AI token-cost optimizer for Claude


Graphify is an open-source AI that slashes your Claude token spend. Instead of dumping raw files into context, it answers from a compact knowledge graph of your code, docs, papers and diagrams — the same understanding at a fraction of the cost.

Move your mouse through the graph  ·  click to spawn a node  ·  press G for gravity
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Tokens saved per session
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Lower Claude API bill
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MCP servers indexed
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Curated skills
New research directory

Choose an AI coding client
with evidence

Browse source-reviewed product guides and structured comparisons for the tools changing how developers build software.

Product library

30 AI coding client guides

Compare workflow, agents, pricing, security, and delivery fit across the complete directory.

Browse all tools
Structured comparison

Cursor vs Codex

Scan aligned decision fields, official evidence, and explicit unknowns before switching your workflow.

Open comparisons
graphify ingest ./srcgraphify query "auth flow"graphify graph --export svg graphify watch --livegraphify link docs/ papers/graphify serve --mcp graphify diff HEAD~5graphify embed --model local
Pipeline

From raw repository to queryable graph

Three stages turn scattered knowledge into a structure your assistant can actually reason over.

01

Ingest everything

Parse code, markdown docs, PDFs, research papers and architecture diagrams into typed entities — functions, concepts, decisions, dependencies.

02

Build the graph

Entities are linked by calls, imports, references and semantic similarity into a single knowledge graph that stays in sync with your repo.

03

Query from your assistant

Any MCP-compatible coding assistant can traverse the graph: "what breaks if I change this?", "where is this concept implemented?"

Source-reviewed directory

Find MCP servers for real development work

Compare context options, client support, setup effort and security guardrails for every entry — no marketing pages, only reviewed sources.

  • Live graph server. Expose your knowledge graph over MCP with one command.
  • Impact analysis. Trace blast radius of a change across code and docs.
  • Multi-modal recall. Diagrams and papers answer questions alongside code.

Explore MCP servers

graphify — zsh
Skill library

Skills that plug into your assistant

Curated, versioned skills built on top of the Graphify core. Install any of them next to the base package.

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graph-navigator

Semantic jump-to-definition across code, docs and diagrams in one query.

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impact-doctor

Predict which tests, docs and services a diff touches before you commit.

📜

paper-linker

Bind research papers to the modules that implement them, with citations.

🕸️

arch-mapper

Generate always-current architecture diagrams straight from the graph.

🔐

security-lens

Walk data-flow edges to surface exposure paths and untrusted inputs.

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onboard-buddy

Auto-build guided tours of any subsystem for new teammates.

Browse the full skill library

Give your assistant a memory
of your whole codebase

One install. Every MCP-compatible client. A knowledge graph that grows with every commit.