// quick.install
pip install graphifyy && graphify .
✓ copied
pypi v2.1.0 · MIT · 400k+ installs
// graph.growing
1 node
∀x∃y ∇²ψ λ→∞ Ω P(H|E) ∂f/∂x Θ Ξ Χ Η
1,900+ QUEUED
persistent memory engine
digital twin of your knowledge

Any input.
One graph.
Complete recall.

The on-device knowledge graph engine for codebases and enterprise corpora. Every file, meeting, paper, and browser tab becomes a traversable node. Feed it once — it grows on every change. No rebuilds. No cloud required.

38k+ github.stars · 400k+ downloads · on-device only
// graphify.query
$ graphify query _
GRAPHIFY auth.py pipeline.go router.ts RFC-14.pdf Q3-board spec.md auth-pattern perf-issue browser slack
0// github.stars
0// total.downloads
// incremental.growth  
0// languages.parsed
0// waitlist.queue

20 languages.
Every format.

AST-level extraction across the full polyglot stack. Docs, papers, images, and meetings. One corpus, one graph.

Python TypeScript Go Rust Java C/C++ Ruby Swift Kotlin PDF Markdown Images + 8 more

AI tools forget.
Graphify decodes everything.

Turing's Bombe found patterns in noise and broke Enigma. Graphify does the same: every document, call, commit, and browser tab decoded into a persistent, traversable knowledge graph. On your machine. No cloud. No forgetting.

Build once.
Grow forever.

Unlike RAG pipelines that re-embed everything on every change, Graphify maintains a living graph. When a file changes, only affected nodes and edges update. The rest of your corpus stays intact, even at millions of files.

// day.one

Initial corpus build

Point Graphify at any directory. AST extraction, semantic analysis, Leiden clustering. Your entire codebase or document corpus becomes a traversable graph in one pass.

5 nodes · 4 edges

// week.one

Incremental updates

A file changes. Graphify detects it, re-extracts only the affected subgraph, and patches the live graph. No full rebuild. The rest of your knowledge stays connected.

+2 nodes patched in

// month.one

Enterprise-scale corpus

After weeks of continuous growth, your graph spans millions of edges across codebases, documents, and meetings. Query traversal is instant. Nothing was ever rebuilt from scratch.

enterprise corpus

// others: full rebuild on change

re-embed 500k documents... 4h 12m
rebuild vector index... 2h 8m
re-cluster communities... stale context

// graphify: incremental patch

detect changed files... 3 files
patch affected nodes only... 0.8s
graph updated. 498,752 nodes intact.

// graphify watch . — live file watcher

no LLM · AST only · free
[graphify watch] Watching ./src — press Ctrl+C to stop
[graphify watch] Debounce: 3.0s
[graphify watch] 2 file(s) changed
[graphify watch] auth.py · pipeline.go
[graphify watch] Rebuilt: 1,847 nodes, 4,203 edges
[graphify watch] graph.json + GRAPH_REPORT.md updated
[graphify watch] Watching ./src — Ctrl+C to stop
watching_

Open source to enterprise-grade

your machine graphify cloud ✕

Open Source

MIT license, free forever

$ pip install graphifyy && graphify .

AST extraction, 20 languages

Python, JS, Go, Rust, Java and more

Docs, papers & images

Markdown, PDF, HTML, MDX, vision

Interactive graph visualization

HTML export, Leiden clustering, god-nodes

38k+ stars on GitHub · 400k+ downloads

Active community & Claude Code skill

Enterprise

join waitlist for access

$ graphify enterprise --scale=unlimited --local-or-cloud

Million-file corpus support

Incremental graph, no rebuilds, no limits

Local or cloud deployment

Air-gapped on-prem or managed cloud, your choice

Team knowledge graph

Shared corpus, role-based access, merge strategies

SSO, audit logs & SLA

SOC 2 ready, 99.9% uptime, dedicated support

Three steps to your knowledge graph

01

Feed it everything

Code repos, PDFs, Markdown, research papers, images, meeting transcripts. Every artifact of your working life, continuously captured.

02

Graph is decoded

Like Turing's Bombe finding patterns in cipher text: every entity becomes a node, every relationship an edge. Leiden clustering surfaces hidden communities.

03

Query anything

"What connects this meeting to that codebase?" Answers in seconds, with sources, traversal paths, and confidence scores.

Paste code.
Watch the graph mutate.

Type or edit a function below — Graphify extracts nodes and edges in real time.

// paste_your_code

// extracted.graph

0 nodes · 0 edges

Everything you touch,
connected.

Not just meetings. Not just code. Your entire working context, captured, structured, and queryable.

Browser history

Chrome, Safari, Firefox. Every page becomes a node. Search patterns reveal what you were thinking and when.

Meetings

Automatic transcription and extraction. Decisions, action items, concepts, all connected to your wider context.

Code & AST

AST-level extraction across 20 languages. Functions, classes, call graphs. Your codebase becomes part of the graph.

Docs & papers

PDFs, Markdown, HTML, MDX. Papers you have read, specs you have written. All in the graph..

Images & diagrams

Whiteboards, screenshots, architecture diagrams. Vision extraction connects images regardless of language.

Surprising connections

Leiden clustering surfaces communities and god-nodes you didn't know existed, across months of work.

// hover to detect clusters

The nodes that hold everything together.

Graphify surfaces your highest betweenness-centrality nodes — the ones that connect the most communities. If one breaks, here is the blast radius.

// fastapi OSS repo · 3,241 nodes · 8,904 edges

01 routing/router.py
812 files
02 dependencies/__init__.py
654 files
03 types/params.py
511 files
04 exceptions.py
369 files
05 middleware/base.py
260 files

// blast radius = files that import this node, directly or transitively

New engineer. Day one.
Without vs with Graphify.

// without.graphify

3 weeks

Reading docs, pinging colleagues, grepping code, still missing context.

✕ "why was this written this way?"
✕ "who owns this module?"
✕ "what breaks if I change this?"

// with.graphify + /graphify in Claude Code

4 min

Run /graphify in Claude Code. Graph built. Ask anything.

✓ full codebase graph in one pass
✓ query decisions, not just code
✓ god-nodes show blast radius instantly

Built for everyone
who works with knowledge

If your work involves reading, writing, deciding, or advising. Your context belongs to you..

Business Leadership

founders, executives, board members

Your decisions span hundreds of conversations, reports, and board calls. By the time a strategy is revisited, the context that shaped it has scattered across emails, Notion pages, and faded memories. Graphify connects all of it into a living graph so you always know what led to what, and why.

Understand which meeting influenced a pricing change months later

Walk into board reviews with full context, not a search session

Connect team commitments across scattered documents and calls

// query.execute

"What discussions led to the Series B pricing decision?"

investor_call (Feb 12) → flagged $18/seat as SMB ceiling
sales_deck → revised to $15 four days later
browser.history → competitor pricing tab, 11× that week
cfo_email → "hold at 15 until pipeline clears"
call deck browser email decision hops:4

Recall vs relationships

Other tools find things. Graphify understands how they connect.

// capability
others
graphify
MEMORY
find_past_information()retrieve any past work by query
meeting_transcription()extract decisions and action items
CONTEXT
browser_history_aware()browser tabs become graph nodes
incremental_update()patch graph on change, no rebuild
CODE
parse_ast_20_langs()deep AST extraction across 20 languages
GRAPH INTELLIGENCE
relationship_graph()map how every item connects to every other
leiden_clustering()surface hidden communities and god-nodes
PRIVACY
runs_on_device()zero data leaves your machine
zero_cloud_training()your data never trains any model

Your graph lives on
your machine.

We do not see your data. We cannot. It never leaves your device.

Air-gapped
SOC2-ready
Zero telemetry
On-prem Neo4j/Postgres

On-device only

Runs entirely on your hardware. Nothing leaves.

No cloud

No servers, no sync, no third-party exposure.

Never trained on

Your data is yours. We never touch it.

// surprising_connection.this_week leiden.cross_cluster

The OSS is live.
Start building now.

Open-source and free forever. Drop your email for enterprise access — cloud deployment, SSO, audit logs, and million-file corpus support.

// install now

pip install graphifyy

1,900+ in enterprise queue

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