Enabling Agents to Read and Write Handwritten Journals
hermjohnson · reddit · 2026-07-13
The author transformed a handwritten journal into a system that agents can read and write back to:
- Upon writing, each page is OCR'd into structured text, categorizing tasks, notes, priorities, etc.
- These structures are exposed to the agent via an MCP server, supporting direct queries by time and content.
- Furthermore, Claude can use tools to write tasks back onto the handwritten pages and sync them to Notion.
To maintain a clear boundary between actual handwriting and machine-generated text, the author emphasizes that the system only generates typed blocks and prohibits agents from altering real ink. The project joined the official MCP registry this week, and the author is seeking suggestions for safety guardrails when allowing agents to write personal notes.
More from coding & agent
- Codex helps build Valdiluce, an open-world game with climbing, gliding and gondolas — Dimillian · 2026-07-22
- HeyGen adds a media-sourcing skill for coding agents with 75k images and 10k tracks — HeyGen · 2026-07-22
- Agent search bottlenecks are now about variance, not raw latency — rohanpaul_ai · 2026-07-22
- LangSmith adds tracing for Pipecat, LiveKit, OpenAI Realtime, and Gemini Live — LangChain · 2026-07-22
- An MCP server signs every AI agent tool call into a verifiable Merkle chain — Funky_Chicken_22 · 2026-07-22
- Annotated transcript of a Claude Code team interview is now available — trq212 · 2026-07-22