AquaSentiel

A real-time water intelligence platform for flood-risk monitoring, flow-anomaly detection, water-supply forecasting and heat-driven demand estimation. Built with Python, ESP32 simulation, AWS IoT Core, Lambda, DynamoDB and geospatial visualization

A new way for AI to search for data
View on GitHub
1GitHub stars
5commits on claude/busy-meitner-fj33r8
0forks

Python 70.9%, JavaScript 22%, CSS 5.2%, HTML 0.7% · created 2026-10-11 · last push 2026-10-11

What XERJ indexed

Snapshot

64 files · 625.4 KB

The whole repository at commit ba9e98279c. It is the newest commit on claude/busy-meitner-fj33r8.

Selected work

Akshat-Sarkar
@akshatinnovate-png

Licence

The repository

NONE

LICENSE file checked at the pinned commit; the author agreed to inclusion.

The XERJ corpus

NONE, with credit

The owner added it on hub.xerj.org after signing in with GitHub, on 2026-10-29. Same terms as the repository. Answers name the repo, the commit and the file:line.

selected for the XERJ Corpus Hublicence clearedsuggested use: adapt with attribution

aws-cliaws-cloudformationaws-dynamodbaws-dynamodb-enhanced-v2aws-lambdaiot-awsmqttpython

Example questions

The prompt

Paste it into your AI agent. It clones akshatinnovate-png/AquaSentiel at the pinned commit and indexes it on your machine.

Search the GitHub repository akshatinnovate-png/AquaSentiel with XERJ (https://hub.xerj.org/corpus/akshatinnovate-png--aquasentiel).
Run these in a shell, in order, and check each result before the next:
1. xerj --help  (success: it prints usage). If xerj is missing: curl -fsSL https://xerj.org/get | sh
2. git clone https://github.com/akshatinnovate-png/AquaSentiel AquaSentiel && git -C AquaSentiel checkout ba9e98279cefbab11ab1b7ef6691ca466209fff4
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./AquaSentiel --url http://127.0.0.1:9200 --prefix aquasentiel --progress plain
5. xerj autoindex map --url http://127.0.0.1:9200
Then answer my question from the indexed files and cite the ax_path of every hit. Query syntax: https://xerj.org/llms.txt
Licence: check the LICENSE file. Keep the copyright notice and credit the authors.

Related

Stats: GitHub API, fetched 2026-10-29. Snapshot: the git tree at the pinned commit. Selected work and consent: the XERJ registry.