Kevin Ishimwe
Kevin Ishimwe'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 @Kevin-ishimwe 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 LeanSMILES corpus
ATOMSLab/LeanSMILES: Formalizing molecular representations in Lean
- Reuse a worked example: the commit “adding client” (19 files · JavaScript).
- Answer from LeanSMILES's real JavaScript source instead of memory (API design and specification).
- Where does LeanSMILES handle “adding client”?
- What does client do in LeanSMILES?
Search the GitHub repository ATOMSLab/LeanSMILES with XERJ (https://hub.xerj.org/corpus/atomslab--leansmiles). 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/ATOMSLab/LeanSMILES LeanSMILES && git -C LeanSMILES checkout c313442acbfa56dc653fb5138d64b1241d0066b2 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./LeanSMILES --url http://127.0.0.1:9200 --prefix leansmiles --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: Apache-2.0. Keep the copyright notice and credit the authors.
corpus atomslab--leansmiles · API design and specification
Related corpora: jfairfaxball-348/Inverse-Zero-Sum-Research, formal-applied-math/formal-mathfin
Search an OpenAPI spec from an agent · Case study: reference coding for agents
Selected work
ATOMSLab/LeanSMILES
Formalizing molecular representations in Lean
The corpus is the whole repository at the pinned commit, not only the files of the selected commit.
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/Kevin-ishimwe)
Included with the author's permission (email, 2026-10-26), under each repository's own licence, with attribution. Own more repositories? Sign in with GitHub and add them. Want something removed? Reply to the email, withdraw it on /add, or open an issue on xerj-org/xerj.