panoply
Slash commands and MCP servers for AI agents, written once and compiled everywhere
What XERJ indexed
Selected work
“add deterministic harness with gates, verify and blast radius”. 12 files, 1,289 lines in lib/harness, tests, bin.
Licence
The repository
Checked by a person at the pinned commit.
The XERJ corpus
The author agreed by email on 2026-10-22. Same terms as the repository. Answers name the repo, the commit and the file:line.
in licence reviewnot in the hub yetsuggested use: adapt with attribution
ai-agentsclaude-codecode-reviewcursordeveloper-toolsmcpopencodeslash-commands
Example questions
- How does panoply implement ai-agents?
- Where does panoply handle “add deterministic harness with gates, verify and blast radius”?
- What does lib/harness do in panoply?
The prompt
Paste it into your AI agent. It clones fordaaaa/panoply at the pinned commit and indexes it on your machine.
Search the GitHub repository fordaaaa/panoply with XERJ (https://hub.xerj.org/corpus/fordaaaa--panoply). 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/fordaaaa/panoply panoply && git -C panoply checkout 97abbc85599a2a7201673f6fe7054fd77d69b6cd 3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data 4. xerj autoindex ./panoply --url http://127.0.0.1:9200 --prefix panoply --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.
Related
eyedenAI, prompts and agents corporaxerj-blogpostsatoma-run--atomaagnoainz-dg/triad-plus-engineering-looptounsils/claude-code-skillsesneiderbravo/speclaw
Selected work and consent: the XERJ registry.