Field guide / sub-domain

Developer Tools: Knowledge Tooling

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Updated June 13, 2026

Current thesis

The shortest path to orientation.

This is the densest sub-area: tools that reduce friction between raw content and structured, agent-readable knowledge. URL-based tool invocation (Mintlify swaps a domain to auto-generate repo docs) reduces onboarding friction to zero. A new standardization layer has arrived: Google's Open Knowledge Format (OKF) stores information in a directory of markdown files that AI agents can query and edit programmatically — a potential replacement for Obsidian and Notion that creates living wikis with interlinking capabilities (specification at GoogleCloudPlatform/knowledge-catalog/okf/SPEC.md). Memory vault persistence using Gbrain or QMD + SQL enables agents to accumulate research findings and project learnings across development cycles., while content-to-structure pipelines proliferate — Defuddle extracts YouTube transcripts with speaker diarization, Google CodeWiki turns a repo into interactive docs plus a repo-aware chatbot, and Minutes ships as a Homebrew CLI. Knowledge management itself remains a significant pain point even for sophisticated users (1.3K likes on Obsidian folder-structure posts), and the bookmark graveyard is being solved by self-hosted AI organizers (Siftly) and local agent-readable bookmark graphs (FieldTheory's ft sync/ft viz/ft classify with no API limits). Obsidian is becoming an agent surface — Claude skills map naturally to its file-based architecture, and smart-connections + qmd MCP servers give Claude both fuzzy and precise retrieval over a knowledge graph. KB-as-agent-surface tools have matured into a category: Cabinet (open-source Paperclip + KB with heartbeats and scheduled jobs, markdown on disk), Tolaria (10K-note vault, released as a living artifact of AI coding practices), and ByteRover (unifies scattered Obsidian/wiki/markdown into a relevance-scored Claude Desktop index). "To draw" is becoming an agent primitive: Excalidraw's $0 / 110K-star whiteboard has displaced Miro Business at Google Cloud, Meta, Notion, and Obsidian; custom Claude skills auto-generate Excalidraw architecture diagrams as a workflow side-effect; and Lamina Labs / Hyperframes let agents render whiteboard-animated explainer videos via one API call or by writing HTML.

Evidence board

Claims worth carrying forward
01

Google's Open Knowledge Format (OKF) standardizes information storage in markdown files within directories, creating a structured format that [[ai-agents]] can query and edit programmatically

02

OKF enables creation of living wikis with interlinking capabilities that [[ai-agents]] can both read from and write to, potentially replacing tools like [[obsidian]] and Notion for knowledge management

03

The OKF specification is available at GoogleCloudPlatform/knowledge-catalog GitHub repo in the okf/SPEC.md file, providing technical implementation details for [[developer-tools]]

04

Marie Haynes successfully used OKF to create a searchable knowledge base for her pepper garden, demonstrating practical applications beyond enterprise use cases

05

Deploy Hermes agent on Hetzner/DigitalOcean/Hostinger VPS with Codex auth configured for GPT-5.5 fast mode (no reasoning) for optimal performance

06

Implement memory persistence using Gbrain or custom vault with QMD + SQL to store research findings and project learnings throughout development cycles

07

Use `/grill-me` skill in Hermes to systematically uncover project unknowns before starting development, saving all results to memory vault for reference

08

Install Orca IDE on MacBook and phone with Tailscale networking for seamless cross-device development environment

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