heimdall
A lightweight CPU only memory approach with ranked retrieval. Simple, yet effective
What XERJ indexed
Selected work
“cut kb_search 21.8s -> 159ms with a warm fused worker”. 8 files, 1,449 lines in bin, tests.
Licence
The repository
Checked by a person at the pinned commit.
The XERJ corpus
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
ai-agentsclaude-codeclicode-intelligencedeveloper-toolsembeddingsknowledge-basellm-tools
Example questions
- How does heimdall implement ai-agents?
- Where does heimdall handle “cut kb_search 21.8s -> 159ms with a warm fused worker”?
- What does bin do in heimdall?
The prompt
Paste it into your AI agent. It clones ArihantDeva/heimdall at the pinned commit and indexes it on your machine.
Search the GitHub repository ArihantDeva/heimdall with XERJ (https://hub.xerj.org/corpus/arihantdeva--heimdall). 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/ArihantDeva/heimdall heimdall && git -C heimdall checkout 7e38b721a7fe696b4035c3d9de9f13ba75492728 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./heimdall --url http://127.0.0.1:9200 --prefix heimdall --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
DevaAI, prompts and agents corporaxerj-blogpostsagnoaideresneiderbravo/speclawflesler/scip-cliaaronrene/overseer-kit
Selected work and consent: the XERJ registry.