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8 Commits
lorenze/im
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gl/chore/p
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18
.github/workflows/tests.yml
vendored
18
.github/workflows/tests.yml
vendored
@@ -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
|
||||
|
||||
|
||||
|
||||
138
conftest.py
Normal file
138
conftest.py
Normal file
@@ -0,0 +1,138 @@
|
||||
"""Pytest configuration for crewAI workspace."""
|
||||
|
||||
import os
|
||||
from pathlib import Path
|
||||
import tempfile
|
||||
from typing import Any
|
||||
|
||||
import pytest
|
||||
|
||||
|
||||
# Load .env.test for consistent test environment
|
||||
# env_test_path = Path(__file__).parent / ".env.test"
|
||||
# load_dotenv(env_test_path, override=True)
|
||||
# load_dotenv(override=True)
|
||||
|
||||
|
||||
@pytest.fixture(autouse=True, scope="function")
|
||||
def setup_test_environment() -> None: # type: ignore
|
||||
"""Set up test environment with a temporary directory for SQLite storage."""
|
||||
with tempfile.TemporaryDirectory() as temp_dir:
|
||||
# Create the directory with proper permissions
|
||||
storage_dir = Path(temp_dir) / "crewai_test_storage"
|
||||
storage_dir.mkdir(parents=True, exist_ok=True)
|
||||
|
||||
# Validate that the directory was created successfully
|
||||
if not storage_dir.exists() or not storage_dir.is_dir():
|
||||
raise RuntimeError(
|
||||
f"Failed to create test storage directory: {storage_dir}"
|
||||
)
|
||||
|
||||
# Verify directory permissions
|
||||
try:
|
||||
# Try to create a test file to verify write permissions
|
||||
test_file = storage_dir / ".permissions_test"
|
||||
test_file.touch()
|
||||
test_file.unlink()
|
||||
except (OSError, IOError) as e:
|
||||
raise RuntimeError(
|
||||
f"Test storage directory {storage_dir} is not writable: {e}"
|
||||
) from e
|
||||
|
||||
os.environ["CREWAI_STORAGE_DIR"] = str(storage_dir)
|
||||
os.environ["CREWAI_TESTING"] = "true"
|
||||
yield
|
||||
|
||||
os.environ.pop("CREWAI_TESTING", None)
|
||||
# Cleanup is handled automatically when tempfile context exits
|
||||
|
||||
|
||||
HEADERS_TO_FILTER = {
|
||||
"authorization": "AUTHORIZATION-XXX",
|
||||
"content-security-policy": "CSP-FILTERED",
|
||||
"cookie": "COOKIE-XXX",
|
||||
"set-cookie": "SET-COOKIE-XXX",
|
||||
"permissions-policy": "PERMISSIONS-POLICY-XXX",
|
||||
"referrer-policy": "REFERRER-POLICY-XXX",
|
||||
"strict-transport-security": "STS-XXX",
|
||||
"x-content-type-options": "X-CONTENT-TYPE-XXX",
|
||||
"x-frame-options": "X-FRAME-OPTIONS-XXX",
|
||||
"x-permitted-cross-domain-policies": "X-PERMITTED-XXX",
|
||||
"x-request-id": "X-REQUEST-ID-XXX",
|
||||
"x-runtime": "X-RUNTIME-XXX",
|
||||
"x-xss-protection": "X-XSS-PROTECTION-XXX",
|
||||
"x-stainless-arch": "X-STAINLESS-ARCH-XXX",
|
||||
"x-stainless-os": "X-STAINLESS-OS-XXX",
|
||||
"x-stainless-read-timeout": "X-STAINLESS-READ-TIMEOUT-XXX",
|
||||
"cf-ray": "CF-RAY-XXX",
|
||||
"etag": "ETAG-XXX",
|
||||
"Strict-Transport-Security": "STS-XXX",
|
||||
"access-control-expose-headers": "ACCESS-CONTROL-XXX",
|
||||
"openai-organization": "OPENAI-ORG-XXX",
|
||||
"openai-project": "OPENAI-PROJECT-XXX",
|
||||
"x-ratelimit-limit-requests": "X-RATELIMIT-LIMIT-REQUESTS-XXX",
|
||||
"x-ratelimit-limit-tokens": "X-RATELIMIT-LIMIT-TOKENS-XXX",
|
||||
"x-ratelimit-remaining-requests": "X-RATELIMIT-REMAINING-REQUESTS-XXX",
|
||||
"x-ratelimit-remaining-tokens": "X-RATELIMIT-REMAINING-TOKENS-XXX",
|
||||
"x-ratelimit-reset-requests": "X-RATELIMIT-RESET-REQUESTS-XXX",
|
||||
"x-ratelimit-reset-tokens": "X-RATELIMIT-RESET-TOKENS-XXX",
|
||||
}
|
||||
|
||||
|
||||
def _filter_response_headers(response) -> dict[str, Any]: # type: ignore
|
||||
"""Filter sensitive headers from response before recording."""
|
||||
for header_name, replacement in HEADERS_TO_FILTER.items():
|
||||
for variant in [header_name, header_name.upper(), header_name.title()]:
|
||||
if variant in response["headers"]:
|
||||
response["headers"][variant] = [replacement]
|
||||
return response # type: ignore
|
||||
|
||||
|
||||
@pytest.fixture(scope="module")
|
||||
def vcr_cassette_dir(request: Any) -> str:
|
||||
"""Generate cassette directory path based on test module location.
|
||||
|
||||
Organizes cassettes to mirror test directory structure within each package:
|
||||
lib/crewai/tests/llms/google/test_google.py -> lib/crewai/tests/cassettes/llms/google/
|
||||
lib/crewai-tools/tests/tools/test_search.py -> lib/crewai-tools/tests/cassettes/tools/
|
||||
"""
|
||||
test_file = Path(request.fspath)
|
||||
|
||||
# Find the package root (lib/crewai or lib/crewai-tools)
|
||||
for parent in test_file.parents:
|
||||
if parent.name in ("crewai", "crewai-tools") and parent.parent.name == "lib":
|
||||
package_root = parent
|
||||
break
|
||||
else:
|
||||
# Fallback to old behavior if we can't find package root
|
||||
package_root = test_file.parent
|
||||
|
||||
tests_root = package_root / "tests"
|
||||
test_dir = test_file.parent
|
||||
|
||||
# Get relative path from tests root
|
||||
if test_dir != tests_root:
|
||||
relative_path = test_dir.relative_to(tests_root)
|
||||
cassette_dir = tests_root / "cassettes" / relative_path
|
||||
else:
|
||||
cassette_dir = tests_root / "cassettes"
|
||||
|
||||
cassette_dir.mkdir(parents=True, exist_ok=True)
|
||||
|
||||
return str(cassette_dir)
|
||||
|
||||
|
||||
@pytest.fixture(scope="module")
|
||||
def vcr_config(vcr_cassette_dir: str) -> dict[str, Any]:
|
||||
"""Configure VCR with organized cassette storage."""
|
||||
config = {
|
||||
"cassette_library_dir": vcr_cassette_dir,
|
||||
"record_mode": os.getenv("PYTEST_VCR_RECORD_MODE") or "once",
|
||||
"filter_headers": [(k, v) for k, v in HEADERS_TO_FILTER.items()],
|
||||
"before_record_response": _filter_response_headers,
|
||||
}
|
||||
|
||||
if os.getenv("GITHUB_ACTIONS") == "true":
|
||||
config["record_mode"] = "none"
|
||||
|
||||
return config
|
||||
@@ -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):
|
||||
@@ -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",
|
||||
|
||||
@@ -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
|
||||
|
||||
@@ -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()
|
||||
@@ -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
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
@@ -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\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\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\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\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\\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\\n\\nrafaelsideguide\\n\\nfeat(extract):
|
||||
cost limit\\n\\n#1473\\n\\n\xB7\\n\\nApr 17, 2025\\n\\n\xB7\\n\\n\\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\\n\\nmogery\\n\\nExtract
|
||||
v2/rerank improvs\\n\\n#1437\\n\\n\xB7\\n\\nApr 11, 2025\\n\\n\xB7\\n\\n\\n\\nrafaelsideguide\\n\\n\\n\\n\\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\\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\\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@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@chrisdeweese\\\\_\\\"Started using @firecrawl\\\\_dev for a project,
|
||||
I wish I used this sooner.\\\"](https://x.com/chrisdeweese_/status/1853587120406876601)
|
||||
[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@TomReppelin\\\"I found gold today. Thank you @firecrawl\\\\_dev\\\"](https://x.com/TomReppelin/status/1844382491014201613)\\n\\n[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@chrisdeweese\\\\_\\\"Started using @firecrawl\\\\_dev for a project,
|
||||
I wish I used this sooner.\\\"](https://x.com/chrisdeweese_/status/1853587120406876601)
|
||||
[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@TomReppelin\\\"I found gold today. Thank you @firecrawl\\\\_dev\\\"](https://x.com/TomReppelin/status/1844382491014201613)\\n\\n[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@mbusigin\\\"Firecrawl is dope. Congrats guys \U0001F44F\\\"](https://x.com/mbusigin/status/1836065372010656069)
|
||||
[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@steventey\\\"Open-source Clay alternative just dropped\\\\\\\\\\n\\\\\\\\\\nUpload
|
||||
a CSV of emails and...\\\"](https://x.com/steventey/status/1932945651761098889)\\n\\n[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@mbusigin\\\"Firecrawl is dope. Congrats guys \U0001F44F\\\"](https://x.com/mbusigin/status/1836065372010656069)
|
||||
[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@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\\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\\n\\n\\n\\n\\n\\n\\n\\nKnow your leads\\n\\nMCPs\\n\\nAdd
|
||||
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|
||||
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|
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\\\"how do I log an error?\\\"\\n\\nBuild with context\\n\\nAI platforms\\n\\nLet
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your customers build AI apps\\n\\nwith web data.\\n\\n[Check out Map](https://docs.firecrawl.dev/features/map)\\n\\n\\n\\n\\n\\n\\n\\n\\n\\nExtracting
|
||||
text...\\n\\nNo insight missed\\n\\nDeep research\\n\\nExtract comprehensive
|
||||
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|
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research in progress...\\n\\nAcademic papers\\n\\n0 found\\n\\nNews articles\\n\\n0
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||||
found\\n\\nExpert opinions\\n\\n0 found\\n\\nResearch reports\\n\\n0 found\\n\\nIndustry
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data\\n\\n0 found\\n\\nAsk anything...\\n\\n\\\\[ CTA \\\\]\\n\\n\\\\[ CRAWL
|
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\\\\]\\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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||||
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||||
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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
|
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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\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\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\\n\\nmendableai/firecrawl\\n\\nPublic\\n\\nStar\\n\\n65.3K\\n\\n\\\\[python-SDK\\\\]
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|
||||
cost limit\\n\\n#1473\\n\\n\xB7\\n\\nApr 17, 2025\\n\\n\xB7\\n\\n\\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\\n\\nmogery\\n\\nExtract
|
||||
v2/rerank improvs\\n\\n#1437\\n\\n\xB7\\n\\nApr 11, 2025\\n\\n\xB7\\n\\n\\n\\nrafaelsideguide\\n\\n\\n\\n\\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\\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\\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@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@chrisdeweese\\\\_\\\"Started using @firecrawl\\\\_dev for a project,
|
||||
I wish I used this sooner.\\\"](https://x.com/chrisdeweese_/status/1853587120406876601)
|
||||
[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@TomReppelin\\\"I found gold today. Thank you @firecrawl\\\\_dev\\\"](https://x.com/TomReppelin/status/1844382491014201613)\\n\\n[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@chrisdeweese\\\\_\\\"Started using @firecrawl\\\\_dev for a project,
|
||||
I wish I used this sooner.\\\"](https://x.com/chrisdeweese_/status/1853587120406876601)
|
||||
[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@TomReppelin\\\"I found gold today. Thank you @firecrawl\\\\_dev\\\"](https://x.com/TomReppelin/status/1844382491014201613)\\n\\n[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@mbusigin\\\"Firecrawl is dope. Congrats guys \U0001F44F\\\"](https://x.com/mbusigin/status/1836065372010656069)
|
||||
[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@steventey\\\"Open-source Clay alternative just dropped\\\\\\\\\\n\\\\\\\\\\nUpload
|
||||
a CSV of emails and...\\\"](https://x.com/steventey/status/1932945651761098889)\\n\\n[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@mbusigin\\\"Firecrawl is dope. Congrats guys \U0001F44F\\\"](https://x.com/mbusigin/status/1836065372010656069)
|
||||
[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@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\\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\\n\\n\\n\\n\\n\\n\\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\\n\\nClaude Code\\n\\n\\n\\nCursor\\n\\n\\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\\n\\n\\n\\n\\n\\n\\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>[](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)\\n\\n[Permalink:
|
||||
](https://github.com/firecrawl/firecrawl#----)\\n\\n[](https://github.com/firecrawl/firecrawl/blob/main/LICENSE)[](https://pepy.tech/project/firecrawl-py)[](https://github.com/firecrawl/firecrawl/graphs/contributors)[](https://firecrawl.dev/)\\n\\n[](https://twitter.com/firecrawl_dev)[](https://www.linkedin.com/company/104100957)[](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[](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!...\\\",\\\\\\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[](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[](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
|
||||
- firecrawl/firecrawl: \U0001F525 The Web Data API for AI - Turn entire websites
|
||||
into LLM-ready markdown or structured data\",\"ui-target\":\"full\",\"og:image\":\"https://repository-images.githubusercontent.com/787076358/f9616c09-3701-41ef-b5a6-fdf912ffb15b\",\"google-site-verification\":\"Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I\",\"ogSiteName\":\"GitHub\",\"route-pattern\":\"/:user_id/:repository\",\"visitor-payload\":\"eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJBMTVGOjE3OUI0RDo2MzdFQUREOjg3MzEwOTM6NjkwMTE4MjUiLCJ2aXNpdG9yX2lkIjoiNDkyNzk2MzExNjg5OTIxMTMwMSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9\",\"og:description\":\"\U0001F525
|
||||
The Web Data API for AI - Turn entire websites into LLM-ready markdown or
|
||||
structured data - firecrawl/firecrawl\",\"expected-hostname\":\"github.com\",\"release\":\"66136a30a16cc69206f1249b6ba072daa2174535\",\"title\":\"GitHub
|
||||
- firecrawl/firecrawl: \U0001F525 The Web Data API for AI - Turn entire websites
|
||||
into LLM-ready markdown or structured data\",\"ogDescription\":\"\U0001F525
|
||||
The Web Data API for AI - Turn entire websites into LLM-ready markdown or
|
||||
structured data - firecrawl/firecrawl\",\"twitter:card\":\"summary_large_image\",\"fb:app_id\":\"1401488693436528\",\"color-scheme\":\"light
|
||||
dark\",\"twitter:description\":\"\U0001F525 The Web Data API for AI - Turn
|
||||
entire websites into LLM-ready markdown or structured data - firecrawl/firecrawl\",\"favicon\":\"https://github.githubassets.com/favicons/favicon.svg\",\"viewport\":\"width=device-width\",\"twitter:image\":\"https://repository-images.githubusercontent.com/787076358/f9616c09-3701-41ef-b5a6-fdf912ffb15b\",\"user-login\":\"\",\"description\":\"\U0001F525
|
||||
The Web Data API for AI - Turn entire websites into LLM-ready markdown or
|
||||
structured data - firecrawl/firecrawl\",\"octolytics-dimension-repository_nwo\":\"firecrawl/firecrawl\",\"octolytics-dimension-user_id\":\"135057108\",\"twitter:site\":\"@github\",\"og:url\":\"https://github.com/firecrawl/firecrawl\",\"octolytics-dimension-user_login\":\"firecrawl\",\"hostname\":\"github.com\",\"current-catalog-service-hash\":\"f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb\",\"html-safe-nonce\":\"e5653da3800db7de2c8b4a64ff6367242043a9e452608e9a6941a1c9e8346cfc\",\"apple-itunes-app\":\"app-id=1477376905,
|
||||
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
|
||||
The Web Data API for AI - Turn entire websites into LLM-ready markdown or
|
||||
structured data - firecrawl/firecrawl\",\"github-keyboard-shortcuts\":\"repository,copilot\",\"ogTitle\":\"GitHub
|
||||
- firecrawl/firecrawl: \U0001F525 The Web Data API for AI - Turn entire websites
|
||||
into LLM-ready markdown or structured data\",\"ogImage\":\"https://repository-images.githubusercontent.com/787076358/f9616c09-3701-41ef-b5a6-fdf912ffb15b\",\"analytics-location\":\"/<user-name>/<repo-name>\",\"route-controller\":\"files\",\"octolytics-dimension-repository_id\":\"787076358\",\"ogUrl\":\"https://github.com/firecrawl/firecrawl\",\"go-import\":\"github.com/firecrawl/firecrawl
|
||||
git https://github.com/firecrawl/firecrawl.git\",\"hovercard-subject-tag\":\"repository:787076358\",\"theme-color\":\"#1e2327\",\"turbo-body-classes\":\"logged-out
|
||||
env-production page-responsive\",\"scrapeId\":\"ec4d99a0-4c4f-4d1a-9fd2-08b8f891f883\",\"sourceURL\":\"https://github.com/firecrawl/firecrawl\",\"url\":\"https://github.com/firecrawl/firecrawl\",\"statusCode\":200,\"contentType\":\"text/html;
|
||||
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[](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[](https://firecrawl.dev/)
|
||||
[](https://docs.firecrawl.dev/)
|
||||
[](https://discord.com/invite/gSmWdAkdwd)\\n\\n[](https://github.com/mendableai/firecrawl/blob/main/LICENSE)[](https://github.com/mendableai/firecrawl/stargazers)[](https://pepy.tech/project/firecrawl-py)[](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://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[](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[](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[](https://discord.com/invite/gSmWdAkdwd)[](https://x.com/firecrawl_dev)[](https://www.linkedin.com/company/104100957/)[](https://github.com/mendableai/firecrawl/discussions)[](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
|
||||
last monthSep 27, 2025\\n\\n- [mineru-api](https://github.com/firecrawl/mineru-api)\\nPublic\\n\\n\\n\\n\\nfirecrawl/mineru-api\u2019s
|
||||
past year of commit activity\\n\\n\\n\\nPython[12](https://github.com/firecrawl/mineru-api/stargazers)AGPL-3.0\\n[2](https://github.com/firecrawl/mineru-api/forks)
|
||||
[1](https://github.com/firecrawl/mineru-api/issues) [1](https://github.com/firecrawl/mineru-api/pulls)\\nUpdated
|
||||
on Sep 26Sep 26, 2025\\n\\n\\n[View all repositories](https://github.com/orgs/firecrawl/repositories?type=all)\\n\\n[**People**](https://github.com/orgs/firecrawl/people)\\n\\n[](https://github.com/alexnucci)[](https://github.com/micahstairs)[](https://github.com/nickscamara)[](https://github.com/mogery)[](https://github.com/developersdigest)\\n\\n####
|
||||
Top languages\\n\\n[TypeScript](https://github.com/orgs/firecrawl/repositories?language=typescript&type=all)
|
||||
[Python](https://github.com/orgs/firecrawl/repositories?language=python&type=all)
|
||||
[JavaScript](https://github.com/orgs/firecrawl/repositories?language=javascript&type=all)
|
||||
[Go](https://github.com/orgs/firecrawl/repositories?language=go&type=all)
|
||||
[MDX](https://github.com/orgs/firecrawl/repositories?language=mdx&type=all)\\n\\n####
|
||||
Most used topics\\n\\n[ai](https://github.com/search?q=topic%3Aai+org%3Afirecrawl+fork%3Atrue&type=repositories
|
||||
\\\"Topic: ai\\\") [firecrawl](https://github.com/search?q=topic%3Afirecrawl+org%3Afirecrawl+fork%3Atrue&type=repositories
|
||||
\\\"Topic: firecrawl\\\") [llm](https://github.com/search?q=topic%3Allm+org%3Afirecrawl+fork%3Atrue&type=repositories
|
||||
\\\"Topic: llm\\\") [web-crawler](https://github.com/search?q=topic%3Aweb-crawler+org%3Afirecrawl+fork%3Atrue&type=repositories
|
||||
\\\"Topic: web-crawler\\\") [web-scraping](https://github.com/search?q=topic%3Aweb-scraping+org%3Afirecrawl+fork%3Atrue&type=repositories
|
||||
\\\"Topic: web-scraping\\\")\\n\\nYou can\u2019t perform that action at this
|
||||
time.\",\"metadata\":{\"analytics-location\":\"/<org-login>\",\"apple-itunes-app\":\"app-id=1477376905,
|
||||
app-argument=https://github.com/firecrawl\",\"twitter:card\":\"summary_large_image\",\"google-site-verification\":\"Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I\",\"description\":\"Web
|
||||
data API for AI. Firecrawl has 61 repositories available. Follow their code
|
||||
on GitHub.\",\"og:image\":\"https://avatars.githubusercontent.com/u/135057108?s=280&v=4\",\"og:type\":\"profile\",\"visitor-payload\":\"eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5REFEOjIzM0ExMzo4RDgzNEI6QzQ5OUNCOjY4RkYzODlGIiwidmlzaXRvcl9pZCI6IjQwMDQ0MTI5MTkxMDA5NDY1OTEiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==\",\"github-keyboard-shortcuts\":\"copilot\",\"user-login\":\"\",\"viewport\":\"width=device-width\",\"og:description\":\"Web
|
||||
data API for AI. Firecrawl has 61 repositories available. Follow their code
|
||||
on GitHub.\",\"turbo-cache-control\":\"no-preview\",\"fetch-nonce\":\"v2:35a2e032-0081-3f6b-595e-967e32025c6f\",\"og:url\":\"https://github.com/firecrawl\",\"title\":\"Firecrawl
|
||||
\xB7 GitHub\",\"route-pattern\":\"/:user_id(.:format)\",\"route-action\":\"show\",\"octolytics-url\":\"https://collector.github.com/github/collect\",\"og:site_name\":\"GitHub\",\"twitter:title\":\"Firecrawl\",\"request-id\":\"9DAD:233A13:8D834B:C499CB:68FF389F\",\"ogSiteName\":\"GitHub\",\"fb:app_id\":\"1401488693436528\",\"language\":\"en\",\"twitter:image\":\"https://avatars.githubusercontent.com/u/135057108?s=280&v=4\",\"ogImage\":\"https://avatars.githubusercontent.com/u/135057108?s=280&v=4\",\"release\":\"c44b7f7aa5c70f3296484971978c9f4b1b473352\",\"theme-color\":\"#1e2327\",\"color-scheme\":\"light
|
||||
dark\",\"html-safe-nonce\":\"2d932295da6aa360d861f16279839ab109dc4e977a51bc99204477969d7d12c6\",\"ogTitle\":\"Firecrawl\",\"hovercard-subject-tag\":\"organization:135057108\",\"twitter:description\":\"Web
|
||||
data API for AI. Firecrawl has 61 repositories available. Follow their code
|
||||
on GitHub.\",\"hostname\":\"github.com\",\"ogUrl\":\"https://github.com/firecrawl\",\"ogDescription\":\"Web
|
||||
data API for AI. Firecrawl has 61 repositories available. Follow their code
|
||||
on GitHub.\",\"route-controller\":\"profiles\",\"favicon\":\"https://github.githubassets.com/favicons/favicon.svg\",\"visitor-hmac\":\"43cf3bbb9c57a3bcf0b1857fbcabcc78c274e7082e0d28c76cd6d4651bc2a920\",\"twitter:site\":\"@github\",\"ui-target\":\"full\",\"og:title\":\"Firecrawl\",\"expected-hostname\":\"github.com\",\"og:image:alt\":\"Web
|
||||
data API for AI. Firecrawl has 61 repositories available. Follow their code
|
||||
on GitHub.\",\"profile:username\":\"firecrawl\",\"current-catalog-service-hash\":\"4a1c50a83cf6cc4b55b6b9c53e553e3f847c876b87fb333f71f5d05db8f1a7db\",\"turbo-body-classes\":\"logged-out
|
||||
env-production page-responsive\",\"browser-stats-url\":\"https://api.github.com/_private/browser/stats\",\"browser-errors-url\":\"https://api.github.com/_private/browser/errors\",\"scrapeId\":\"65cbc300-be11-4a1a-9d20-c114fb8473a7\",\"sourceURL\":\"https://github.com/firecrawl\",\"url\":\"https://github.com/firecrawl\",\"statusCode\":200,\"contentType\":\"text/html;
|
||||
charset=utf-8\",\"proxyUsed\":\"basic\",\"cacheState\":\"hit\",\"cachedAt\":\"2025-10-27T09:17:20.756Z\"}},{\"url\":\"https://www.linkedin.com/company/firecrawl\",\"title\":\"Firecrawl
|
||||
| LinkedIn\",\"description\":\"Our Dify integration now uses Firecrawl /v2
|
||||
endpoints Scraping is 10x faster thanks to intelligent caching, plus we've
|
||||
added semantic ...\",\"position\":5}]},\"creditsUsed\":3}"
|
||||
headers:
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Access-Control-Allow-Origin:
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- '*'
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Alt-Svc:
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- h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
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Content-Length:
|
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- '93428'
|
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Content-Type:
|
||||
- application/json; charset=utf-8
|
||||
Date:
|
||||
- Wed, 29 Oct 2025 14:37:39 GMT
|
||||
ETag:
|
||||
- W/"16cf4-kHwVbMu4CCVG2UIt6p1g/gz5M4M"
|
||||
Via:
|
||||
- 1.1 google
|
||||
X-Powered-By:
|
||||
- Express
|
||||
X-Response-Time:
|
||||
- 13172.495ms
|
||||
status:
|
||||
code: 200
|
||||
message: OK
|
||||
version: 1
|
||||
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
File diff suppressed because one or more lines are too long
@@ -4,7 +4,7 @@ from crewai_tools.tools.firecrawl_crawl_website_tool.firecrawl_crawl_website_too
|
||||
FirecrawlCrawlWebsiteTool,
|
||||
)
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_firecrawl_crawl_tool_integration():
|
||||
tool = FirecrawlCrawlWebsiteTool(config={
|
||||
"limit": 2,
|
||||
|
||||
@@ -4,7 +4,7 @@ from crewai_tools.tools.firecrawl_scrape_website_tool.firecrawl_scrape_website_t
|
||||
FirecrawlScrapeWebsiteTool,
|
||||
)
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_firecrawl_scrape_tool_integration():
|
||||
tool = FirecrawlScrapeWebsiteTool()
|
||||
result = tool.run(url="https://firecrawl.dev")
|
||||
|
||||
@@ -3,7 +3,7 @@ import pytest
|
||||
from crewai_tools.tools.firecrawl_search_tool.firecrawl_search_tool import FirecrawlSearchTool
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_firecrawl_search_tool_integration():
|
||||
tool = FirecrawlSearchTool()
|
||||
result = tool.run(query="firecrawl")
|
||||
|
||||
0
lib/crewai-tools/tests/tools/rag/__init__.py
Normal file
0
lib/crewai-tools/tests/tools/rag/__init__.py
Normal 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(
|
||||
"Either GOOGLE_API_KEY/GEMINI_API_KEY (for Gemini API) or "
|
||||
"Either GEMINI_API_KEY/GEMINI_API_KEY (for Gemini API) or "
|
||||
"GOOGLE_CLOUD_PROJECT (for Vertex AI) must be set"
|
||||
) from e
|
||||
|
||||
|
||||
@@ -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",
|
||||
|
||||
@@ -147,7 +147,7 @@ def test_custom_llm():
|
||||
assert agent.llm.model == "gpt-4"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_execution():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
@@ -166,7 +166,7 @@ def test_agent_execution():
|
||||
assert output == "1 + 1 is 2"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_execution_with_tools():
|
||||
@tool
|
||||
def multiplier(first_number: int, second_number: int) -> float:
|
||||
@@ -211,7 +211,7 @@ def test_agent_execution_with_tools():
|
||||
assert received_events[0].tool_args == {"first_number": 3, "second_number": 4}
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_logging_tool_usage():
|
||||
@tool
|
||||
def multiplier(first_number: int, second_number: int) -> float:
|
||||
@@ -245,7 +245,7 @@ def test_logging_tool_usage():
|
||||
assert agent.tools_handler.last_used_tool.arguments == tool_usage.arguments
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_cache_hitting():
|
||||
@tool
|
||||
def multiplier(first_number: int, second_number: int) -> float:
|
||||
@@ -330,7 +330,7 @@ def test_cache_hitting():
|
||||
assert received_events[0].from_cache
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_disabling_cache_for_agent():
|
||||
@tool
|
||||
def multiplier(first_number: int, second_number: int) -> float:
|
||||
@@ -394,7 +394,7 @@ def test_disabling_cache_for_agent():
|
||||
read.assert_not_called()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_execution_with_specific_tools():
|
||||
@tool
|
||||
def multiplier(first_number: int, second_number: int) -> float:
|
||||
@@ -417,7 +417,7 @@ def test_agent_execution_with_specific_tools():
|
||||
assert output == "The result of the multiplication is 12."
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_powered_by_new_o_model_family_that_allows_skipping_tool():
|
||||
@tool
|
||||
def multiplier(first_number: int, second_number: int) -> float:
|
||||
@@ -443,7 +443,7 @@ def test_agent_powered_by_new_o_model_family_that_allows_skipping_tool():
|
||||
assert output == "12"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_powered_by_new_o_model_family_that_uses_tool():
|
||||
@tool
|
||||
def comapny_customer_data() -> str:
|
||||
@@ -469,7 +469,7 @@ def test_agent_powered_by_new_o_model_family_that_uses_tool():
|
||||
assert output == "42"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_custom_max_iterations():
|
||||
@tool
|
||||
def get_final_answer() -> float:
|
||||
@@ -551,7 +551,7 @@ def test_agent_max_iterations_stops_loop():
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_repeated_tool_usage(capsys):
|
||||
"""Test that agents handle repeated tool usage appropriately.
|
||||
|
||||
@@ -600,7 +600,7 @@ def test_agent_repeated_tool_usage(capsys):
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_repeated_tool_usage_check_even_with_disabled_cache(capsys):
|
||||
@tool
|
||||
def get_final_answer(anything: str) -> float:
|
||||
@@ -643,7 +643,7 @@ def test_agent_repeated_tool_usage_check_even_with_disabled_cache(capsys):
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_moved_on_after_max_iterations():
|
||||
@tool
|
||||
def get_final_answer() -> float:
|
||||
@@ -670,7 +670,7 @@ def test_agent_moved_on_after_max_iterations():
|
||||
assert output == "42"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_respect_the_max_rpm_set(capsys):
|
||||
@tool
|
||||
def get_final_answer() -> float:
|
||||
@@ -704,7 +704,7 @@ def test_agent_respect_the_max_rpm_set(capsys):
|
||||
moveon.assert_called()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_respect_the_max_rpm_set_over_crew_rpm(capsys):
|
||||
from unittest.mock import patch
|
||||
|
||||
@@ -742,7 +742,7 @@ def test_agent_respect_the_max_rpm_set_over_crew_rpm(capsys):
|
||||
moveon.assert_not_called()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_without_max_rpm_respects_crew_rpm(capsys):
|
||||
from unittest.mock import patch
|
||||
|
||||
@@ -802,7 +802,7 @@ def test_agent_without_max_rpm_respects_crew_rpm(capsys):
|
||||
moveon.assert_called_once()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_error_on_parsing_tool(capsys):
|
||||
from unittest.mock import patch
|
||||
|
||||
@@ -845,7 +845,7 @@ def test_agent_error_on_parsing_tool(capsys):
|
||||
assert "Error on parsing tool." in captured.out
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_remembers_output_format_after_using_tools_too_many_times():
|
||||
from unittest.mock import patch
|
||||
|
||||
@@ -880,7 +880,7 @@ def test_agent_remembers_output_format_after_using_tools_too_many_times():
|
||||
remember_format.assert_called()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_use_specific_tasks_output_as_context(capsys):
|
||||
agent1 = Agent(role="test role", goal="test goal", backstory="test backstory")
|
||||
agent2 = Agent(role="test role2", goal="test goal2", backstory="test backstory2")
|
||||
@@ -907,7 +907,7 @@ def test_agent_use_specific_tasks_output_as_context(capsys):
|
||||
assert "hi" in result.raw.lower() or "hello" in result.raw.lower()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_step_callback():
|
||||
class StepCallback:
|
||||
def callback(self, step):
|
||||
@@ -941,7 +941,7 @@ def test_agent_step_callback():
|
||||
callback.assert_called()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_function_calling_llm():
|
||||
from crewai.llm import LLM
|
||||
llm = LLM(model="gpt-4o", is_litellm=True)
|
||||
@@ -988,7 +988,7 @@ def test_agent_function_calling_llm():
|
||||
mock_original_tool_calling.assert_called()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_tool_result_as_answer_is_the_final_answer_for_the_agent():
|
||||
from crewai.tools import BaseTool
|
||||
|
||||
@@ -1018,7 +1018,7 @@ def test_tool_result_as_answer_is_the_final_answer_for_the_agent():
|
||||
assert result.raw == "Howdy!"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_tool_usage_information_is_appended_to_agent():
|
||||
from crewai.tools import BaseTool
|
||||
|
||||
@@ -1073,7 +1073,7 @@ def test_agent_definition_based_on_dict():
|
||||
|
||||
|
||||
# test for human input
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_human_input():
|
||||
# Agent configuration
|
||||
config = {
|
||||
@@ -1221,7 +1221,7 @@ Thought:<|eot_id|>
|
||||
assert mock_format_prompt.return_value == expected_prompt
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_task_allow_crewai_trigger_context():
|
||||
from crewai import Crew
|
||||
|
||||
@@ -1242,7 +1242,7 @@ def test_task_allow_crewai_trigger_context():
|
||||
assert "Trigger Payload: Important context data" in prompt
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_task_without_allow_crewai_trigger_context():
|
||||
from crewai import Crew
|
||||
|
||||
@@ -1265,7 +1265,7 @@ def test_task_without_allow_crewai_trigger_context():
|
||||
assert "Important context data" not in prompt
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_task_allow_crewai_trigger_context_no_payload():
|
||||
from crewai import Crew
|
||||
|
||||
@@ -1287,7 +1287,7 @@ def test_task_allow_crewai_trigger_context_no_payload():
|
||||
assert "Trigger Payload:" not in prompt
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_do_not_allow_crewai_trigger_context_for_first_task_hierarchical():
|
||||
from crewai import Crew
|
||||
|
||||
@@ -1316,7 +1316,7 @@ def test_do_not_allow_crewai_trigger_context_for_first_task_hierarchical():
|
||||
assert "Trigger Payload: Initial context data" not in first_prompt
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_first_task_auto_inject_trigger():
|
||||
from crewai import Crew
|
||||
|
||||
@@ -1349,7 +1349,7 @@ def test_first_task_auto_inject_trigger():
|
||||
assert "Trigger Payload:" not in second_prompt
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_ensure_first_task_allow_crewai_trigger_context_is_false_does_not_inject():
|
||||
from crewai import Crew
|
||||
|
||||
@@ -1554,7 +1554,7 @@ def test_agent_with_additional_kwargs():
|
||||
assert agent.llm.frequency_penalty == 0.1
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_llm_call():
|
||||
llm = LLM(model="gpt-3.5-turbo")
|
||||
messages = [{"role": "user", "content": "Say 'Hello, World!'"}]
|
||||
@@ -1563,7 +1563,7 @@ def test_llm_call():
|
||||
assert "Hello, World!" in response
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_llm_call_with_error():
|
||||
llm = LLM(model="non-existent-model")
|
||||
messages = [{"role": "user", "content": "This should fail"}]
|
||||
@@ -1572,7 +1572,7 @@ def test_llm_call_with_error():
|
||||
llm.call(messages)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_handle_context_length_exceeds_limit():
|
||||
# Import necessary modules
|
||||
from crewai.utilities.agent_utils import handle_context_length
|
||||
@@ -1625,7 +1625,7 @@ def test_handle_context_length_exceeds_limit():
|
||||
mock_summarize.assert_called_once()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_handle_context_length_exceeds_limit_cli_no():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
@@ -1700,7 +1700,7 @@ def test_agent_with_all_llm_attributes():
|
||||
assert agent.llm.api_key == "sk-your-api-key-here"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_llm_call_with_all_attributes():
|
||||
llm = LLM(
|
||||
model="gpt-3.5-turbo",
|
||||
@@ -1717,7 +1717,7 @@ def test_llm_call_with_all_attributes():
|
||||
assert "STOP" not in response
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_with_ollama_llama3():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
@@ -1738,7 +1738,7 @@ def test_agent_with_ollama_llama3():
|
||||
assert "Llama3" in response or "AI" in response or "language model" in response
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_llm_call_with_ollama_llama3():
|
||||
llm = LLM(
|
||||
model="ollama/llama3.2:3b",
|
||||
@@ -1757,7 +1757,7 @@ def test_llm_call_with_ollama_llama3():
|
||||
assert "Llama3" in response or "AI" in response or "language model" in response
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_execute_task_basic():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
@@ -1776,7 +1776,7 @@ def test_agent_execute_task_basic():
|
||||
assert "4" in result
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_execute_task_with_context():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
@@ -1798,7 +1798,7 @@ def test_agent_execute_task_with_context():
|
||||
assert "fox" in result.lower() and "dog" in result.lower()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_execute_task_with_tool():
|
||||
@tool
|
||||
def dummy_tool(query: str) -> str:
|
||||
@@ -1823,7 +1823,7 @@ def test_agent_execute_task_with_tool():
|
||||
assert "Dummy result for: test query" in result
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_execute_task_with_custom_llm():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
@@ -1844,7 +1844,7 @@ def test_agent_execute_task_with_custom_llm():
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_execute_task_with_ollama():
|
||||
agent = Agent(
|
||||
role="test role",
|
||||
@@ -1864,7 +1864,7 @@ def test_agent_execute_task_with_ollama():
|
||||
assert "AI" in result or "artificial intelligence" in result.lower()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_with_knowledge_sources():
|
||||
content = "Brandon's favorite color is red and he likes Mexican food."
|
||||
string_source = StringKnowledgeSource(content=content)
|
||||
@@ -1896,7 +1896,7 @@ def test_agent_with_knowledge_sources():
|
||||
assert "red" in result.raw.lower()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_with_knowledge_sources_with_query_limit_and_score_threshold():
|
||||
content = "Brandon's favorite color is red and he likes Mexican food."
|
||||
string_source = StringKnowledgeSource(content=content)
|
||||
@@ -1944,7 +1944,7 @@ def test_agent_with_knowledge_sources_with_query_limit_and_score_threshold():
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_with_knowledge_sources_with_query_limit_and_score_threshold_default():
|
||||
content = "Brandon's favorite color is red and he likes Mexican food."
|
||||
string_source = StringKnowledgeSource(content=content)
|
||||
@@ -1993,7 +1993,7 @@ def test_agent_with_knowledge_sources_with_query_limit_and_score_threshold_defau
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_with_knowledge_sources_extensive_role():
|
||||
content = "Brandon's favorite color is red and he likes Mexican food."
|
||||
string_source = StringKnowledgeSource(content=content)
|
||||
@@ -2029,7 +2029,7 @@ def test_agent_with_knowledge_sources_extensive_role():
|
||||
assert "red" in result.raw.lower()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_with_knowledge_sources_works_with_copy():
|
||||
content = "Brandon's favorite color is red and he likes Mexican food."
|
||||
string_source = StringKnowledgeSource(content=content)
|
||||
@@ -2068,7 +2068,7 @@ def test_agent_with_knowledge_sources_works_with_copy():
|
||||
assert isinstance(agent_copy.llm, BaseLLM)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_with_knowledge_sources_generate_search_query():
|
||||
content = "Brandon's favorite color is red and he likes Mexican food."
|
||||
string_source = StringKnowledgeSource(content=content)
|
||||
@@ -2202,7 +2202,7 @@ def test_agent_knowledege_with_crewai_knowledge():
|
||||
crew_knowledge.query.assert_called_once()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_litellm_auth_error_handling():
|
||||
"""Test that LiteLLM authentication errors are handled correctly and not retried."""
|
||||
from litellm import AuthenticationError as LiteLLMAuthenticationError
|
||||
@@ -2331,7 +2331,7 @@ def test_litellm_anthropic_error_handling():
|
||||
mock_llm_call.assert_called_once()
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_get_knowledge_search_query():
|
||||
"""Test that _get_knowledge_search_query calls the LLM with the correct prompts."""
|
||||
from crewai.utilities.i18n import I18N
|
||||
|
||||
@@ -1,18 +1,9 @@
|
||||
"""Test A2A wrapper is only applied when a2a is passed to Agent."""
|
||||
|
||||
from unittest.mock import patch
|
||||
|
||||
import pytest
|
||||
|
||||
from crewai import Agent
|
||||
from crewai.a2a.config import A2AConfig
|
||||
|
||||
try:
|
||||
import a2a # noqa: F401
|
||||
|
||||
A2A_SDK_INSTALLED = True
|
||||
except ImportError:
|
||||
A2A_SDK_INSTALLED = False
|
||||
import a2a # noqa: F401
|
||||
|
||||
|
||||
def test_agent_without_a2a_has_no_wrapper():
|
||||
@@ -27,10 +18,6 @@ def test_agent_without_a2a_has_no_wrapper():
|
||||
assert callable(agent.execute_task)
|
||||
|
||||
|
||||
@pytest.mark.skipif(
|
||||
True,
|
||||
reason="Requires a2a-sdk to be installed. This test verifies wrapper is applied when a2a is set.",
|
||||
)
|
||||
def test_agent_with_a2a_has_wrapper():
|
||||
"""Verify that agents with a2a get the wrapper applied."""
|
||||
a2a_config = A2AConfig(
|
||||
@@ -49,7 +36,6 @@ def test_agent_with_a2a_has_wrapper():
|
||||
assert callable(agent.execute_task)
|
||||
|
||||
|
||||
@pytest.mark.skipif(not A2A_SDK_INSTALLED, reason="Requires a2a-sdk to be installed")
|
||||
def test_agent_with_a2a_creates_successfully():
|
||||
"""Verify that creating an agent with a2a succeeds and applies wrapper."""
|
||||
a2a_config = A2AConfig(
|
||||
@@ -89,7 +75,6 @@ def test_multiple_agents_without_a2a():
|
||||
assert callable(agent2.execute_task)
|
||||
|
||||
|
||||
@pytest.mark.skipif(not A2A_SDK_INSTALLED, reason="Requires a2a-sdk to be installed")
|
||||
def test_wrapper_is_applied_differently_per_instance():
|
||||
"""Verify that agents with and without a2a have different execute_task methods."""
|
||||
agent_without_a2a = Agent(
|
||||
|
||||
@@ -70,7 +70,7 @@ class ResearchResult(BaseModel):
|
||||
sources: list[str] = Field(description="List of sources used")
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
@pytest.mark.parametrize("verbose", [True, False])
|
||||
def test_lite_agent_created_with_correct_parameters(monkeypatch, verbose):
|
||||
"""Test that LiteAgent is created with the correct parameters when Agent.kickoff() is called."""
|
||||
@@ -130,7 +130,7 @@ def test_lite_agent_created_with_correct_parameters(monkeypatch, verbose):
|
||||
assert created_lite_agent["response_format"] == TestResponse
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_lite_agent_with_tools():
|
||||
"""Test that Agent can use tools."""
|
||||
# Create a LiteAgent with tools
|
||||
@@ -174,7 +174,7 @@ def test_lite_agent_with_tools():
|
||||
assert event.tool_name == "search_web"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_lite_agent_structured_output():
|
||||
"""Test that Agent can return a simple structured output."""
|
||||
|
||||
@@ -217,7 +217,7 @@ def test_lite_agent_structured_output():
|
||||
return result
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_lite_agent_returns_usage_metrics():
|
||||
"""Test that LiteAgent returns usage metrics."""
|
||||
llm = LLM(model="gpt-4o-mini")
|
||||
@@ -238,7 +238,7 @@ def test_lite_agent_returns_usage_metrics():
|
||||
assert result.usage_metrics["total_tokens"] > 0
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
@pytest.mark.asyncio
|
||||
async def test_lite_agent_returns_usage_metrics_async():
|
||||
"""Test that LiteAgent returns usage metrics when run asynchronously."""
|
||||
@@ -261,25 +261,6 @@ async def test_lite_agent_returns_usage_metrics_async():
|
||||
assert result.usage_metrics["total_tokens"] > 0
|
||||
|
||||
|
||||
class TestFlow(Flow):
|
||||
"""A test flow that creates and runs an agent."""
|
||||
|
||||
def __init__(self, llm, tools):
|
||||
self.llm = llm
|
||||
self.tools = tools
|
||||
super().__init__()
|
||||
|
||||
@start()
|
||||
def start(self):
|
||||
agent = Agent(
|
||||
role="Test Agent",
|
||||
goal="Test Goal",
|
||||
backstory="Test Backstory",
|
||||
llm=self.llm,
|
||||
tools=self.tools,
|
||||
)
|
||||
return agent.kickoff("Test query")
|
||||
|
||||
|
||||
def verify_agent_parent_flow(result, agent, flow):
|
||||
"""Verify that both the result and agent have the correct parent flow."""
|
||||
@@ -333,7 +314,7 @@ def test_sets_parent_flow_when_inside_flow():
|
||||
assert captured_agent.parent_flow is flow
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_guardrail_is_called_using_string():
|
||||
guardrail_events = defaultdict(list)
|
||||
from crewai.events.event_types import (
|
||||
@@ -387,7 +368,7 @@ def test_guardrail_is_called_using_string():
|
||||
)
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_guardrail_is_called_using_callable():
|
||||
guardrail_events = defaultdict(list)
|
||||
from crewai.events.event_types import (
|
||||
@@ -433,7 +414,7 @@ def test_guardrail_is_called_using_callable():
|
||||
assert "Pelé - Santos, 1958" in result.raw
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_guardrail_reached_attempt_limit():
|
||||
guardrail_events = defaultdict(list)
|
||||
from crewai.events.event_types import (
|
||||
@@ -487,7 +468,7 @@ def test_guardrail_reached_attempt_limit():
|
||||
assert not guardrail_events["completed"][2].success
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_output_when_guardrail_returns_base_model():
|
||||
class Player(BaseModel):
|
||||
name: str
|
||||
@@ -578,7 +559,7 @@ def test_lite_agent_with_custom_llm_and_guardrails():
|
||||
assert result2.raw == "Modified by guardrail"
|
||||
|
||||
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_lite_agent_with_invalid_llm():
|
||||
"""Test that LiteAgent raises proper error when create_llm returns None."""
|
||||
with patch("crewai.lite_agent.create_llm", return_value=None):
|
||||
@@ -594,7 +575,7 @@ def test_lite_agent_with_invalid_llm():
|
||||
|
||||
@patch.dict("os.environ", {"CREWAI_PLATFORM_INTEGRATION_TOKEN": "test_token"})
|
||||
@patch("crewai_tools.tools.crewai_platform_tools.crewai_platform_tool_builder.requests.get")
|
||||
@pytest.mark.vcr(filter_headers=["authorization"])
|
||||
@pytest.mark.vcr()
|
||||
def test_agent_kickoff_with_platform_tools(mock_get):
|
||||
"""Test that Agent.kickoff() properly integrates platform tools with LiteAgent"""
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