Valerii Kipkaev
Valerii Kipkaev'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 @kipkaev55 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 portato corpus
portuber/portato: SSH port-forwarding manager with a TUI: toggle local, remote and SOCKS5 tunnels from one screen. Single Go binary, background daemon…
- Look up how portato implements bubbletea, cli, devtools, with answers cited to file and line.
- Reuse a worked example: the commit “port preflight at enable time + local: 0 auto port” (8 files · Go).
- Answer from portato's real Go source instead of memory (Web and frontend platform).
- Where does portato handle “port preflight at enable time + local: 0 auto port”?
- How does portato implement bubbletea?
- What does internal/forward do in portato?
Search the GitHub repository portuber/portato with XERJ (https://hub.xerj.org/corpus/portuber--portato). 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/portuber/portato portato && git -C portato checkout b665ebdc105366cf40df97b8ad2acb977aafcac7 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./portato --url http://127.0.0.1:9200 --prefix portato --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 portuber--portato · Web and frontend platform
Related corpora: golang-jwt, goss, maxie7/logscry, tame-gg/Flavor
Case study: reference coding for agents
Selected work
portuber/portato
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/kipkaev55)
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.