Guillaume Marty
Guillaume Marty '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 @LemonCondor 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 github-security-researcher corpus
LemonCondor/github-security-researcher: Policy-gated toolkit for security and bug research on public open source code. LLM analysis alone cannot produce CONFIRMED
- Look up how github-security-researcher implements bug-hunting, golang, llm, with answers cited to file and line.
- Reuse a worked example: the commit “Add agentic logic-bug hunting (gsr hunt): Python/Go/JS, deterministic…” (19 files · Python).
- Answer from github-security-researcher's real Python source instead of memory (Security and vulnerabilities).
- How does github-security-researcher implement bug-hunting?
- What does src/github_security do in github-security-researcher?
Search the GitHub repository LemonCondor/github-security-researcher with XERJ (https://hub.xerj.org/corpus/lemoncondor--github-security-researcher). 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/LemonCondor/github-security-researcher github-security-researcher && git -C github-security-researcher checkout 5b97ab5b23fa83f739f98f9748faf9265a57058e 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./github-security-researcher --url http://127.0.0.1:9200 --prefix github-security-research --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 lemoncondor--github-security-researcher · Security and vulnerabilities
Related corpora: gosec-rules, garak, Nephilex/nephilex, Actenon/actenon-scan
Code security audit with XERJ · Case study: reference coding for agents
Selected work
LemonCondor/github-security-researcher
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/LemonCondor)
Included with the author's permission (email, 2026-10-31), 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.