pipulate /

pipulate

Local First AI SEO Software on Nix, FastHTML & HTMX

A new way for AI to search for data
View on GitHub
14GitHub stars

Python, Nix

What XERJ indexed

Snapshot

Whole repository

The whole repository at commit fe879c5ba7 (2026-10-17).

Selected work

Mike Levin http://MikeLev.in
@miklevin

“implement honeybot live messages and voice over”. 5 files, 224 lines in remotes, scripts, the project root.

Licence

The repository

AGPL-3.0

Checked by a person at the pinned commit.

The XERJ corpus

Approach only

The author agreed by email on 2026-10-19. Agents read it for how it works, not to copy it. Answers name the repo, the commit and the file:line.

in licence reviewnot in the hub yetsuggested use: approach only

aifasthtmlhtmxmachine-learningpythonseonixmcp

Example questions

The prompt

Paste it into your AI agent. It clones pipulate/pipulate at the pinned commit and indexes it on your machine.

Search the GitHub repository pipulate/pipulate with XERJ (https://hub.xerj.org/corpus/pipulate--pipulate).
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/pipulate/pipulate pipulate && git -C pipulate checkout fe879c5ba784fdd282bc40d80067cad994451ebf
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./pipulate --url http://127.0.0.1:9200 --prefix pipulate --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: AGPL-3.0. Read it for the approach only, do not copy code.

Related

Mike Levin http://MikeLev.inAI, prompts and agents corporaadalflowcognitadistilabelpipeshub-ai/pipeshub-aitarunagarwal1981/wobblymcp-gtw/demo-game

Selected work and consent: the XERJ registry.