Ymsniper
Ymsniper'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 @Ymsniper 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 umbra corpus
Ymsniper/umbra: External read-only game overlay for Linux. Derived offsets, composed skeletons, optional kernel module for ptrace-independent memory reads…
- Look up how umbra implements cpp, kernel-module, linux, with answers cited to file and line.
- Reuse a worked example: the commit “Run the game's own instructions to reach the object array, and bump t…” (7 files · C++).
- Answer from umbra's real C++ source instead of memory (API design and specification).
- How does umbra implement cpp?
- What does src do in umbra?
Search the GitHub repository Ymsniper/umbra with XERJ (https://hub.xerj.org/corpus/ymsniper--umbra). 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/Ymsniper/umbra umbra && git -C umbra checkout 837e280d2bb153c3a2e2a6b238a3738677a5cd5a 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./umbra --url http://127.0.0.1:9200 --prefix umbra --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: GPL-2.0. Read it for the approach only, do not copy code.
corpus ymsniper--umbra · API design and specification
Related corpora: cereal, datasketches-cpp, Quchaosheng/embodied-agent-runtime, jmuehlig/perf-cpp
Search an OpenAPI spec from an agent · Case study: reference coding for agents
Selected work
Ymsniper/umbra
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.
Their repositories are also pinned in: exploit-pocs-2025.
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/Ymsniper)
Included with the author's permission (email, 2026-10-19), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.