Shiv Vyas
Shiv Vyas's work was selected for the XERJ Corpus Hub, the open reference memory AI coding agents search before they write code. When an agent meets the same problem, it gets this implementation back as a worked example, with the author and the repository attached.
Totals across every corpus @shivvyas2 appears in; a commit selected for two corpora counts once. Files and lines count the selected commits; each corpus indexes the whole repository at its pinned commit.
What an agent can do with the astra corpus
shivvyas2/astra: Astrology app that computes a real birth chart with the Swiss Ephemeris and has Claude interpret it. Next.js on Vercel, native SwiftUI iOS…
- Look up how astra implements anthropic, astrology, claude, with answers cited to file and line.
- Reuse a worked example: the commit “readings commit to what, when, and how sure” (10 files · TypeScript).
- Answer from astra's real TypeScript source instead of memory (Web and frontend platform).
- Where does astra handle “readings commit to what, when, and how sure”?
- How does astra implement anthropic?
- What does lib/astrology do in astra?
Search the GitHub repository shivvyas2/astra with XERJ (https://hub.xerj.org/corpus/shivvyas2--astra). 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/shivvyas2/astra astra && git -C astra checkout 7be80bf388a34d12a7beb05d4504c252af75ffda 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./astra --url http://127.0.0.1:9200 --prefix astra --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.
corpus shivvyas2--astra · Web and frontend platform
Related corpora: griptape, agentops, jkugsiya/DeviceGate, naufaldi/teacher-exam
Case study: reference coding for agents
Selected work
shivvyas2/astra
The corpus is the whole repository at the pinned commit, not only the files of the selected commit.
Not installable yet: this corpus is not in the hub registry until its licence review passes, so xerj corpus add and xerj ask cannot fetch it. It becomes installable when this card says live in the hub.
Sign in with GitHub or Hugging Face to see more: every selected commit in full (commit date, every folder, licence review state, pin) and the pack builds of each corpus.
[](https://hub.xerj.org/contributors/shivvyas2)
Included with the author's permission (email, 2026-10-22), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.