Kafka Ops Guide
Structured Summaries for Kafka Operations
A new package that provides reliable summaries of technical concepts related to Kafka operations, such as partition management.
Installation
pip install kafka-ops-guide
Usage
from kafka-ops-guide import kafka_ops_guide
user_input = "How to increase Kafka partitions?"
response = kafka_ops_guide(user_input=user_input)
print(response)
Input Parameters
user_input: str: The user input text to process.llm: Optional[BaseChatModel]: The langchain LLM instance to use. If not provided, the defaultChatLLM7will be used.api_key: Optional[str]: The API key for LLM7. If not provided, the default free tier API key will be used.
Custom LLMs
You can safely pass your own LLM instance based on langchain if you want to use another LLM.
For example, to use the OpenAI LLM:
from langchain_openai import ChatOpenAI
from kafka-ops-guide import kafka_ops_guide
llm = ChatOpenAI()
response = kafka_ops_guide(user_input="How to increase Kafka partitions?", llm=llm)
print(response)
Similarly, you can use the Anthropic LLM or Google GenAI LLM.
API Key and Rate Limits
The default rate limits for LLM7 free tier are sufficient for most use cases of this package. If you want higher rate limits for LLM7, you can pass your own API key via environment variable LLM7_API_KEY or via passing it directly like kafka_ops_guide(api_key="your_api_key").
You can get a free API key by registering at https://token.llm7.io/
Author and Licensing
This package is released under the MIT license. It was created by Eugene Evstafev (chigwell) and is available on GitHub at https://github.com/chigwell/kafka-ops-guide
Metadata
Release files for kafka-ops-guide 2025.12.20185738
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| kafka_ops_guide-2025.12.20185738.tar.gz | 3.6 kB | Without provenance | Details for kafka_ops_guide-2025.12.20185738.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| kafka_ops_guide-2025.12.20185738-py3-none-any.whl | Python 3 | none | any | Details for kafka_ops_guide-2025.12.20185738-py3-none-any.whl |
Total release size: 7.9 kB
Release files / kafka_ops_guide-2025.12.20185738.tar.gz
| Download URL | kafka_ops_guide-2025.12.20185738.tar.gz |
|---|---|
| Size | 3.6 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
f225a0a188274252f62296529ad21164d73594368c15695fb80d2cd2ee7cc392
|
|
BLAKE2b-256 checksum How to use checksums |
a6113024950656a6a13dd28876de3dfbdfce106c0cab7cc51aa0ef0909e2c9d5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
|
Release files / kafka_ops_guide-2025.12.20185738-py3-none-any.whl
| Download URL | kafka_ops_guide-2025.12.20185738-py3-none-any.whl |
|---|---|
| Size | 4.3 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
a65f7be1de001f0af758ed429dff42645e85edc61b5f6023c373fead7c254b0c
|
|
BLAKE2b-256 checksum How to use checksums |
0babff84ff9c0ce88fe41a86a35f8c44b189c5a75660d32b0440d5bb857cef15
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.11.11
|
Security for kafka-ops-guide 2025.12.20185738
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
No provenance found
None of the files in this release were uploaded with provenance metadata.
A note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.
To learn more about protecting yourself from malicious actors, visit our package security documentation.