securityftw / cs-suite Goto Github PK
View Code? Open in Web Editor NEWCloud Security Suite - One stop tool for auditing the security posture of AWS/GCP/Azure infrastructure.
License: GNU General Public License v3.0
Cloud Security Suite - One stop tool for auditing the security posture of AWS/GCP/Azure infrastructure.
License: GNU General Public License v3.0
Hi there, I just tried to run this tool today with -env aws.
I kept getting this exception in a few different spots:
File "cs.py", line 89, in <module>
main()
File "cs.py", line 53, in main
from modules import awsaudit
File "/Users/coltonleese/cs-suite/modules/awsaudit.py", line 30, in <module>
account_name = get_account_alias() or get_account_id()
File "/Users/coltonleese/cs-suite/modules/awsaudit.py", line 15, in get_account_alias
account_details = json.loads(str(account_details))
File "/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/__init__.py", line 338, in loads
return _default_decoder.decode(s)
File "/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/decoder.py", line 366, in decode
obj, end = self.raw_decode(s, idx=_w(s, 0).end())
File "/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/json/decoder.py", line 384, in raw_decode
raise ValueError("No JSON object could be decoded")
ValueError: No JSON object could be decoded
I fixed it by changing the command
subprocess.check_output(['aws sts get-caller-identity')], shell=True
to
subprocess.check_output(['aws sts get-caller-identity --output json')], shell=True
I can submit a PR if you want but don't know if this is widely applicable.
thanks.
I am seeing a lot of false positives for the SNS Audit along these lines:
Warning: SNS topic arn:aws:sns:eu-west-2:nnnnnnnnnnnn:MGT-NONPROD-CONFIG-ALERTS is publicly accessible
When I look at the policy though:
{
"Version": "2008-10-17",
"Id": "__default_policy_ID",
"Statement": [
{
"Sid": "__default_statement_ID",
"Effect": "Allow",
"Principal": {
"AWS": "*"
},
"Action": [
"SNS:GetTopicAttributes",
"SNS:SetTopicAttributes",
"SNS:AddPermission",
"SNS:RemovePermission",
"SNS:DeleteTopic",
"SNS:Subscribe",
"SNS:ListSubscriptionsByTopic",
"SNS:Publish",
"SNS:Receive"
],
"Resource": "arn:aws:sns:eu-west-2:xxxxxxxxxxxxxx:MGT-NONPROD-CONFIG-ALERTS",
"Condition": {
"StringEquals": {
"AWS:SourceOwner": "xxxxxxxxxxxxxx"
}
}
}
]
}
I'm not an expert on AWS but this reads to me like it is granting access to AWS:"*" and then imposing a condition of restricting it to the "AWS:SourceOwner"
Am I completely misinterpreting this or is it a bug?
I believe a quickstart or quick instruction on how to run IP audit locally (Mac, Windows, Linux) or remote server (Ec2, Google Compute Engine, Azure) would be great.
Hey @challs1 @shivankar-madaan
can you please tell what exact command do I need to run from command line as I am getting the same error on running following command:
python cs.py -env azure
File "cs.py", line 55, in
main()
File "cs.py", line 50, in main
from modules import azureaudit
File "/root/cs-suite/modules/azureaudit.py", line 9, in
subprocess.call(['az', 'login'])
File "/usr/lib/python2.7/subprocess.py", line 172, in call
return Popen(*popenargs, **kwargs).wait()
File "/usr/lib/python2.7/subprocess.py", line 394, in init
errread, errwrite)
File "/usr/lib/python2.7/subprocess.py", line 1047, in _execute_child
raise child_exception
"For azure, the first command az login requires a browser interaction to authenticate with Azure subscription" What exactly you are referring here.
thanks
Originally posted by @exrme18 in #21 (comment)
Hi!
Did you think about enhancing the cs-suite and add new tools? I think it would be quite useful to add AWS MAcie-like tool the DumpsterDiver: https://github.com/securing/DumpsterDiver. I can add a feature to download the content from S3 bucket and then each file would be scanned via the DumpsterDiver in search of any hardcoded key, password or any pattern. Let me know what do you think about it.
Cheers!
Pawel.
I set up a new GCP Debian instance, apt installed git, python2.7, python-pip, gcc, and executed
git clone https://github.com/SecurityFTW/cs-suite.git
cd cs-suite/
sudo python setup.py
Finishing the process with blank answers to AWS credentials:
Please enter your AWS credetionals
AWS Access Key ID [None]:
AWS Secret Access Key [None]:
Default region name [None]:
Default output format [None]:
(by the way, credetionals != credentials)
I wanted a GCP scan, and went by the readme's "To run GCP Audit - python cs.py -env gcp -pId <project_name>"
This is my output (censored):
test@gcp-scan:~/cs-suite$ python cs.py -env gcp -pId CENSOREDPROJ
Starting GCP Audit
/usr/local/lib/python2.7/dist-packages/oauth2client/_helpers.py:255: UserWarning : Cannot access creds.data: No such file or directory
warnings.warn(_MISSING_FILE_MESSAGE.format(filename))
Traceback (most recent call last):
File "gscout.py", line 63, in <module>
list_projects(sys.argv[1],sys.argv[2])
File "gscout.py", line 34, in list_projects
response = request.execute()
File "/usr/local/lib/python2.7/dist-packages/oauth2client/_helpers.py", line 1 33, in positional_wrapper
return wrapped(*args, **kwargs)
File "/usr/local/lib/python2.7/dist-packages/googleapiclient/http.py", line 83 8, in execute
raise HttpError(resp, content, uri=self.uri)
googleapiclient.errors.HttpError: <HttpError 403 when requesting https://cloudre sourcemanager.googleapis.com/v1/projects?filter=name%3ACENSOREDPROJ&alt=json returned "Request had insufficient authentication scopes.">
This is basically a fresh Linux machine and the tool fails, are there missing setup steps in the guide, am I missing steps?
After the report is generated, does it automatically export it to the default browser or it has to be manually open? If so, how? Any suggestion or help is appreciated here.
Has anyone came across this?
When running an Azure Audit I receive the following error:
6.1: Checking if any network group allows public access to RDP
Traceback (most recent call last):
File "cs.py", line 89, in
main()
File "cs.py", line 83, in main
azureaudit.azure_audit()
File "/home/jbenson/cs-suite/modules/azureaudit.py", line 1885, in azure_audit
rdp_public()
File "/home/jbenson/cs-suite/modules/azureaudit.py", line 1074, in rdp_public
j_res['value'] = "The network group %s does not allow public RDP access" % network_group
UnboundLocalError: local variable 'j_res' referenced before assignment
When I run the cs-suite for Azure I get this following error:
File "/home/ubuntu/cs-suite/modules/azureaudit.py", line 1181, in vm_agent
log_data["data"] = log_data.pop("value")
KeyError: 'value'
I checked the code, and I found this:
azure_audit.py:1170
if check == '':
j_res['type'] = 'WARNING'
j_res['value'] = 'The VM %s does not have virtual agent enabled' %(name)
else:
list = check.split()
if list[1] == "Succeeded" and list[0] != "":
j_res['type'] = 'PASS'
j_res['value'] = 'The VM %s does have virtual agent enabled' % (name)
data.append(j_res)
log_data = dict()
log_data = j_res
log_data["data"] = log_data.pop("value")
This is problematic because if condition inside else has no else condition to default to.
I had to add the following else block to bypass this problem.
azure_audit.py:1170
if check == '':
j_res['type'] = 'WARNING'
j_res['value'] = 'The VM %s does not have virtual agent enabled' %(name)
else:
list = check.split()
if list[1] == "Succeeded" and list[0] != "":
j_res['type'] = 'PASS'
j_res['value'] = 'The VM %s does have virtual agent enabled' % (name)
# change made starts here:
else:
j_res['type'] = 'WARNING'
j_res['value'] = 'The VM %s does not have virtual agent enabled' %(name)
# change made ends here
data.append(j_res)
log_data = dict()
log_data = j_res
log_data["data"] = log_data.pop("value")
I set up a new ec2 instance, apt installed git, python2.7, python-pip, gcc, and executed and performed the following commands for installation
git clone https://github.com/SecurityFTW/cs-suite.git
cd cs-suite/
sudo python setup.py
This is my output (censored):
Traceback (most recent call last):
File "cs.py", line 55, in
main()
File "cs.py", line 34, in main
from modules import localaudit
File "/home/ec2-user/saiawsazure/cs-suite/modules/localaudit.py", line 4, in
from IPy import IP
ImportError: No module named IPy
I have installed ipy 5.0 for python 2.7 still i am facing the same issue
Hello guys,
I have this info message:
Skipping bucket ********** (region eu-west-3 outside of scope)
How can I change that ?
Hi,
NCC has announced that upcoming release will be provided into Scoutsuite not in Scout2.
Scoutsuite has good improvements in-terms GUI and report export in 'csv' & 'json' format.
Is there any road map to be integrate with CS-Suite ?
What is the version for aws cli which i cannot see on requirements .txt? I am getting the following errors
pyasn1-modules 0.2.3 has requirement pyasn1<0.5.0,>=0.4.1, but you'll have pyasn1 0.3.2 which is incompatible.
awscli 1.16.94 has requirement botocore==1.12.84, but you'll have botocore 1.6.2 which is incompatible.
awscli 1.16.94 has requirement s3transfer<0.2.0,>=0.1.12, but you'll have s3transfer 0.1.10 which is incompatible.
I want to upload this tool as a zip file to AWS Lambda and want to invoke this periodically using CRON expressions and store the reports in S3. How do I go about this?
Traceback (most recent call last):
File "gscout.py", line 63, in
list_projects(sys.argv[1],sys.argv[2])
File "gscout.py", line 35, in list_projects
for project in response['projects']:
KeyError: 'projects'
Scout2 is deprecated it is now https://github.com/nccgroup/ScoutSuite
Can this be updated?
It was working for everything rather than For Identity Access Management in Azure
When running a audit for Azure I get the following error:
8.2: Checking if expiry is enabled for vault secret
Traceback (most recent call last):
File "cs.py", line 55, in <module>
main()
File "cs.py", line 51, in main
azureaudit.azure_audit()
File "/Users/xxx/workspace/cs-suite/modules/azureaudit.py", line 1580, in azure_audit
vault_secret()
File "/Users/xxxx/workspace/cs-suite/modules/azureaudit.py", line 1126, in vault_secret
if key_name == 'Access':
UnboundLocalError: local variable 'key_name' referenced before assignment
Looking through the code it seems like https://github.com/SecurityFTW/cs-suite/blob/master/modules/azureaudit.py#L1126 should be checking if the key Access
exists in the first hand before evaluating it eg if "Access" in key_name:
I am current running of the following commit ID from master:
Author: shivankarmadaan <[email protected]>
Date: Thu Dec 6 16:06:28 2018 +0530
new update```
Current on OSX running current version of master for the app
At the moment EC2 audit is raising an issue that I cannot investigate because of the lack of detail:
Warning: VPC has en exposed enpoint
Warning: VPC has en exposed enpoint
Warning: VPC has en exposed enpoint
Warning: VPC has en exposed enpoint
Warning: VPC has en exposed enpoint
Warning: VPC has an exposed enpoint
Warning: VPC has en exposed enpoint
Warning: VPC has en exposed enpoint
Warning: VPC has en exposed enpoint
Warning: VPC has en exposed enpoint
This isn't very useful without mention of the VPC or the endpoint in question, so it is difficult to get the platform engineers to take it seriously.
Would it be possible to add this information?
Thanks
Hi Team,
I am unable to install CS-Suite, getting below error:
File "/Users/avijit.sarkar/cs-suite/cs.py", line 6, in
from modules import logger
File "/Users/avijit.sarkar/cs-suite/modules/logger.py", line 17, in
formatter = CustomJsonFormatter('(timestamp) (level) (name) (message)')
File "/opt/homebrew/lib/python3.10/site-packages/pythonjsonlogger/jsonlogger.py", line 119, in init
logging.Formatter.init(self, *args, **kwargs)
File "/opt/homebrew/Cellar/[email protected]/3.10.6_2/Frameworks/Python.framework/Versions/3.10/lib/python3.10/logging/init.py", line 589, in init
self._style.validate()
File "/opt/homebrew/Cellar/[email protected]/3.10.6_2/Frameworks/Python.framework/Versions/3.10/lib/python3.10/logging/init.py", line 429, in validate
raise ValueError("Invalid format '%s' for '%s' style" % (self._fmt, self.default_format[0]))
ValueError: Invalid format '(timestamp) (level) (name) (message)' for '%' style
Environment:
Python 3.10.6
pip 22.2.2
virtualenv 20.16.5
when iam installing i am getting the following errors .I am using linux server
pyasn1-modules 0.2.2 has requirement pyasn1<0.5.0,>=0.4.1, but you'll have pyasn1 0.3.2 which is incompatible.
awscli 1.14.8 has requirement botocore==1.8.12, but you'll have botocore 1.6.2 which is incompatible.
awscli 1.14.8 has requirement s3transfer<0.2.0,>=0.1.12, but you'll have s3transfer 0.1.10 which is incompatible
Cannot uninstall 'docutils'. It is a distutils installed project and thus we cannot accurately determine which files belong to it which would lead to only a partial uninstall.
I'm implement cs-suite with Jenkins and fixed some bug.
Please do not run sudo commands in setup.py.
Hi,
When I click on the trusted advisor, I get
your file was not found.
I followed the instruction as per docs, installed ok and can see reports except for the one for Trusted Advisor
What am I missing?
Thanks
Any specific reason why scout2 is added in a folder and not as a dependency in requirements. I would suggest moving them as a dependency reduces the overhead of maintaining that tool and your tool can immediately benifits from upgrades on the new version of scout2 when its released. also if you want a feature freeze give a specific version number.
Next err occurs, during script run because of "wildcard" in source definition:
Traceback (most recent call last):
File "cs.py", line 89, in <module>
main()
File "cs.py", line 83, in main
azureaudit.azure_audit()
File "/Users/user/cs-suite/modules/azureaudit.py", line 1885, in azure_audit
rdp_public()
File "/Users/user/cs-suite/modules/azureaudit.py", line 1056, in rdp_public
access_type, port, direction, protocol, source = line.split()
ValueError: need more than 4 values to unpack
Actual line
contains next string Allow 443 Inbound Tcp
which can be actually spited od ['Allow', '443', 'Inbound', 'Tcp']
rule set (lines
) looks like this:
Allow 443 Inbound Tcp
Allow * Inbound Tcp
Allow 22 Inbound Tcp
Allow 443 Inbound Tcp
Allow Inbound Udp 192.168.1.5
We can add a new feature to use IAM role on EC2 instead of credentials. #
I am trying to use it in azure . installed rhel linux server and azure cli but faciing this error while running the report how ever it was generating error for 6.1: Checking if any network group allows public access to RDP and it was getting failed from there
Traceback (most recent call last):
File "cs.py", line 55, in
main()
File "cs.py", line 51, in main
azureaudit.azure_audit()
File "/home/challs1/cs-suite/modules/azureaudit.py", line 1572, in azure_audit
rdp_public()
File "/home/challs1/cs-suite/modules/azureaudit.py", line 902, in rdp_public
j_res['value'] = "The network group %s does not allow public RDP access" % network_group
UnboundLocalError: local variable 'j_res' referenced before assignment
Hello,
I am trying to implement this tool, and I was wondering if there was a way to get the output as XML rather than JSON or just as the .log file. Thanks!
I just installed CS_Suite on Kali Linux AMI and am trying to get it working.
Where the instructions indicate to " Generate a set of ReadOnly AWS keys", are there specific Policies that I should select to grant this access? I noticed an error for ListAccountAliases so I found that permission in the AWSQuickSightListIAM policy and applied that. This fixed what was a fatal error but I am getting a ton of "(AccessDenied)" errors as cs.py is now running.
Also worth noting - another fatal error related to an out of range index ([0]) occurs when no aliases have been defined. That was easy enough to fix (customize the IAM URL) but not a graceful error handling.
Start testing on ubuntu:
Linux ip-10-48-0-245 4.4.0-1022-aws #31-Ubuntu SMP Tue Jun 27 11:27:55 UTC 2017 x86_64 x86_64 x86_64 GNU/Linux
NAME="Ubuntu"
VERSION="16.04.2 LTS (Xenial Xerus)"
ID=ubuntu
ID_LIKE=debian
PRETTY_NAME="Ubuntu 16.04.2 LTS"
VERSION_ID="16.04"
HOME_URL="http://www.ubuntu.com/"
SUPPORT_URL="http://help.ubuntu.com/"
BUG_REPORT_URL="http://bugs.launchpad.net/ubuntu/"
VERSION_CODENAME=xenial
UBUNTU_CODENAME=xenial
Python 2.7.12
and i'm getting a lot of errors like this:
curl: option -: is unknown
curl: try 'curl --help' or 'curl --manual' for more information
curl: curl: option -: is unknown
curl: try 'curl --help' or 'curl --manual' for more information
option -: is unknown
curl: try 'curl --help' or 'curl --manual' for more information
curl: curl: curl: curl: option -: is unknown
curl: try 'curl --help' or 'curl --manual' for more information
option -: is unknown
curl: try 'curl --help' or 'curl --manual' for more information
option -: is unknown
curl: try 'curl --help' or 'curl --manual' for more information
option -: is unknown
curl: try 'curl --help' or 'curl --manual' for more information
any help?
Add support to AWS profiles to simplify multiple account auditing
Could i know , how we can get the report of multiple roles with credentials using Scout2?
I setup this tool to run locally using docker. I setup ReadOnlyAccess Policy for AWS:
I now have the final report and I noticed the following sections don't open:
Scout2
IP Audit
AWS Trust Advisor
Any idea why?
I also noticed this during the scan might have something to do with it:
For the other reports to work I have to right click and open in new tab.
I am logging into az using the tag --allow-no-subscriptions however when running using cs.py --env azure I'm getting the error below:
ValidationError: The subscription '[subscription number]' could not be found.
I'm part of a security group which has read only access. Does this tool support the group access concept, or does it go by user permissions only?
Running into an issue with CS-Suite on MacOS and Azure
git pull
before running it4.2.1: Checking if SQL DB has AUDIT policy enabled
Here is the error
Can not perform requested operation on nested resource. Parent resource 'SERVERNAME/master' not found.
Traceback (most recent call last):
File "cs.py", line 55, in <module>
main()
File "cs.py", line 51, in main
azureaudit.azure_audit()
File "/Users/REDACTED/gitProjects/cs-suite/modules/azureaudit.py", line 1472, in azure_audit
sql_db_audit()
File "/Users/REDACTED/gitProjects/cs-suite/modules/azureaudit.py", line 1170, in sql_db_audit
audit_policy = subprocess.check_output(['az sql db audit-policy show --resource-group %s --server %s --name %s --query \'state\' --output tsv' %(resource_group,name,database)], shell=True).strip()
File "/usr/local/Cellar/python/2.7.14/Frameworks/Python.framework/Versions/2.7/lib/python2.7/subprocess.py", line 219, in check_output
raise CalledProcessError(retcode, cmd, output=output)
subprocess.CalledProcessError: Command '["az sql db audit-policy show --resource-group REDACTED --server REDACTED --name master --query 'state' --output tsv"]' returned non-zero exit status 3
Hi Team,
I am facing the following error, pls help me..
(venv) ubuntu@ip:~/cs-suite$ python3 cs.py -env aws
Traceback (most recent call last):
File "cs.py", line 6, in
from modules import logger
File "/home/ubuntu/cs-suite/modules/logger.py", line 17, in
formatter = CustomJsonFormatter('(timestamp) (level) (name) (message)')
File "/home/ubuntu/cs-suite/venv/lib/python3.8/site-packages/pythonjsonlogger/jsonlogger.py", line 115, in init
logging.Formatter.init(self, *args, **kwargs)
File "/usr/lib/python3.8/logging/init.py", line 576, in init
self._style.validate()
File "/usr/lib/python3.8/logging/init.py", line 429, in validate
raise ValueError("Invalid format '%s' for '%s' style" % (self._fmt, self.default_format[0]))
ValueError: Invalid format '(timestamp) (level) (name) (message)' for '%' style
When running CS-Suite (pulled from GIT) to do GCP audit i get this kind of python issue
a@zbox:~/src/cs-suite$ bin/python cs.py -env gcp -pId XXXXXXXX
Starting GCP Audit
Traceback (most recent call last):
File "gscout.py", line 63, in <module>
list_projects(sys.argv[1],sys.argv[2])
File "gscout.py", line 25, in list_projects
'v1',credentials=storage.get())
File "/usr/local/lib/python2.7/dist-packages/oauth2client/client.py", line 407, in get
return self.locked_get()
File "/usr/local/lib/python2.7/dist-packages/oauth2client/file.py", line 54, in locked_get
credentials = client.Credentials.new_from_json(content)
File "/usr/local/lib/python2.7/dist-packages/oauth2client/client.py", line 302, in new_from_json
module_name = data['_module']
KeyError: '_module'
We ran CS-Suite and under Web & Network it shows the following:|
Where are these expired certificates ?
We issue TLS certificates using AWS Certificate Manager, in us-east-1 for CloudFront and all our supported regions for NLBs
I have checked
Warning: certificate ably.io.wildcard.and.ably-realtime.com.san.2015 has expired
Warning: certificate ably.io.wildcard.and.ably-realtime.com.san.2015v has expired
Warning: certificate ably.io.wildcard.and.ably-realtime.com.san.2015v2 has expired
Warning: certificate ably.io.wildcard.and.ably-realtime.com.san.2015v3 has expired
Warning: certificate ably.io.wildcard.and.ably-realtime.com.san.2015v4 has expired
Warning: certificate ably.io.wildcard.and.ably-realtime.com.san.2017v5 has expired
Warning: certificate ably.io.wildcard.and.ably-realtime.com.san.2018v6 has expired
Warning: certificate Makes agencies agile : easyBacklog has expired
Warning: certificate example1024bit has expired
Warning: certificate example2048bit has expired
Warning: certificate realtime.ably.io has expired
Warning: certificate rest.ably.io has expired
Warning: certificate wilcard.ably.io has expired
Warning: certificate wildcard.ably.io-2013 has expired
Warning: certificate wildcard.ably.io-2014 has expired
I did run the assessment on my AWS account (non-container mode) and in results I can see check numbers as null, as given below:
{
"check_no": "null",
"level": "null",
"region": "<some_region>",
"value": "<some_value>",
"score": "Scored",
"type": ""
}
I am expecting CIS check numbers here.
In the requirements.txt is necessary to add azure-cli package, in my case, the one that I have now is azure-cli-2.0.62
This is necessary for azure scans
The Readme states you need Python 2.7. The countdown clock shows that it will be EOL a little over 2 months from now.
Hi team,
As you bundle Lynis (in tools/lynis), please do a resync on a regular basis. Lynis still receives updates and the overall audit will benefit if the tool is kept up-to-date.
I'm trying to run this tool to audit my Azure cloud environment and my server is running in AWSEc2 instance. This is working satisfactorily with AWS. now, i wan to generate same kind of report for azure as well.
Did anybody worked to make this tool to generate the report for Azure cloud ?
i'm getting this error
[ec2-user@ip-172-31-27-131 cs-suite]$ python cs.py -env azure
Traceback (most recent call last):
File "cs.py", line 55, in
main()
File "cs.py", line 50, in main
from modules import azureaudit
File "/home/ec2-user/cs-suite/modules/azureaudit.py", line 8, in
subprocess.call(['az', 'login'])
File "/usr/lib64/python2.7/subprocess.py", line 168, in call
return Popen(*popenargs, **kwargs).wait()
File "/usr/lib64/python2.7/subprocess.py", line 390, in init
errread, errwrite)
File "/usr/lib64/python2.7/subprocess.py", line 1025, in _execute_child
raise child_exception
OSError: [Errno 2] No such file or directory
[ec2-user@ip-172-31-27-131 cs-suite]$
On Fedora 29 I get:
$ ./cs.py
./cs.py: line 2: from: command not found
./cs.py: line 3: from: command not found
^C./cs.py: line 6: syntax error near unexpected token `('
./cs.py: line 6: `def main():'
Without the space it works as expected:
$ ./cs.py
usage: cs.py [-h] [-aip AUDIT_IP] [-u USER_NAME] [-pem PEM_FILE] [-p] -env
{aws,gcp,azure} [-pId PROJECT_NAME]
cs.py: error: argument -env/--environment is required
A declarative, efficient, and flexible JavaScript library for building user interfaces.
๐ Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
An Open Source Machine Learning Framework for Everyone
The Web framework for perfectionists with deadlines.
A PHP framework for web artisans
Bring data to life with SVG, Canvas and HTML. ๐๐๐
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
Some thing interesting about web. New door for the world.
A server is a program made to process requests and deliver data to clients.
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
Some thing interesting about visualization, use data art
Some thing interesting about game, make everyone happy.
We are working to build community through open source technology. NB: members must have two-factor auth.
Open source projects and samples from Microsoft.
Google โค๏ธ Open Source for everyone.
Alibaba Open Source for everyone
Data-Driven Documents codes.
China tencent open source team.