AI coding tools need context. Sometimes that context is a grep result. Sometimes it is a vector database. Sometimes it is a graph of functions, files, calls, docs, and relationships.

This page maps the tools covered here that help turn code and documents into something an agent can query.

The Short Version

Tool Best For What It Is Not
Graphify Building a codebase knowledge graph for coding agents A hosted database product
ChromaDB Local vector storage for embeddings and RAG experiments A code-structure graph by itself
Vector Admin Inspecting and managing vector databases from a UI An embedding model or retrieval pipeline

Graphify

Graphify is the most agent-specific tool in this group.

Use Graphify when you want:

  • a queryable graph of a repository
  • code relationships beyond plain text search
  • local CLI extraction
  • exports for inspecting call flows
  • an assistant skill/context layer

The practical mental model: Graphify builds a map for agents. It can use embeddings in broader workflows, but the core value is the graph/context layer around code and project files.

Useful links:

ChromaDB

ChromaDB is a vector database for embedding-based retrieval.

Use ChromaDB when you want:

  • a local vector store
  • semantic search over embedded chunks
  • a backend for RAG experiments
  • a self-hostable service for local AI apps

The practical mental model: ChromaDB stores vectors. You still need to decide what to chunk, which embedding model to use, and how retrieval results should be fed into your app or agent.

Useful link:

Vector Admin

Vector Admin is a management UI for vector databases.

Use Vector Admin when you want:

  • a browser UI to inspect vector database contents
  • a way to manage local vector DB experiments
  • a companion tool for ChromaDB and other vector stores

The practical mental model: Vector Admin helps you see and manage what is inside vector databases. It does not replace the database, embedding model, or application logic.

Useful link:

Choosing One

If You Need… Start With
Code relationship context for an agent Graphify
Semantic document retrieval ChromaDB
A UI for vector DB inspection Vector Admin
A full coding agent Agentic CLI Tools
A workflow/control plane around agents AI Agent Orchestration