Wikievolve — AI skill for Claude Code
Karpathy-inspired LLM wiki and Google WikiSkill implementation for grounded agent memory, persistent knowledge and evaluation-gated self-improving Agent Skills.
How to install Wikievolve
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open LeonardSEO/wikievolve and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Wikievolve does
Karpathy-inspired LLM wiki and Google WikiSkill implementation for grounded agent memory, persistent knowledge and evaluation-gated self-improving Agent Skills.
Alternatives in AI
- WeKnora — Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, an 26.9k ★
- Llmwiki — Open Source Implementation of Karpathy's LLM Wiki 1.5k ★
- LLM Wiki Skill — 基于 Karpathy llm-wiki 方法论的个人知识库构建 Skill，支持多平台 1.1k ★
README
WikiEvolve
**The missing knowledge layer for self-improving AI agents.**
[](https://github.com/LeonardSEO/wikievolve/actions/workflows/ci.yml) [](LICENSE) [](https://nodejs.org/) [](https://agentskills.io/)
WikiEvolve is a local-first memory and skill-evolution system for AI coding agents. It turns raw evidence into a grounded knowledge wiki, then uses execution traces to propose, evaluate, and safely roll back improvements to Agent Skills.
**Grounded memory. Measured learning. Reversible change.**
[Install](#install-as-agent-skills) · [Quick start](#five-minute-knowledge-wiki) · [How it works](#why-two-skills) · [Security](docs/security.md) · [Research foundations](#research-foundations)
WikiEvolve combines two independently installable skills:
- Knowledge Wiki turns documents, notes, research, and conversations into a compact Markdown wiki with immutable evidence and verifiable provenance.
- Evolve Agent Skills turns repeated successes and failures into one atomic skill proposal, evaluates it against a baseline, and restores the baseline when it does not improve.
Everything is local and inspectable. The CLIs use only the Node.js standard library. There is no hosted service, model lock-in, shell installer, postinstall hook, or hidden network request.
What makes WikiEvolve different?
| Capability | Notes or prompt memory | Uncontrolled self-editing | WikiEvolve |
|---|---|---|---|
| Raw evidence with SHA-256 provenance | Rarely | Sometimes | Yes |
| Durable, source-grounded wiki | Partial | Partial | Yes |
| Learns from successes and failures | No | Yes | Yes |
| One atomic change per evaluation | No | Rarely | Yes |
Related Skills
Karpathy LLM Wiki Stack
A comprehensive, build-ready reference for constructing a high-performance personal knowledge system using Obs
LLM Wiki Skills
Turn your markdown vault into a compounding knowledge wiki (Karpathy inspired). Six agent skills - knowledge g
LLM Wiki Claude Skill
Karpathy-style LLM Wiki as a Claude Code skill — persistent markdown knowledge base with ingest/query/lint/com
Claude Wiki
🧠 Persistent knowledge base skill for Claude Code. Gives your AI assistant memory across sessions. Based on A
Zenwiki
An implementation of Karpathy's LLM wiki idea — raw sources → agent-compiled wiki → Ask AI
Labs Wiki
🧠 LLM-powered personal wiki — Karpathy pattern implementation with Claude Code skills, incremental compilatio
Related Agents
Second Brain Curator
Maintains the user's Obsidian "second brain" vault (Karpathy LLM-Wiki pattern) and its ingest pipeline — runs/
Auditor Agent
Self-improving auditor. Reads persona evaluation traces and proposes bounded, evidence-driven optimizations to
Wikiskill Inference
Solves one WikiSkill task using only the skill instructions it is given directly in its prompt — no wiki acces
