The five steps
1. Capture. An expert talks. You runtake_notes. Augent transcribes, structures, and saves it to your vault with frontmatter, tags, and searchable segments. The expert writes nothing down.
2. Structure. Wikilinks connect related content automatically. search_memory makes every insight retrievable by topic or keyword. The graph builds itself.
3. Curate. Distill the best insights into instruction files: markdown with specific rules, frameworks, checklists, and decision criteria. This is where transcriptions become a process.
4. Execute. Your MCP client reads the instructions and follows them. Not guessing. Executing a documented process built from real expertise.
5. Improve. Feed it more expert content. Each take_notes call makes the workflow sharper. The knowledge compounds.
What this replaces
This is what platforms like Manus promise, except:- Runs locally. No data leaves your machine.
- Knowledge is yours. Plain markdown. Not locked in a platform.
- Instructions from real experts. Not generic training data.
- Fully inspectable. Edit, version, audit every instruction file.
- One-command execution. Save working pipelines as Claude Code slash commands.
Examples
Detailed walkthroughs on the examples page.| Workflow | What it does |
|---|---|
| Research | Ingests expert talks, writes weekly briefings, flags contradictions |
| Content | Learns your voice from past work, drafts in your style |
| Scriptwriting | Applies expert craft rules to dialogue, pacing, structure |
| Copywriting | Follows proven conversion frameworks for landing pages and ads |
| Operations | Runs recurring processes exactly how your best operator documented them |
Get started
Build Your First Workflow
Step-by-step: zero to working agentic workflow in 30 minutes.
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Agent Pipelines
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Examples
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