Lab
The projects here share one idea: automate agency routine so there is time for the one thing the client actually sees – the deliverable.
Not a showcase portfolio. These systems run daily in real agency operations, from first concept through architecture to production. The Lab documents tools and workflows; open panel research, methods and data boundaries live separately under Research.
In-house · TypeScript · MCP · Cloudflare Workers · OAuth
The connector makes this data queryable via MCP directly in Claude: one plain-language question instead of a click path through reports. No plan upgrade, self-hosted, read-only.
$230 · avoided upgrade cost for 10 seats · as of August 2026
In-house · Productive API · Snapshots
Before, that meant pulling data from Productive by hand and checking it against the client budget spreadsheet. Now every client card carries one big number – live from Productive, frozen as a snapshot after the monthly close.
59 clients · 10 team members · as of August 2026
Open source · CC BY 4.0 · SKILL.md · Claude · ChatGPT
It walks the agent through the retrieval mechanic of answer engines – chunk, embed, retrieve, ground, cite – and applies it as a repeatable workflow. Two modes: create new content, or rebuild existing pages, baseline first.
Claude / ChatGPT · Agent Skill · CC BY 4.0
Open source · CC BY 4.0 · n8n · OpenRouter · Google Sheets
Every question runs three times per model to reduce the random variation of individual answers. Regex detection remains reproducible for the same input. Raw data in Google Sheets, a weekly email report, a diagnostic alert when citation rate hits zero and a dated cost comparison against Peec.ai.
$30–35 · per month · three repetitions weekly · July 2026 prices
Open source · CC BY 4.0 · n8n · OpenRouter · Google Sheets
The workflow separates the two along Simon Willison's dual LLM pattern: the model in control works strictly on enums, counters and IDs and never sees page text; the model that reads page text receives zero company data. Three code gates check without a model, every answer has to cite fact IDs – and nothing publishes itself.
$0.0035 · model calculation per page run · manual approval
Lab experiment · OKF v0.2 · Gemini 2.5 Flash · RAG
OKF is a directory of Markdown files with YAML frontmatter whose concepts link into a graph. The tool reads your bundle, shows the Concept Library, the knowledge graph with its gaps, and a RAG chat instructed to use the uploaded bundle and display the source concepts it used.
Upload → Graph → Chat · OKF v0.2 · Lab experiment
Open source · GPLv2 or later · WordPress · PHP · REST API
The engine skips headings, code and tables, adds at most one automatic link per paragraph and leaves editorial links untouched. A preview comes before insertion; afterwards, undo restores the exact previous content.
57/57 tests · local test run on 18 August 2026
Next step
Which routine eats the most hours in your agency? Write to me – time sinks like these can be eliminated.