zby/llm-do

"Extend with llm, stabilise with code" - Prompts when you're exploring, Python when you're certain. Workers and tools form one function space—refactor between them.

This repository also configures its own agents. See what llm-do tells them →

21Stars on the repository
26Mods indexed here, across every type
8mo agoLast push, which is what freshness is scored on
customA LICENSE file GitHub cannot name, so bodies are not copied

connect

01

zby/llm-do

Skill Claude Code

Find connections between notes and update MOCs. Requires semantic judgment to identify genuine relationships. Use after /extract creates notes, when exploring connections, or when a topic needs synthesis. Triggers on "/connect", "/connect [note]", "find connections", "update MOCs", "connect these notes".

not rated 21 8mo ago C 62 tokens

extract

02

zby/llm-do

Skill Claude Code

Extract structured knowledge from source material. Two modes — extract (default) for comprehensive atomic claim extraction, and analyze for design proposals where one impact-analysis note replaces claim decomposition. A relevance filter ("does this change how we build our project?") applies to all modes. For extract…

not rated 21 8mo ago A 102 tokens

graph

03

zby/llm-do

Skill Claude Code

Interactive knowledge graph analysis. Routes natural language questions to graph scripts, interprets results in domain vocabulary, and suggests concrete actions. Triggers on "/graph", "/graph health", "/graph triangles", "find synthesis opportunities", "graph analysis".

not rated 21 8mo ago A 50 tokens

learn

04

zby/llm-do

Skill Claude Code

Research a topic and grow your knowledge graph. Uses Exa deep researcher, web search, or basic search to investigate topics, files results with full provenance, and chains to processing pipeline. Triggers on "/learn", "/learn [topic]", "research this", "find out about".

not rated 21 8mo ago A 59 tokens

next

05

zby/llm-do

Skill Claude Code

Surface the most valuable next action by combining task stack, queue state, inbox pressure, health, and goals. Recommends one specific action with rationale. Triggers on "/next", "what should I do", "what's next".

not rated 21 8mo ago A 50 tokens

pipeline

06

zby/llm-do

Skill Claude Code

End-to-end source processing -- seed, reduce, process all claims through reflect/revisit/review, archive. The full pipeline in one command. Triggers on "/pipeline", "/pipeline [file]", "process this end to end", "full pipeline".

not rated 21 8mo ago A 53 tokens

ralph

07

zby/llm-do

Skill Claude Code

Queue processing with fresh context per phase. Processes N tasks from the queue, spawning isolated subagents to prevent context contamination. Supports serial, parallel, batch filter, and dry run modes. Triggers on "/ralph", "/ralph N", "process queue", "run pipeline tasks".

not rated 21 8mo ago A 61 tokens

refactor

08

zby/llm-do

Skill Claude Code

Plan vault restructuring from config changes. Compares config.yaml against derivation.md, identifies dimension shifts, shows restructuring plan, executes on approval. Triggers on "/refactor", "restructure vault".

not rated 21 8mo ago A 43 tokens

remember

09

zby/llm-do

Skill Claude Code

Capture friction as methodology notes. Three modes — explicit description, contextual (review recent corrections), session mining (scan transcripts for patterns). Triggers on "/remember", "/remember [description]".

not rated 21 8mo ago A 40 tokens

rethink

10

zby/llm-do

Skill Claude Code

Challenge system assumptions against accumulated evidence. Triages observations and tensions, detects patterns, generates proposals. The scientific method applied to knowledge systems. Triggers on "/rethink", "review observations", "challenge assumptions", "what have I learned".

not rated 21 8mo ago A 51 tokens

review

11

zby/llm-do

Skill Claude Code

Combined verification — recite (description quality via cold-read prediction) + validate (schema compliance) + review (health checks). Use as a quality gate after creating notes or as periodic maintenance. Triggers on "/review", "/review [note]", "verify note quality", "check note health".

not rated 21 8mo ago A 61 tokens

revisit

12

zby/llm-do

Skill Claude Code

Update old notes with new connections. The backward pass that /connect doesn't do. Revisit existing notes that predate newer related content, add connections, sharpen claims, consider splits. Triggers on "/revisit", "/revisit [note]", "update old notes", "backward connections", "revisit notes".

not rated 21 8mo ago C 67 tokens

seed

13

zby/llm-do

Skill Claude Code

Add a source file to the processing queue. Checks for duplicates, creates archive folder, moves source from inbox, creates extract task, and updates queue. Triggers on "/seed", "/seed [file]", "queue this for processing".

not rated 21 8mo ago A 49 tokens

stats

14

zby/llm-do

Skill Claude Code

Show vault statistics and knowledge graph metrics. Provides a shareable snapshot of vault health, growth, and progress. Triggers on "/stats", "vault stats", "show metrics", "how big is my vault".

not rated 21 8mo ago A 45 tokens

tasks

15

zby/llm-do

Skill Claude Code

View and manage the task stack and processing queue. Shows pending work, active tasks, completed items, and queue state. Triggers on "/tasks", "show tasks", "what's pending", "task list", "queue status".

not rated 21 8mo ago A 49 tokens

validate

16

zby/llm-do

Skill Claude Code

Schema validation for notes. Checks against domain-specific templates. Validates required fields, enum values, description quality, and link health. Non-blocking — warns but doesn't prevent capture. Triggers on "/validate", "/validate [note]", "check schema", "validate note", "validate all".

not rated 21 8mo ago A 61 tokens

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