bumblebee-cec

Transformer-free closed-corpus correlator. Ask, cite, or refuse from a frozen pack. Not a chatbot LLM

A new way for AI to search for data
View on GitHub
4GitHub stars

Python

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit 6471edb54b (2026-10-15).

Selected work

Siddarth
@Siddarthb07

“Publish the dim-640 scoreboard and Hearth path.”. 29 files, 7,207 lines in src/bumblebee, tests, the project root.

Licence

The repository

MIT

Checked by a person at the pinned commit.

The XERJ corpus

MIT, with credit

The author agreed by email on 2026-10-23. Same terms as the repository. Answers name the repo, the commit and the file:line.

in licence reviewnot in the hub yetsuggested use: adapt with attribution

abstentionmachine-learningnlppythonpytorchquestion-answeringretrieval

Example questions

The prompt

Paste it into your AI agent. It clones Siddarthb07/bumblebee-cec at the pinned commit and indexes it on your machine.

Search the GitHub repository Siddarthb07/bumblebee-cec with XERJ (https://hub.xerj.org/corpus/siddarthb07--bumblebee-cec).
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/Siddarthb07/bumblebee-cec bumblebee-cec && git -C bumblebee-cec checkout 6471edb54b17600f27a63ce9c79d85b78e61478a
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./bumblebee-cec --url http://127.0.0.1:9200 --prefix bumblebee-cec --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: MIT. Keep the copyright notice and credit the authors.

Related

Selected work and consent: the XERJ registry.