Kaung Myat San

What an agent can do with the Hirara corpus

lucasdmarshall/Hirara: Self-hosted toolkit of tools for AI agents & LLMs: web search, PDF, OCR, Office, sandboxed code execution. Python SDK + MCP, no API keys

• Look up how Hirara implements agent-toolkit, agent-tools, ai-agent, with answers cited to file and line.
• Reuse a worked example: the commit “Wire the agent essentials into the hub, SDK, compose and docs” (9 files · Python).
• Answer from Hirara's real Python source instead of memory (AI, prompts and agents).

• Where does Hirara handle “Wire the agent essentials into the hub, SDK, compose and docs”?
• How does Hirara implement agent-toolkit?
• What does hirara do in Hirara?

Search the GitHub repository lucasdmarshall/Hirara with XERJ (https://hub.xerj.org/corpus/lucasdmarshall--hirara).
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/lucasdmarshall/Hirara Hirara && git -C Hirara checkout 0a50290a328e5597954ecafaade79ca78c9fb96b
3. Start a local node and leave it running: xerj --insecure --data-dir ./xerj-data
4. xerj autoindex ./Hirara --url http://127.0.0.1:9200 --prefix hirara --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 lucasdmarshall--hirara · AI, prompts and agents
Related corpora: oxidize-pdf, dunorth595--ai-agent-memory, Ethos6/free-ocr-api, JohnCharlesFields/StockSignalForge
AI search and retrieval with XERJ · Case study: reference coding for agents