\\\\n ]\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\n```\\\\\\n{\\\\\\n
\ \\\"success\\\": true,\\\\\\n \\\"data\\\": {\\\\\\n \\\"content\\\":
\\\"Raw Content\\\",\\\\\\n \\\"metadata\\\": {\\\\\\n \\\"title\\\":
\\\"Mendable\\\",\\\\\\n \\\"description\\\": \\\"Mendable allows you
to easily build AI chat applications. Ingest, customize, then deploy with
one line of code anywhere you want. Brought to you by SideGuide\\\",\\\\\\n
\ \\\"robots\\\": \\\"follow, index\\\",\\\\\\n \\\"ogTitle\\\":
\\\"Mendable\\\",\\\\\\n \\\"ogDescription\\\": \\\"Mendable allows you
to easily build AI chat applications. Ingest, customize, then deploy with
one line of code anywhere you want. Brought to you by SideGuide\\\",\\\\\\n
\ \\\"ogUrl\\\": \\\"https://mendable.ai/\\\",\\\\\\n \\\"ogImage\\\":
\\\"https://mendable.ai/mendable_new_og1.png\\\",\\\\\\n \\\"ogLocaleAlternate\\\":
[],\\\\\\n \\\"ogSiteName\\\": \\\"Mendable\\\",\\\\\\n \\\"sourceURL\\\":
\\\"https://mendable.ai/\\\"\\\\\\n },\\\\\\n \\\"json\\\": {\\\\\\n
\ \\\"company_mission\\\": \\\"Train a secure AI on your technical resources
that answers customer and employee questions so your team doesn't have to\\\",\\\\\\n
\ \\\"supports_sso\\\": true,\\\\\\n \\\"is_open_source\\\": false,\\\\\\n
\ \\\"is_in_yc\\\": true\\\\\\n }\\\\\\n }\\\\\\n}\\\\\\n```\\\\\\n\\\\\\n###
Extracting without a schema (New)\\\\\\n\\\\\\n[Permalink: Extracting without
a schema (New)](https://github.com/firecrawl/firecrawl#extracting-without-a-schema-new)\\\\\\n\\\\\\nYou
can now extract without a schema by just passing a `prompt` to the endpoint.
The llm chooses the structure of the data.\\\\\\n\\\\\\n```\\\\\\ncurl -X
POST https://api.firecrawl.dev/v2/scrape \\\\\\\\\\n -H 'Content-Type:
application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n
\ -d '{\\\\\\n \\\"url\\\": \\\"https://docs.firecrawl.dev/\\\",\\\\\\n
\ \\\"formats\\\": [\\\\\\n {\\\\\\n \\\"type\\\": \\\"json\\\",\\\\\\n
\ \\\"prompt\\\": \\\"Extract the company mission from the page.\\\"\\\\\\n
\ }\\\\\\n ]\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\n### Interacting
with the page with Actions (Cloud-only)\\\\\\n\\\\\\n[Permalink: Interacting
with the page with Actions (Cloud-only)](https://github.com/firecrawl/firecrawl#interacting-with-the-page-with-actions-cloud-only)\\\\\\n\\\\\\nFirecrawl
allows you to perform various actions on a web page before scraping its content.
This is particularly useful for interacting with dynamic content, navigating
through pages, or accessing content that requires user interaction.\\\\\\n\\\\\\nHere
is an example of how to use actions to navigate to google.com, search for
Firecrawl, click on the first result, and take a screenshot.\\\\\\n\\\\\\n```\\\\\\ncurl
-X POST https://api.firecrawl.dev/v2/scrape \\\\\\\\\\n -H 'Content-Type:
application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n
\ -d '{\\\\\\n \\\"url\\\": \\\"google.com\\\",\\\\\\n \\\"formats\\\":
[\\\"markdown\\\"],\\\\\\n \\\"actions\\\": [\\\\\\n {\\\"type\\\":
\\\"wait\\\", \\\"milliseconds\\\": 2000},\\\\\\n {\\\"type\\\":
\\\"click\\\", \\\"selector\\\": \\\"textarea[title=\\\\\\\"Search\\\\\\\"]\\\"},\\\\\\n
\ {\\\"type\\\": \\\"wait\\\", \\\"milliseconds\\\": 2000},\\\\\\n
\ {\\\"type\\\": \\\"write\\\", \\\"text\\\": \\\"firecrawl\\\"},\\\\\\n
\ {\\\"type\\\": \\\"wait\\\", \\\"milliseconds\\\": 2000},\\\\\\n
\ {\\\"type\\\": \\\"press\\\", \\\"key\\\": \\\"ENTER\\\"},\\\\\\n
\ {\\\"type\\\": \\\"wait\\\", \\\"milliseconds\\\": 3000},\\\\\\n
\ {\\\"type\\\": \\\"click\\\", \\\"selector\\\": \\\"h3\\\"},\\\\\\n
\ {\\\"type\\\": \\\"wait\\\", \\\"milliseconds\\\": 3000},\\\\\\n
\ {\\\"type\\\": \\\"screenshot\\\"}\\\\\\n ]\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\n###
Batch Scraping Multiple URLs (New)\\\\\\n\\\\\\n[Permalink: Batch Scraping
Multiple URLs (New)](https://github.com/firecrawl/firecrawl#batch-scraping-multiple-urls-new)\\\\\\n\\\\\\nYou
can now batch scrape multiple URLs at the same time. It is very similar to
how the /crawl endpoint works. It submits a batch scrape job and returns a
job ID to check the status of the batch scrape.\\\\\\n\\\\\\n```\\\\\\ncurl
-X POST https://api.firecrawl.dev/v2/batch/scrape \\\\\\\\\\n -H 'Content-Type:
application/json' \\\\\\\\\\n -H 'Authorization: Bearer YOUR_API_KEY' \\\\\\\\\\n
\ -d '{\\\\\\n \\\"urls\\\": [\\\"https://docs.firecrawl.dev\\\", \\\"https://docs.firecrawl.dev/sdks/overview\\\"],\\\\\\n
\ \\\"formats\\\" : [\\\"markdown\\\", \\\"html\\\"]\\\\\\n }'\\\\\\n```\\\\\\n\\\\\\n##
Using Python SDK\\\\\\n\\\\\\n[Permalink: Using Python SDK](https://github.com/firecrawl/firecrawl#using-python-sdk)\\\\\\n\\\\\\n###
Installing Python SDK\\\\\\n\\\\\\n[Permalink: Installing Python SDK](https://github.com/firecrawl/firecrawl#installing-python-sdk)\\\\\\n\\\\\\n```\\\\\\npip
install firecrawl-py\\\\\\n```\\\\\\n\\\\\\n### Crawl a website\\\\\\n\\\\\\n[Permalink:
Crawl a website](https://github.com/firecrawl/firecrawl#crawl-a-website)\\\\\\n\\\\\\n```\\\\\\nfrom
firecrawl import Firecrawl\\\\\\n\\\\\\nfirecrawl = Firecrawl(api_key=\\\"fc-YOUR_API_KEY\\\")\\\\\\n\\\\\\n#
Scrape a website (returns a Document)\\\\\\ndoc = firecrawl.scrape(\\\\\\n
\ \\\"https://firecrawl.dev\\\",\\\\\\n formats=[\\\"markdown\\\", \\\"html\\\"],\\\\\\n)\\\\\\nprint(doc.markdown)\\\\\\n\\\\\\n#
Crawl a website\\\\\\nresponse = firecrawl.crawl(\\\\\\n \\\"https://firecrawl.dev\\\",\\\\\\n
\ limit=100,\\\\\\n scrape_options={\\\"formats\\\": [\\\"markdown\\\",
\\\"html\\\"]},\\\\\\n poll_interval=30,\\\\\\n)\\\\\\nprint(response)\\\\\\n```\\\\\\n\\\\\\n###
Extracting structured data from a URL\\\\\\n\\\\\\n[Permalink: Extracting
structured data from a URL](https://github.com/firecrawl/firecrawl#extracting-structured-data-from-a-url)\\\\\\n\\\\\\nWith
LLM extraction, you can easily extract structured data from any URL. We support
pydantic schemas to make it easier for you too. Here is how you to use it:\\\\\\n\\\\\\n```\\\\\\nfrom
pydantic import BaseModel, Field\\\\\\nfrom typing import List\\\\\\n\\\\\\nclass
Article(BaseModel):\\\\\\n title: str\\\\\\n points: int\\\\\\n by:
str\\\\\\n commentsURL: str\\\\\\n\\\\\\nclass TopArticles(BaseModel):\\\\\\n
\ top: List[Article] = Field(..., description=\\\"Top 5 stories\\\")\\\\\\n\\\\\\n#
Use JSON format with a Pydantic schema\\\\\\ndoc = firecrawl.scrape(\\\\\\n
\ \\\"https://news.ycombinator.com\\\",\\\\\\n formats=[{\\\"type\\\":
\\\"json\\\", \\\"schema\\\": TopArticles}],\\\\\\n)\\\\\\nprint(doc.json)\\\\\\n```\\\\\\n\\\\\\n##
Using the Node SDK\\\\\\n\\\\\\n[Permalink: Using the Node SDK](https://github.com/firecrawl/firecrawl#using-the-node-sdk)\\\\\\n\\\\\\n###
Installation\\\\\\n\\\\\\n[Permalink: Installation](https://github.com/firecrawl/firecrawl#installation)\\\\\\n\\\\\\nTo
install the Firecrawl Node SDK, you can use npm:\\\\\\n\\\\\\n```\\\\\\nnpm
install @mendable/firecrawl-js\\\\\\n```\\\\\\n\\\\\\n### Usage\\\\\\n\\\\\\n[Permalink:
Usage](https://github.com/firecrawl/firecrawl#usage)\\\\\\n\\\\\\n1. Get an
API key from [firecrawl.dev](https://firecrawl.dev/)\\\\\\n2. Set the API
key as an environment variable named `FIRECRAWL_API_KEY` or pass it as a parameter
to the `Firecrawl` class.\\\\\\n\\\\\\n```\\\\\\nimport Firecrawl from '@mendable/firecrawl-js';\\\\\\n\\\\\\nconst
firecrawl = new Firecrawl({ apiKey: 'fc-YOUR_API_KEY' });\\\\\\n\\\\\\n//
Scrape a website\\\\\\nconst doc = await firecrawl.scrape('https://firecrawl.dev',
{\\\\\\n formats: ['markdown', 'html'],\\\\\\n});\\\\\\nconsole.log(doc);\\\\\\n\\\\\\n//
Crawl a website\\\\\\nconst response = await firecrawl.crawl('https://firecrawl.dev',
{\\\\\\n limit: 100,\\\\\\n scrapeOptions: { formats: ['markdown', 'html']
},\\\\\\n});\\\\\\nconsole.log(response);\\\\\\n```\\\\\\n\\\\\\n### Extracting
structured data from a URL\\\\\\n\\\\\\n[Permalink: Extracting structured
data from a URL](https://github.com/firecrawl/firecrawl#extracting-structured-data-from-a-url-1)\\\\\\n\\\\\\nWith
LLM extraction, you can easily extract structured data from any URL. We support
zod schema to make it easier for you too. Here is how to use it:\\\\\\n\\\\\\n```\\\\\\nimport
Firecrawl from '@mendable/firecrawl-js';\\\\\\nimport { z } from 'zod';\\\\\\n\\\\\\nconst
firecrawl = new Firecrawl({ apiKey: 'fc-YOUR_API_KEY' });\\\\\\n\\\\\\n//
Define schema to extract contents into\\\\\\nconst schema = z.object({\\\\\\n
\ top: z\\\\\\n .array(\\\\\\n z.object({\\\\\\n title: z.string(),\\\\\\n
\ points: z.number(),\\\\\\n by: z.string(),\\\\\\n commentsURL:
z.string(),\\\\\\n })\\\\\\n )\\\\\\n .length(5)\\\\\\n .describe('Top
5 stories on Hacker News'),\\\\\\n});\\\\\\n\\\\\\n// Use the v2 extract API
with direct Zod schema support\\\\\\nconst extractRes = await firecrawl.extract({\\\\\\n
\ urls: ['https://news.ycombinator.com'],\\\\\\n schema,\\\\\\n prompt:
'Extract the top 5 stories',\\\\\\n});\\\\\\n\\\\\\nconsole.log(extractRes);\\\\\\n```\\\\\\n\\\\\\n##
Open Source vs Cloud Offering\\\\\\n\\\\\\n[Permalink: Open Source vs Cloud
Offering](https://github.com/firecrawl/firecrawl#open-source-vs-cloud-offering)\\\\\\n\\\\\\nFirecrawl
is open source available under the AGPL-3.0 license.\\\\\\n\\\\\\nTo deliver
the best possible product, we offer a hosted version of Firecrawl alongside
our open-source offering. The cloud solution allows us to continuously innovate
and maintain a high-quality, sustainable service for all users.\\\\\\n\\\\\\nFirecrawl
Cloud is available at [firecrawl.dev](https://firecrawl.dev/) and offers a
range of features that are not available in the open source version:\\\\\\n\\\\\\n[![Open
Source vs Cloud Offering](https://raw.githubusercontent.com/firecrawl/firecrawl/main/img/open-source-cloud.png)](https://raw.githubusercontent.com/firecrawl/firecrawl/main/img/open-source-cloud.png)\\\\\\n\\\\\\n##
Contributing\\\\\\n\\\\\\n[Permalink: Contributing](https://github.com/firecrawl/firecrawl#contributing)\\\\\\n\\\\\\nWe
love contributions! Please read our [contributing guide](https://github.com/firecrawl/firecrawl/blob/main/CONTRIBUTING.md)
before submitting a pull request. If you'd like to self-host, refer to the
[self-hosting guide](https://github.com/firecrawl/firecrawl/blob/main/SELF_HOST.md).\\\\\\n\\\\\\n_It
is the sole responsibility of the end users to respect websites' policies
when scraping, searching and crawling with Firecrawl. Users are advised to
adhere to the applicable privacy policies and terms of use of the websites
prior to initiating any scraping activities. By default, Firecrawl respects
the directives specified in the websites' robots.txt files when crawling.
By utilizing Firecrawl, you expressly agree to comply with these conditions._\\\\\\n\\\\\\n##
Contributors\\\\\\n\\\\\\n[Permalink: Contributors](https://github.com/firecrawl/firecrawl#contributors)\\\\\\n\\\\\\n[![contributors](https://camo.githubusercontent.com/e3b2e7ad4c1f76e68fc11ede158c87a0f039052f649002a1ff855d13fb9294fb/68747470733a2f2f636f6e747269622e726f636b732f696d6167653f7265706f3d66697265637261776c2f66697265637261776c)](https://github.com/firecrawl/firecrawl/graphs/contributors)\\\\\\n\\\\\\n##
License Disclaimer\\\\\\n\\\\\\n[Permalink: License Disclaimer](https://github.com/firecrawl/firecrawl#license-disclaimer)\\\\\\n\\\\\\nThis
project is primarily licensed under the GNU Affero General Public License
v3.0 (AGPL-3.0), as specified in the LICENSE file in the root directory of
this repository. However, certain components of this project are licensed
under the MIT License. Refer to the LICENSE files in these specific directories
for details.\\\\\\n\\\\\\nPlease note:\\\\\\n\\\\\\n- The AGPL-3.0 license
applies to all parts of the project unless otherwise specified.\\\\\\n- The
SDKs and some UI components are licensed under the MIT License. Refer to the
LICENSE files in these specific directories for details.\\\\\\n- When using
or contributing to this project, ensure you comply with the appropriate license
terms for the specific component you are working with.\\\\\\n\\\\\\nFor more
details on the licensing of specific components, please refer to the LICENSE
files in the respective directories or contact the project maintainers.\\\\\\n\\\\\\n[\u2191
Back to Top \u2191](https://github.com/firecrawl/firecrawl#readme-top)\\\\\\n\\\\\\n##
About\\\\\\n\\\\\\n\U0001F525 The Web Data API for AI - Turn entire websites
into LLM-ready markdown or structured data\\\\\\n\\\\\\n\\\\\\n[firecrawl.dev](https://firecrawl.dev/
\\\"https://firecrawl.dev\\\")\\\\\\n\\\\\\n### Topics\\\\\\n\\\\\\n[markdown](https://github.com/topics/markdown
\\\"Topic: markdown\\\") [crawler](https://github.com/topics/crawler \\\"Topic:
crawler\\\") [scraper](https://github.com/topics/scraper \\\"Topic: scraper\\\")
[ai](https://github.com/topics/ai \\\"Topic: ai\\\") [html-to-markdown](https://github.com/topics/html-to-markdown
\\\"Topic: html-to-markdown\\\") [web-crawler](https://github.com/topics/web-crawler
\\\"Topic: web-crawler\\\") [scraping](https://github.com/topics/scraping
\\\"Topic: scraping\\\") [web-scraper](https://github.com/topics/web-scraper
\\\"Topic: web-scraper\\\") [web-scraping](https://github.com/topics/web-scraping
\\\"Topic: web-scraping\\\") [data-extraction](https://github.com/topics/data-extraction
\\\"Topic: data-extraction\\\") [webscraping](https://github.com/topics/webscraping
\\\"Topic: webscraping\\\") [web-data-extraction](https://github.com/topics/web-data-extraction
\\\"Topic: web-data-extraction\\\") [ai-agents](https://github.com/topics/ai-agents
\\\"Topic: ai-agents\\\") [web-search](https://github.com/topics/web-search
\\\"Topic: web-search\\\") [ai-search](https://github.com/topics/ai-search
\\\"Topic: ai-search\\\") [web-data](https://github.com/topics/web-data \\\"Topic:
web-data\\\") [llm](https://github.com/topics/llm \\\"Topic: llm\\\") [ai-crawler](https://github.com/topics/ai-crawler
\\\"Topic: ai-crawler\\\") [ai-scraping](https://github.com/topics/ai-scraping
\\\"Topic: ai-scraping\\\")\\\\\\n\\\\\\n### Resources\\\\\\n\\\\\\n[Readme](https://github.com/firecrawl/firecrawl#readme-ov-file)\\\\\\n\\\\\\n###
License\\\\\\n\\\\\\n[AGPL-3.0 license](https://github.com/firecrawl/firecrawl#AGPL-3.0-1-ov-file)\\\\\\n\\\\\\n###
Contributing\\\\\\n\\\\\\n[Contributing](https://github.com/firecrawl/firecrawl#contributing-ov-file)\\\\\\n\\\\\\n###
Uh oh!\\\\\\n\\\\\\nThere was an error while loading. [Please reload this
page](https://github.com/firecrawl/firecrawl).\\\\\\n\\\\\\n[Activity](https://github.com/firecrawl/firecrawl/activity)\\\\\\n\\\\\\n[Custom
properties](https://github.com/firecrawl/firecrawl/custom-properties)\\\\\\n\\\\\\n###
Stars\\\\\\n\\\\\\n[**65.2k**\\\\\\\\\\nstars](https://github.com/firecrawl/firecrawl/stargazers)\\\\\\n\\\\\\n###
Watchers\\\\\\n\\\\\\n[**256**\\\\\\\\\\nwatching](https://github.com/firecrawl/firecrawl/watchers)\\\\\\n\\\\\\n###
Forks\\\\\\n\\\\\\n[**5.1k**\\\\\\\\\\nforks](https://github.com/firecrawl/firecrawl/forks)\\\\\\n\\\\\\n[Report
repository](https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ffirecrawl%2Ffirecrawl&report=firecrawl+%28user%29)\\\\\\n\\\\\\n##
[Releases\\\\ 28](https://github.com/firecrawl/firecrawl/releases)\\\\\\n\\\\\\n[v2.4.0\\\\\\\\\\nLatest\\\\\\\\\\n\\\\\\\\\\n2
weeks agoOct 13, 2025](https://github.com/firecrawl/firecrawl/releases/tag/v2.4.0)\\\\\\n\\\\\\n[\\\\+
27 releases](https://github.com/firecrawl/firecrawl/releases)\\\\\\n\\\\\\n##
[Packages\\\\ 3](https://github.com/orgs/firecrawl/packages?repo_name=firecrawl)\\\\\\n\\\\\\n-
[firecrawl](https://github.com/orgs/firecrawl/packages/container/package/firecrawl)\\\\\\n-
[playwright-service](https://github.com/orgs/firecrawl/packages/container/package/playwright-service)\\\\\\n-
[nuq-postgres](https://github.com/orgs/firecrawl/packages/container/package/nuq-postgres)\\\\\\n\\\\\\n##
[Contributors\\\\ 121](https://github.com/firecrawl/firecrawl/graphs/contributors)\\\\\\n\\\\\\n[\\\\+
107 contributors](https://github.com/firecrawl/firecrawl/graphs/contributors)\\\\\\n\\\\\\n##
Languages\\\\\\n\\\\\\n- [TypeScript73.5%](https://github.com/firecrawl/firecrawl/search?l=typescript)\\\\\\n-
[Python18.9%](https://github.com/firecrawl/firecrawl/search?l=python)\\\\\\n-
[Rust6.0%](https://github.com/firecrawl/firecrawl/search?l=rust)\\\\\\n- [Astro0.6%](https://github.com/firecrawl/firecrawl/search?l=astro)\\\\\\n-
[JavaScript0.3%](https://github.com/firecrawl/firecrawl/search?l=javascript)\\\\\\n-
[Jupyter Notebook0.2%](https://github.com/firecrawl/firecrawl/search?l=jupyter-notebook)\\\\\\n-
Other0.5%\",\"metadata\":{\"octolytics-dimension-repository_network_root_id\":\"787076358\",\"visitor-hmac\":\"163b2538b2335f7d4000a770785477e15881e1101708ca5ff1e8c021095f6ca1\",\"og:type\":\"object\",\"language\":\"en\",\"route-action\":\"disambiguate\",\"og:title\":\"GitHub
- firecrawl/firecrawl: \U0001F525 The Web Data API for AI - Turn entire websites
into LLM-ready markdown or structured data\",\"octolytics-dimension-repository_public\":\"true\",\"octolytics-dimension-repository_network_root_nwo\":\"firecrawl/firecrawl\",\"browser-errors-url\":\"https://api.github.com/_private/browser/errors\",\"browser-stats-url\":\"https://api.github.com/_private/browser/stats\",\"twitter:title\":\"GitHub
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app-argument=https://github.com/firecrawl/firecrawl\",\"turbo-cache-control\":\"no-preview\",\"og:site_name\":\"GitHub\",\"request-id\":\"A15F:179B4D:637EADD:8731093:69011825\",\"octolytics-url\":\"https://collector.github.com/github/collect\",\"octolytics-dimension-repository_is_fork\":\"false\",\"fetch-nonce\":\"v2:bc80e85b-edaf-e746-9f2c-ffdc75854b07\",\"og:image:alt\":\"\U0001F525
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charset=utf-8\",\"proxyUsed\":\"basic\",\"cacheState\":\"hit\",\"cachedAt\":\"2025-10-28T19:23:20.106Z\"}},{\"url\":\"https://x.com/firecrawl_dev?lang=en\",\"title\":\"Firecrawl
(@firecrawl_dev) / Posts / X\",\"description\":\"Firecrawl (@firecrawl_dev)
- Posts - Turn websites into LLM-ready data. Built by @mendableai team Open
source: | X (formerly Twitter)\",\"position\":3},{\"url\":\"https://github.com/firecrawl\",\"title\":\"Firecrawl
- GitHub\",\"description\":\"Building AI applications? You need clean, structured
data from the web. Firecrawl handles the complexity of modern web scraping
so you can focus on building ...\",\"position\":4,\"category\":\"github\",\"markdown\":\"[Skip
to content](https://github.com/firecrawl#start-of-content)\\n\\nYou signed
in with another tab or window. [Reload](https://github.com/firecrawl) to refresh
your session.You signed out in another tab or window. [Reload](https://github.com/firecrawl)
to refresh your session.You switched accounts on another tab or window. [Reload](https://github.com/firecrawl)
to refresh your session.Dismiss alert\\n\\n{{ message }}\\n\\n[README.md](https://github.com/firecrawl/.github/tree/main/profile/README.md)\\n\\n#
\U0001F525 Firecrawl\\n\\n[Permalink: \U0001F525 Firecrawl](https://github.com/firecrawl#-firecrawl)\\n\\n[![Firecrawl
Logo](https://raw.githubusercontent.com/mendableai/firecrawl/main/img/firecrawl_logo.png)](https://raw.githubusercontent.com/mendableai/firecrawl/main/img/firecrawl_logo.png)\\n\\n###
Transform any website into LLM-ready data\\n\\n[Permalink: Transform any website
into LLM-ready data](https://github.com/firecrawl#transform-any-website-into-llm-ready-data)\\n\\nAdvanced
web scraping, crawling, and data extraction infrastructure for AI applications\\n\\n[![Get
Started](https://camo.githubusercontent.com/85b729c7fb201b60a98279ddc4e70268281fc6df999e110276f798cf5c050126/68747470733a2f2f696d672e736869656c64732e696f2f62616467652ff09f9a805f4765745f537461727465642d4646364233353f7374796c653d666f722d7468652d6261646765)](https://firecrawl.dev/)
[![Documentation](https://camo.githubusercontent.com/f7531cb91d3d3dcac76ac7c2ba9d36c1a74728016c64d942cfaf954f5ae4a238/68747470733a2f2f696d672e736869656c64732e696f2f62616467652ff09f939a5f446f63756d656e746174696f6e2d3441393045323f7374796c653d666f722d7468652d6261646765)](https://docs.firecrawl.dev/)
[![Discord](https://camo.githubusercontent.com/8c2d9f948c1d79b69e26d25add89a17a734b48cc6fd6fc0040f34f31c6a11774/68747470733a2f2f696d672e736869656c64732e696f2f62616467652ff09f92ac5f4a6f696e5f446973636f72642d3538363546323f7374796c653d666f722d7468652d6261646765)](https://discord.com/invite/gSmWdAkdwd)\\n\\n[![License](https://camo.githubusercontent.com/a6f4431b80529dbeaa43c3c5fbcf4649f6b4ebbeb82d5a58abeb39ca3eeca8be/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f6c6963656e73652f6d656e6461626c6561692f66697265637261776c)](https://github.com/mendableai/firecrawl/blob/main/LICENSE)[![GitHub
Stars](https://camo.githubusercontent.com/f42ce9a4d46d07baa67b74b49277e72ed33877743358deebfa774e17532eb4ff/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f6d656e6461626c6561692f66697265637261776c3f7374796c653d736f6369616c)](https://github.com/mendableai/firecrawl/stargazers)[![Python
Downloads](https://camo.githubusercontent.com/9d76afe428b4085c8b7103f2f4e31da110ee154ad7320bace4348d92ac0c2450/68747470733a2f2f7374617469632e706570792e746563682f62616467652f66697265637261776c2d7079)](https://pepy.tech/project/firecrawl-py)[![Follow
on X](https://camo.githubusercontent.com/e32f3aece18eaab32ee100cadb592843d985aa1171a8da08ae047626363d65ae/68747470733a2f2f696d672e736869656c64732e696f2f747769747465722f666f6c6c6f772f66697265637261776c5f6465763f7374796c653d736f6369616c)](https://x.com/firecrawl_dev)\\n\\n*
* *\\n\\n## Why Firecrawl?\\n\\n[Permalink: Why Firecrawl?](https://github.com/firecrawl#why-firecrawl)\\n\\n**Building
AI applications?** You need clean, structured data from the web. Firecrawl
handles the complexity of modern web scraping so you can focus on building
great products.\\n\\n## Our Core Ecosystem\\n\\n[Permalink: Our Core Ecosystem](https://github.com/firecrawl#our-core-ecosystem)\\n\\n###
Main Repository\\n\\n[Permalink: Main Repository](https://github.com/firecrawl#main-repository)\\n\\n[![](https://camo.githubusercontent.com/97aa9741f2773cb2d192c516c7689f4e2bbab89403aa868d842487551743626a/68747470733a2f2f6769746875622d726561646d652d73746174732e76657263656c2e6170702f6170692f70696e2f3f757365726e616d653d6d656e6461626c656169267265706f3d66697265637261776c267468656d653d6c69676874)](https://github.com/mendableai/firecrawl)\\n\\n**[firecrawl](https://github.com/mendableai/firecrawl)**
\\\\- Core API & SDK\\n\\nTurn entire websites into LLM-ready markdown or
structured data. Our flagship product with 40k+ stars.\\n\\n### Cloud API\\n\\n[Permalink:
Cloud API](https://github.com/firecrawl#cloud-api)\\n\\n[![Cloud API](https://camo.githubusercontent.com/6ad9773ed98c84d54b1546ffbf8b0fbb085be0c60580ae5a1ead2d23ddf1b121/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f436c6f75645f4150492d4646364233353f7374796c653d666f722d7468652d6261646765266c6f676f3d636c6f7564266c6f676f436f6c6f723d7768697465)](https://firecrawl.dev/)\\n\\n**[Firecrawl](https://firecrawl.dev/)**
\\\\- Hosted API Service\\n\\nProduction-ready web scraping without infrastructure
management. Get your API key and start scraping in minutes with our reliable,
scalable cloud service.\\n\\n### MCP Integration\\n\\n[Permalink: MCP Integration](https://github.com/firecrawl#mcp-integration)\\n\\n[![MCP
Server](https://camo.githubusercontent.com/ea9cbd6a754e0932d17ae393ff53566bfb681492abddd08704dbe04b122dfaa1/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4d43505f5365727665722d3441393045323f7374796c653d666f722d7468652d6261646765266c6f676f3d736572766572266c6f676f436f6c6f723d7768697465)](https://github.com/mendableai/firecrawl-mcp-server)\\n\\n**[firecrawl-mcp-server](https://github.com/mendableai/firecrawl-mcp-server)**
\\\\- Model Context Protocol Server\\n\\nAdd powerful web scraping capabilities
to Claude, Cursor, and any MCP-compatible LLM client.\\n\\n## Community &
Support\\n\\n[Permalink: Community & Support](https://github.com/firecrawl#community--support)\\n\\n[![Discord](https://camo.githubusercontent.com/62d3d35241760cf174631c4e6b5f4503c0a6b34640fd306e36a829ab5ec47b14/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f446973636f72642d3538363546323f7374796c653d666f722d7468652d6261646765266c6f676f3d646973636f7264266c6f676f436f6c6f723d7768697465)](https://discord.com/invite/gSmWdAkdwd)[![X](https://camo.githubusercontent.com/8c709aaebc7feee6050eba44984b294d9da3ace3353bd5eed8b499dd04af3c06/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f582d3030303030303f7374796c653d666f722d7468652d6261646765266c6f676f3d78266c6f676f436f6c6f723d7768697465)](https://x.com/firecrawl_dev)[![LinkedIn](https://camo.githubusercontent.com/8c0692475a5bfc1d9e7361074bdb648e567cae7b5b40ffd32adae31180b0d7b6/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c696e6b6564496e2d3030373742353f7374796c653d666f722d7468652d6261646765266c6f676f3d6c696e6b6564696e266c6f676f436f6c6f723d7768697465)](https://www.linkedin.com/company/104100957/)[![Discussions](https://camo.githubusercontent.com/9403fd9d6d54f5a23a79f9a8a6a256ae82159fb626710fd56c2495fff1257d62/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4769744875625f44697363757373696f6e732d3138313731373f7374796c653d666f722d7468652d6261646765266c6f676f3d676974687562266c6f676f436f6c6f723d7768697465)](https://github.com/mendableai/firecrawl/discussions)[![Documentation](https://camo.githubusercontent.com/9d518c9da8018ae3524a2580522bd1ef591f343cc4df7983b4476e117fa70bba/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f446f63756d656e746174696f6e2d3441393045323f7374796c653d666f722d7468652d6261646765266c6f676f3d626f6f6b266c6f676f436f6c6f723d7768697465)](https://docs.firecrawl.dev/)\\n\\n##
Built By Mendable\\n\\n[Permalink: Built By Mendable](https://github.com/firecrawl#built-by-mendable)\\n\\nWe're
the team behind [Mendable.ai](https://mendable.ai/), passionate about making
web data accessible for AI applications. Firecrawl powers thousands of AI
products worldwide.\\n\\n* * *\\n\\n**Ready to build something amazing?**\\n\\n[Get
your API key](https://firecrawl.dev/) and start scraping in minutes\\n\\n\\n[Star
our main repo](https://github.com/mendableai/firecrawl) \u2022\\n[Try the
playground](https://firecrawl.dev/playground) \u2022\\n[Read the docs](https://docs.firecrawl.dev/)\\n\\n##
Pinned Loading\\n\\n1. [firecrawl](https://github.com/firecrawl/firecrawl)
firecrawlPublic\\n\\n\\n\\n\\n\\n\\n\U0001F525 The Web Data API for AI - Turn
entire websites into LLM-ready markdown or structured data\\n\\n\\n\\n\\nTypeScript[64.9k](https://github.com/firecrawl/firecrawl/stargazers)
[5.1k](https://github.com/firecrawl/firecrawl/forks)\\n\\n2. [mendable-nextjs-chatbot](https://github.com/firecrawl/mendable-nextjs-chatbot)
mendable-nextjs-chatbotPublic template\\n\\n\\n\\n\\n\\n\\nNext.js Starter
Template for building chatbots with Mendable\\n\\n\\n\\n\\nTypeScript[256](https://github.com/firecrawl/mendable-nextjs-chatbot/stargazers)
[52](https://github.com/firecrawl/mendable-nextjs-chatbot/forks)\\n\\n3. [rag-arena](https://github.com/firecrawl/rag-arena)
rag-arenaPublic\\n\\n\\n\\n\\n\\n\\nOpen-source RAG evaluation through users'
feedback\\n\\n\\n\\n\\nTypeScript[206](https://github.com/firecrawl/rag-arena/stargazers)
[32](https://github.com/firecrawl/rag-arena/forks)\\n\\n4. [QA\\\\_clustering](https://github.com/firecrawl/QA_clustering)
QA\\\\_clusteringPublic\\n\\n\\n\\n\\n\\n\\nAnalyzing chat interactions w/
LLMs to improve \U0001F99C\U0001F517 Langchain docs\\n\\n\\n\\n\\nJupyter
Notebook[80](https://github.com/firecrawl/QA_clustering/stargazers) [12](https://github.com/firecrawl/QA_clustering/forks)\\n\\n5.
[data-connectors](https://github.com/firecrawl/data-connectors) data-connectorsPublic\\n\\n\\n\\n\\n\\n\\nLLM-ready
data connectors\\n\\n\\n\\n\\nTypeScript[95](https://github.com/firecrawl/data-connectors/stargazers)
[23](https://github.com/firecrawl/data-connectors/forks)\\n\\n6. [mendable-py](https://github.com/firecrawl/mendable-py)
mendable-pyPublic\\n\\n\\n\\n\\n\\n\\nBuild Production Ready LLM Chat Apps
in Minutes\\n\\n\\n\\n\\nPython[33](https://github.com/firecrawl/mendable-py/stargazers)
[7](https://github.com/firecrawl/mendable-py/forks)\\n\\n\\n### Repositories\\n\\nLoading\\n\\nType\\n\\nAllPublicSourcesForksArchivedMirrorsTemplates\\n\\nLanguage\\n\\nAllCSSGoJavaJavaScriptJupyter
NotebookMDXPythonRustTypeScript\\n\\nSort\\n\\nLast updatedNameStars\\n\\nShowing
10 of 61 repositories\\n\\n- [firecrawl](https://github.com/firecrawl/firecrawl)\\nPublic\\n\\n\\n\\n\U0001F525
The Web Data API for AI - Turn entire websites into LLM-ready markdown or
structured data\\n\\n\\n\\n\\n\\n\\nfirecrawl/firecrawl\u2019s past year of
commit activity\\n\\n\\n\\nTypeScript[64,949](https://github.com/firecrawl/firecrawl/stargazers)AGPL-3.0\\n[5,132](https://github.com/firecrawl/firecrawl/forks)
[27](https://github.com/firecrawl/firecrawl/issues) [(2 issues need help)](https://github.com/firecrawl/firecrawl/issues?q=label%3A%22good+first+issue%22+is%3Aissue+is%3Aopen)
[85](https://github.com/firecrawl/firecrawl/pulls)\\nUpdated 2 hours agoOct
27, 2025\\n\\n- [firecrawl-docs](https://github.com/firecrawl/firecrawl-docs)\\nPublic\\n\\n\\n\\nDocumentation
for Firecrawl.\\n\\n\\n\\n\\n\\n\\nfirecrawl/firecrawl-docs\u2019s past year
of commit activity\\n\\n\\n\\nMDX[17](https://github.com/firecrawl/firecrawl-docs/stargazers)
[35](https://github.com/firecrawl/firecrawl-docs/forks) [10](https://github.com/firecrawl/firecrawl-docs/issues)
[5](https://github.com/firecrawl/firecrawl-docs/pulls)\\nUpdated 20 hours
agoOct 26, 2025\\n\\n- [open-agent-builder](https://github.com/firecrawl/open-agent-builder)\\nPublic\\n\\n\\n\\n\U0001F525
Visual workflow builder for AI agents powered by Firecrawl - drag-and-drop
web scraping pipelines with real-time execution\\n\\n\\n\\n\\n\\n\\nfirecrawl/open-agent-builder\u2019s
past year of commit activity\\n\\n\\n\\nTypeScript[1,673](https://github.com/firecrawl/open-agent-builder/stargazers)
[274](https://github.com/firecrawl/open-agent-builder/forks) [4](https://github.com/firecrawl/open-agent-builder/issues)
[2](https://github.com/firecrawl/open-agent-builder/pulls)\\nUpdated last
weekOct 20, 2025\\n\\n- [firecrawl-mcp-server](https://github.com/firecrawl/firecrawl-mcp-server)\\nPublic\\n\\n\\n\\n\U0001F525
Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor,
Claude and any other LLM clients.\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n[**Uh
oh!**](https://github.com/firecrawl/firecrawl-mcp-server/graphs/commit-activity)\\n\\n[There
was an error while loading.](https://github.com/firecrawl/firecrawl-mcp-server/graphs/commit-activity)
[Please reload this page](https://github.com/firecrawl).\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nfirecrawl/firecrawl-mcp-server\u2019s
past year of commit activity\\n\\n\\n\\nJavaScript[4,794](https://github.com/firecrawl/firecrawl-mcp-server/stargazers)MIT\\n[519](https://github.com/firecrawl/firecrawl-mcp-server/forks)
[44](https://github.com/firecrawl/firecrawl-mcp-server/issues) [17](https://github.com/firecrawl/firecrawl-mcp-server/pulls)\\nUpdated
last weekOct 19, 2025\\n\\n- [n8n-nodes-firecrawl](https://github.com/firecrawl/n8n-nodes-firecrawl)\\nPublic\\n\\n\\n\\nn8n
node to interact with Firecrawl\\n\\n\\n\\n\\n\\n\\nfirecrawl/n8n-nodes-firecrawl\u2019s
past year of commit activity\\n\\n\\n\\nTypeScript[21](https://github.com/firecrawl/n8n-nodes-firecrawl/stargazers)MIT\\n[13](https://github.com/firecrawl/n8n-nodes-firecrawl/forks)
[3](https://github.com/firecrawl/n8n-nodes-firecrawl/issues) [0](https://github.com/firecrawl/n8n-nodes-firecrawl/pulls)\\nUpdated
2 weeks agoOct 17, 2025\\n\\n- [.github](https://github.com/firecrawl/.github)\\nPublic\\n\\n\\n\\n\\nfirecrawl/.github\u2019s
past year of commit activity\\n\\n\\n\\n0\\n[1](https://github.com/firecrawl/.github/forks)
[0](https://github.com/firecrawl/.github/issues) [0](https://github.com/firecrawl/.github/pulls)\\nUpdated
2 weeks agoOct 12, 2025\\n\\n- [fire-enrich](https://github.com/firecrawl/fire-enrich)\\nPublic\\n\\n\\n\\n\U0001F525
AI-powered data enrichment tool that transforms emails into rich datasets
with company profiles, funding data, tech stacks, and more using Firecrawl
and multi-agent AI\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n[**Uh oh!**](https://github.com/firecrawl/fire-enrich/graphs/commit-activity)\\n\\n[There
was an error while loading.](https://github.com/firecrawl/fire-enrich/graphs/commit-activity)
[Please reload this page](https://github.com/firecrawl).\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nfirecrawl/fire-enrich\u2019s
past year of commit activity\\n\\n\\n\\nTypeScript[953](https://github.com/firecrawl/fire-enrich/stargazers)MIT\\n[239](https://github.com/firecrawl/fire-enrich/forks)
[12](https://github.com/firecrawl/fire-enrich/issues) [3](https://github.com/firecrawl/fire-enrich/pulls)\\nUpdated
3 weeks agoOct 8, 2025\\n\\n- [firecrawl-java-sdk](https://github.com/firecrawl/firecrawl-java-sdk)\\nPublic\\n\\n\\n\\n\\nfirecrawl/firecrawl-java-sdk\u2019s
past year of commit activity\\n\\n\\n\\nJava[11](https://github.com/firecrawl/firecrawl-java-sdk/stargazers)MIT\\n[4](https://github.com/firecrawl/firecrawl-java-sdk/forks)
[0](https://github.com/firecrawl/firecrawl-java-sdk/issues) [0](https://github.com/firecrawl/firecrawl-java-sdk/pulls)\\nUpdated
last monthSep 28, 2025\\n\\n- [open-lovable](https://github.com/firecrawl/open-lovable)\\nPublic\\n\\n\\n\\n\U0001F525
Clone and recreate any website as a modern React app in seconds\\n\\n\\n\\n\\n\\n\\nfirecrawl/open-lovable\u2019s
past year of commit activity\\n\\n\\n\\nTypeScript[21,320](https://github.com/firecrawl/open-lovable/stargazers)MIT\\n[3,986](https://github.com/firecrawl/open-lovable/forks)
[70](https://github.com/firecrawl/open-lovable/issues) [33](https://github.com/firecrawl/open-lovable/pulls)\\nUpdated
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View File

@@ -52,7 +52,7 @@ class GeminiCompletion(BaseLLM):
Args:
model: Gemini model name (e.g., 'gemini-2.0-flash-001', 'gemini-1.5-pro')
api_key: Google API key (defaults to GOOGLE_API_KEY or GEMINI_API_KEY env var)
api_key: Google API key (defaults to GEMINI_API_KEY or GEMINI_API_KEY env var)
project: Google Cloud project ID (for Vertex AI)
location: Google Cloud location (for Vertex AI, defaults to 'us-central1')
temperature: Sampling temperature (0-2)
@@ -82,7 +82,7 @@ class GeminiCompletion(BaseLLM):
# Get API configuration with environment variable fallbacks
self.api_key = (
api_key or os.getenv("GOOGLE_API_KEY") or os.getenv("GEMINI_API_KEY")
api_key or os.getenv("GEMINI_API_KEY") or os.getenv("GEMINI_API_KEY")
)
self.project = project or os.getenv("GOOGLE_CLOUD_PROJECT")
self.location = location or os.getenv("GOOGLE_CLOUD_LOCATION") or "us-central1"
@@ -165,7 +165,7 @@ class GeminiCompletion(BaseLLM):
return genai.Client(**client_params)
except Exception as e:
raise ValueError(
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"Either GEMINI_API_KEY/GEMINI_API_KEY (for Gemini API) or "
"GOOGLE_CLOUD_PROJECT (for Vertex AI) must be set"
) from e

View File

@@ -21,7 +21,7 @@ class GenerativeAiProvider(BaseEmbeddingsProvider[GoogleGenerativeAiEmbeddingFun
validation_alias="EMBEDDINGS_GOOGLE_GENERATIVE_AI_MODEL_NAME",
)
api_key: str = Field(
description="Google API key", validation_alias="EMBEDDINGS_GOOGLE_API_KEY"
description="Google API key", validation_alias="EMBEDDINGS_GEMINI_API_KEY"
)
task_type: str = Field(
default="RETRIEVAL_DOCUMENT",

View File

@@ -261,25 +261,6 @@ async def test_lite_agent_returns_usage_metrics_async():
assert result.usage_metrics["total_tokens"] > 0
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super().__init__()
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role="Test Agent",
goal="Test Goal",
backstory="Test Backstory",
llm=self.llm,
tools=self.tools,
)
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def verify_agent_parent_flow(result, agent, flow):
"""Verify that both the result and agent have the correct parent flow."""

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@@ -7,7 +7,9 @@ from typing import Any
import pytest
from dotenv import load_dotenv
load_result = load_dotenv(override=True)
# Load .env.test for consistent test environment (mimics CI)
env_test_path = Path(__file__).parent.parent.parent.parent / ".env.test"
load_dotenv(env_test_path, override=True)
@pytest.fixture(autouse=True, scope="function")
@@ -84,7 +86,7 @@ def _filter_response_headers(response):
return response
@pytest.fixture(scope="session")
@pytest.fixture(scope="session", autouse=True)
def vcr_config(request) -> dict[str, Any]:
config = {
"cassette_library_dir": os.path.join(os.path.dirname(__file__), "cassettes"),

View File

@@ -12,8 +12,8 @@ from crewai.task import Task
@pytest.fixture(autouse=True)
def mock_google_api_key():
"""Automatically mock GOOGLE_API_KEY for all tests in this module."""
with patch.dict(os.environ, {"GOOGLE_API_KEY": "test-key"}):
"""Automatically mock GEMINI_API_KEY for all tests in this module."""
with patch.dict(os.environ, {"GEMINI_API_KEY": "test-key"}):
yield
@@ -429,10 +429,10 @@ def test_gemini_vertex_ai_setup():
def test_gemini_api_key_configuration():
"""
Test that API key configuration works for both GOOGLE_API_KEY and GEMINI_API_KEY
Test that API key configuration works for both GEMINI_API_KEY and GEMINI_API_KEY
"""
# Test with GOOGLE_API_KEY
with patch.dict(os.environ, {"GOOGLE_API_KEY": "test-google-key"}):
# Test with GEMINI_API_KEY
with patch.dict(os.environ, {"GEMINI_API_KEY": "test-google-key"}):
llm = LLM(model="google/gemini-2.0-flash-001")
from crewai.llms.providers.gemini.completion import GeminiCompletion
@@ -611,7 +611,7 @@ def test_gemini_environment_variable_api_key():
"""
Test that Google API key is properly loaded from environment
"""
with patch.dict(os.environ, {"GOOGLE_API_KEY": "test-google-key"}):
with patch.dict(os.environ, {"GEMINI_API_KEY": "test-google-key"}):
llm = LLM(model="google/gemini-2.0-flash-001")
assert llm.client is not None

View File

@@ -16,8 +16,8 @@ def setup_provider_api_keys(monkeypatch):
monkeypatch.setenv("OPENAI_API_KEY", "sk-test-key-dummy")
if "ANTHROPIC_API_KEY" not in os.environ:
monkeypatch.setenv("ANTHROPIC_API_KEY", "sk-ant-test-key-dummy")
if "GOOGLE_API_KEY" not in os.environ:
monkeypatch.setenv("GOOGLE_API_KEY", "test-google-key-dummy")
if "GEMINI_API_KEY" not in os.environ:
monkeypatch.setenv("GEMINI_API_KEY", "test-google-key-dummy")
class DummyInterceptor(BaseInterceptor[httpx.Request, httpx.Response]):

View File

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@@ -45,7 +45,6 @@ def test_telemetry_enabled_by_default():
assert telemetry.ready is True
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@patch("crewai.telemetry.telemetry.logger.error")
@patch(
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View File

@@ -9,7 +9,7 @@ from crewai.flow.persistence.sqlite import SQLiteFlowPersistence
from pydantic import BaseModel
class TestState(FlowState):
class State(FlowState):
"""Test state model with required id field."""
counter: int = 0
@@ -45,8 +45,8 @@ def test_structured_state_persistence(tmp_path):
db_path = os.path.join(tmp_path, "test_flows.db")
persistence = SQLiteFlowPersistence(db_path)
class StructuredFlow(Flow[TestState]):
initial_state = TestState
class StructuredFlow(Flow[State]):
initial_state = State
@start()
@persist(persistence)
@@ -71,7 +71,7 @@ def test_flow_state_restoration(tmp_path):
persistence = SQLiteFlowPersistence(db_path)
# First flow execution to create initial state
class RestorableFlow(Flow[TestState]):
class RestorableFlow(Flow[State]):
@start()
@persist(persistence)
def set_message(self):
@@ -109,7 +109,7 @@ def test_multiple_method_persistence(tmp_path):
db_path = os.path.join(tmp_path, "test_flows.db")
persistence = SQLiteFlowPersistence(db_path)
class MultiStepFlow(Flow[TestState]):
class MultiStepFlow(Flow[State]):
@start()
@persist(persistence)
def step_1(self):
@@ -139,7 +139,7 @@ def test_multiple_method_persistence(tmp_path):
assert final_state.counter == 2
assert final_state.message == "Step 2"
class NoPersistenceMultiStepFlow(Flow[TestState]):
class NoPersistenceMultiStepFlow(Flow[State]):
@start()
@persist(persistence)
def step_1(self):

View File

@@ -411,7 +411,6 @@ def test_context_window_exceeded_error_handling():
assert "8192 tokens" in str(excinfo.value)
@pytest.mark.vcr()
@pytest.fixture
def anthropic_llm():
"""Fixture providing an Anthropic LLM instance."""
@@ -476,13 +475,13 @@ def test_anthropic_message_formatting(anthropic_llm, system_message, user_messag
def test_deepseek_r1_with_open_router():
if not os.getenv("OPEN_ROUTER_API_KEY"):
pytest.skip("OPEN_ROUTER_API_KEY not set; skipping test.")
if not os.getenv("OPENROUTER_API_KEY"):
pytest.skip("OPENROUTER_API_KEY not set; skipping test.")
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model="openrouter/deepseek/deepseek-r1",
base_url="https://openrouter.ai/api/v1",
api_key=os.getenv("OPEN_ROUTER_API_KEY"),
api_key=os.getenv("OPENROUTER_API_KEY"),
is_litellm=True,
)
result = llm.call("What is the capital of France?")
@@ -742,7 +741,7 @@ def test_prefixed_models_with_valid_constants_use_native_sdk():
assert llm2.provider == "anthropic"
# Test gemini/ prefix with Gemini model in constants → Native SDK
with patch.dict(os.environ, {"GOOGLE_API_KEY": "test-key"}):
with patch.dict(os.environ, {"GEMINI_API_KEY": "test-key"}):
llm3 = LLM(model="gemini/gemini-2.5-pro", is_litellm=False)
assert llm3.is_litellm is False
assert llm3.provider == "gemini"
@@ -794,7 +793,7 @@ def test_unprefixed_models_use_native_sdk():
assert llm2.provider == "anthropic"
# gemini-2.5-pro is in GEMINI_MODELS → Native Gemini SDK
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with patch.dict(os.environ, {"GEMINI_API_KEY": "test-key"}):
llm3 = LLM(model="gemini-2.5-pro", is_litellm=False)
assert llm3.is_litellm is False
assert llm3.provider == "gemini"

View File

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View File

@@ -5,18 +5,18 @@ from crewai.events.base_events import BaseEvent
from crewai.events.event_bus import crewai_event_bus
class TestEvent(BaseEvent):
class Event(BaseEvent):
pass
def test_specific_event_handler():
mock_handler = Mock()
@crewai_event_bus.on(TestEvent)
@crewai_event_bus.on(Event)
def handler(source, event):
mock_handler(source, event)
event = TestEvent(type="test_event")
event = Event(type="test_event")
crewai_event_bus.emit("source_object", event)
mock_handler.assert_called_once_with("source_object", event)
@@ -27,15 +27,15 @@ def test_multiple_handlers_same_event():
mock_handler1 = Mock()
mock_handler2 = Mock()
@crewai_event_bus.on(TestEvent)
@crewai_event_bus.on(Event)
def handler1(source, event):
mock_handler1(source, event)
@crewai_event_bus.on(TestEvent)
@crewai_event_bus.on(Event)
def handler2(source, event):
mock_handler2(source, event)
event = TestEvent(type="test_event")
event = Event(type="test_event")
crewai_event_bus.emit("source_object", event)
mock_handler1.assert_called_once_with("source_object", event)
@@ -47,16 +47,16 @@ def test_event_bus_error_handling():
called = threading.Event()
error_caught = threading.Event()
@crewai_event_bus.on(TestEvent)
@crewai_event_bus.on(Event)
def broken_handler(source, event):
called.set()
raise ValueError("Simulated handler failure")
@crewai_event_bus.on(TestEvent)
@crewai_event_bus.on(Event)
def working_handler(source, event):
error_caught.set()
event = TestEvent(type="test_event")
event = Event(type="test_event")
crewai_event_bus.emit("source_object", event)
assert called.wait(timeout=2), "Broken handler was never called"

View File

@@ -730,7 +730,6 @@ def test_llm_emits_call_started_event():
@pytest.mark.vcr()
@pytest.mark.isolated
def test_llm_emits_call_failed_event():
received_events = []
event_received = threading.Event()

View File

@@ -6,7 +6,7 @@ from crewai.utilities.training_converter import TrainingConverter
from pydantic import BaseModel, Field
class TestModel(BaseModel):
class Model(BaseModel):
string_field: str = Field(description="A simple string field")
list_field: List[str] = Field(description="A list of strings")
number_field: float = Field(description="A number field")
@@ -20,7 +20,7 @@ class TestTrainingConverter:
self.converter = TrainingConverter(
llm=self.llm_mock,
text=self.test_text,
model=TestModel,
model=Model,
instructions=self.test_instructions,
)