Shivkumar Chougala
Shivkumar Chougala'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 @ShivkumarChougala 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 MARC corpus
ShivkumarChougala/MARC: Your Mac. Within reach
- Reuse a worked example: the commit “Add provider model selection and compact AI settings” (10 files · Swift, Python).
- Answer from MARC's real Swift source instead of memory (API design and specification).
- Where does MARC handle “Add provider model selection and compact AI settings”?
- What does MARC do in MARC?
Search the GitHub repository ShivkumarChougala/MARC with XERJ (https://hub.xerj.org/corpus/shivkumarchougala--marc). 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/ShivkumarChougala/MARC MARC && git -C MARC checkout 11426fa7605fcdea6323d8bc93071df39326070b 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./MARC --url http://127.0.0.1:9200 --prefix marc --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 shivkumarchougala--marc · API design and specification
Related corpora: asyncapi-bindings, protovalidate, connect-protocol, graphql-composite-schemas-spec
Search an OpenAPI spec from an agent · Case study: reference coding for agents
Selected work
ShivkumarChougala/MARC
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/ShivkumarChougala)
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.