Guru Maker is a plugin for AI coding agents (Codex, Claude Code) that gives them durable, project-owned investment memory, enabling them to build and reuse research, decisions, and lessons over time.

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9

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Forks

1

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License

Apache-2.0

Last updated

2026-07-29

AI repository intelligence
FR-AI / ANALYSIS

Why it is worth attention

It solves the stateless-agent problem for investment workflows by providing a structured, reviewable memory system (Wiki, Lens, Evidence, Method, Decision) that prevents overfitting and encourages disciplined abstraction, all managed via natural language commands.

Who it is for

  • Developers using AI coding agents for investment research
  • Quantitative analysts and traders who want to augment their analysis process
  • Investment professionals seeking reproducible and auditable AI-assisted workflows
  • Platform builders integrating durable memory into agent-based tools

Use cases

  • Research a company or industry with reusable context (e.g., supply chain map cached as a Wiki) to save future effort
  • Record point-in-time investment decisions with assumptions, risks, and invalidation conditions
  • Review past decisions to separate skill from luck and distill lessons into reusable Lenses
  • Automatically maintain a project's investment knowledge base as ordinary Markdown files

Strengths

  • Memory is project-owned markdown – fully transparent, portable, and version-controllable
  • Explicit abstraction ladder (Evidence → Decision → Lens) forces disciplined generalization with counterexamples and limits
  • Works with natural language commands – no manual schema or routing needed
  • Designed for multi-asset classes (equities, crypto, FX, etc.) with a consistent memory contract

Considerations

  • Currently requires specific host agents (Codex, Claude Code) and is in early stage (v0.0.2)
  • Retrieval is limited to lexical search (no semantic search yet); some advanced features are under evaluation
  • Dependency on the host agent's capabilities for research, tools, and permissions may introduce constraints

README quick start

Quick start

Description

The memory layer for investment agents.

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