[{"@context":"https://schema.org","@type":"Organization","@id":"https://graphify.com/#organization","name":"Graphify Labs","alternateName":"Graphify","url":"https://graphify.com","logo":"https://graphify.com/icon.png","foundingDate":"2026","founder":{"@type":"Person","name":"Safi Shamsi","sameAs":["https://github.com/safishamsi","https://x.com/safishamsii","https://www.linkedin.com/in/safi-shamsi","https://www.wikidata.org/wiki/Q141604158"]},"funder":{"@type":"Organization","name":"Y Combinator","url":"https://www.ycombinator.com"},"sameAs":["https://github.com/Graphify-Labs","https://pypi.org/project/graphifyy/","https://x.com/graphify","https://www.linkedin.com/company/graphify-labs/","https://discord.gg/graphify","https://www.youtube.com/@graphifylabs","https://www.wikidata.org/wiki/Q141604132","https://www.ycombinator.com/companies/graphify-labs"]},{"@context":"https://schema.org","@type":"WebSite","@id":"https://graphify.com/#website","name":"Graphify","url":"https://graphify.com","publisher":{"@id":"https://graphify.com/#organization"}},{"@context":"https://schema.org","@type":"SoftwareApplication","@id":"https://graphify.com/#software","name":"Graphify","alternateName":"graphifyy","url":"https://graphify.com","applicationCategory":"DeveloperApplication","operatingSystem":"macOS, Linux, Windows","license":"https://opensource.org/license/apache-2-0/","description":"Shared understanding of your codebase for agents and developers. Use the hosted product at app.graphify.com, or run the open-source engine on your own machine. PyPI: graphifyy.","offers":[{"@type":"Offer","name":"Free","description":"for one developer · no card required","price":"0","priceCurrency":"USD","url":"https://graphify.com/pricing"},{"@type":"Offer","name":"Pro","description":"per month, one developer","price":"15.00","priceCurrency":"USD","url":"https://graphify.com/pricing","priceSpecification":{"@type":"UnitPriceSpecification","price":"15.00","priceCurrency":"USD","billingDuration":"P1M","unitText":"per month, billed monthly"}},{"@type":"Offer","name":"Teams","description":"per seat, min 2 · for the first 100 teams, then $40","price":"29.00","priceCurrency":"USD","url":"https://graphify.com/pricing","priceSpecification":{"@type":"UnitPriceSpecification","price":"29.00","priceCurrency":"USD","billingDuration":"P1M","unitText":"per seat per month, billed monthly"}}],"downloadUrl":"https://pypi.org/project/graphifyy/","softwareVersion":"v0.9.102","publisher":{"@id":"https://graphify.com/#organization"},"sameAs":["https://github.com/Graphify-Labs/graphify","https://pypi.org/project/graphifyy/","https://www.wikidata.org/wiki/Q141604074"],"featureList":["On-device tree-sitter parsing across ~40 languages","A shared map of your codebase that agents and developers use over MCP or the CLI","Confidence-tagged edges: EXTRACTED, INFERRED, or AMBIGUOUS","Works in 20+ AI coding assistants","Open-source engine: no telemetry; code is parsed on your machine","Apache 2.0 licensed and free"]},{"@context":"https://schema.org","@type":"SoftwareSourceCode","@id":"https://graphify.com/#source","name":"graphify","codeRepository":"https://github.com/Graphify-Labs/graphify","programmingLanguage":"Python","license":"https://opensource.org/license/apache-2-0/","targetProduct":{"@id":"https://graphify.com/#software"},"publisher":{"@id":"https://graphify.com/#organization"}}]
{"@context":"https://schema.org","@type":"ItemList","@id":"https://graphify.com/#latest-posts","name":"Latest posts from the Graphify blog","itemListOrder":"https://schema.org/ItemListUnordered","numberOfItems":4,"itemListElement":[{"@type":"ListItem","position":1,"item":{"@type":"BlogPosting","@id":"https://graphify.com/blog/graphify-octoverse-2026#article","url":"https://graphify.com/blog/graphify-octoverse-2026","headline":"Graphify made it to GitHub's Octoverse 2026","description":"GitHub's Octoverse 2026 lists Graphify among the most-engaged open source repositories on GitHub this year. Thank you to everyone.","datePublished":"2026-10-29T00:00:00.000Z","author":[{"@type":"Person","name":"Syed Fahad","url":"https://graphify.com/blog/authors/fahad"}],"image":"https://graphify.com/images/blog/graphify-octoverse-2026/thumb.png"}},{"@type":"ListItem","position":2,"item":{"@type":"BlogPosting","@id":"https://graphify.com/blog/mcp-server-discovery#article","url":"https://graphify.com/blog/mcp-server-discovery","headline":"MCP server discovery: Graphify now has a server card","description":"Graphify now supports MCP server discovery: a public server card and AI Catalog let clients find and set up its remote MCP server from the domain alone.","datePublished":"2026-11-04T00:00:00.000Z","author":[{"@type":"Person","name":"Syed Fahad","url":"https://graphify.com/blog/authors/fahad"}],"image":"https://graphify.com/images/blog/mcp-server-discovery/thumb.png"}},{"@type":"ListItem","position":3,"item":{"@type":"BlogPosting","@id":"https://graphify.com/blog/graphify-joins-nvidia-inception#article","url":"https://graphify.com/blog/graphify-joins-nvidia-inception","headline":"Graphify accepted into NVIDIA Inception: what it means","description":"Graphify Labs was accepted into NVIDIA Inception, NVIDIA's free program for AI startups. Here's what changes for you and what we're building next.","datePublished":"2026-11-02T00:00:00.000Z","author":[{"@type":"Person","name":"Syed Fahad","url":"https://graphify.com/blog/authors/fahad"}],"image":"https://graphify.com/images/blog/graphify-joins-nvidia-inception/thumb.png"}},{"@type":"ListItem","position":4,"item":{"@type":"BlogPosting","@id":"https://graphify.com/blog/reduce-claude-code-token-usage#article","url":"https://graphify.com/blog/reduce-claude-code-token-usage","headline":"Reduce Claude Code token usage: what actually works","description":"How to reduce Claude Code token usage: see where tokens go (context, CLAUDE.md, MCP tools, file reads), which fixes cut them, and where a code graph fits.","datePublished":"2026-10-29T00:00:00.000Z","author":[{"@type":"Person","name":"Syed Fahad","url":"https://graphify.com/blog/authors/fahad"}],"image":"https://graphify.com/images/blog/reduce-claude-code-token-usage/thumb.png"}}]}
| Skip to content | https://graphify.com#main-content |
| https://graphify.com/ |
| Enterprise | https://graphify.com/enterprise |
| Pricing | https://graphify.com/pricing |
| 142.5k | https://github.com/Graphify-Labs/graphify |
| Log in | https://app.graphify.com/login |
| Get started | https://graphify.com/signup |
| Try for free | https://graphify.com/signup |
| Request a demo | https://graphify.com/enterprise |
| ChatGPT | https://chatgpt.com/?q=Help%20me%20connect%20Graphify%20(https%3A%2F%2Fgraphify.com)%20to%20this%20assistant%20so%20you%20can%20answer%20questions%20using%20my%20codebase's%20knowledge%20graph.%0A%0ARead%20the%20current%20setup%20guide%20at%20https%3A%2F%2Fdocs.graphify.com%2Fintegrations%2Fcloud%20first.%20Use%20the%20instructions%20for%20this%20client%20and%20preserve%20any%20existing%20MCP%20servers%20or%20configuration.%0A%0AFor%20Graphify%20Cloud%2C%20the%20Streamable%20HTTP%20MCP%20endpoint%20is%20https%3A%2F%2Fapi.graphify.com%2Fmcp.%20Guide%20me%20through%20adding%20Graphify%20and%20completing%20its%20OAuth%20sign-in.%20I%20need%20a%20Graphify%20account%2C%20access%20to%20a%20workspace%2C%20and%20an%20indexed%20repository%3B%20if%20those%20are%20missing%2C%20help%20me%20get%20started%20at%20https%3A%2F%2Fapp.graphify.com.%20Let%20me%20complete%20sign-in%20and%20authorization%20myself.%0A%0AIf%20this%20client%20cannot%20configure%20a%20connection%20directly%2C%20show%20me%20the%20manual%20steps%20and%20any%20plan%20or%20workspace-admin%20requirements.%20If%20I%20want%20a%20local%20graph%20instead%2C%20follow%20https%3A%2F%2Fdocs.graphify.com%2Fmcp%2Foverview.%20Do%20not%20claim%20the%20connection%20succeeded%20until%20it%20has%20been%20verified.%0A%0AAfter%20connecting%2C%20list%20my%20available%20workspaces%20and%20indexed%20repositories%2C%20ask%20which%20repository%20to%20use%2C%20and%20answer%20one%20architecture%20question%20using%20graph%20evidence%20and%20source%20locations. |
| Claude | https://claude.ai/new?q=Help%20me%20connect%20Graphify%20(https%3A%2F%2Fgraphify.com)%20to%20this%20assistant%20so%20you%20can%20answer%20questions%20using%20my%20codebase's%20knowledge%20graph.%0A%0ARead%20the%20current%20setup%20guide%20at%20https%3A%2F%2Fdocs.graphify.com%2Fintegrations%2Fcloud%20first.%20Use%20the%20instructions%20for%20this%20client%20and%20preserve%20any%20existing%20MCP%20servers%20or%20configuration.%0A%0AFor%20Graphify%20Cloud%2C%20the%20Streamable%20HTTP%20MCP%20endpoint%20is%20https%3A%2F%2Fapi.graphify.com%2Fmcp.%20Guide%20me%20through%20adding%20Graphify%20and%20completing%20its%20OAuth%20sign-in.%20I%20need%20a%20Graphify%20account%2C%20access%20to%20a%20workspace%2C%20and%20an%20indexed%20repository%3B%20if%20those%20are%20missing%2C%20help%20me%20get%20started%20at%20https%3A%2F%2Fapp.graphify.com.%20Let%20me%20complete%20sign-in%20and%20authorization%20myself.%0A%0AIf%20this%20client%20cannot%20configure%20a%20connection%20directly%2C%20show%20me%20the%20manual%20steps%20and%20any%20plan%20or%20workspace-admin%20requirements.%20If%20I%20want%20a%20local%20graph%20instead%2C%20follow%20https%3A%2F%2Fdocs.graphify.com%2Fmcp%2Foverview.%20Do%20not%20claim%20the%20connection%20succeeded%20until%20it%20has%20been%20verified.%0A%0AAfter%20connecting%2C%20list%20my%20available%20workspaces%20and%20indexed%20repositories%2C%20ask%20which%20repository%20to%20use%2C%20and%20answer%20one%20architecture%20question%20using%20graph%20evidence%20and%20source%20locations. |
| Cursor | cursor://anysphere.cursor-deeplink/mcp/install?name=graphify&config=eyJ1cmwiOiJodHRwczovL2FwaS5ncmFwaGlmeS5jb20vbWNwIn0= |
| VS Code | vscode:mcp/install?%7B%22name%22%3A%22graphify%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fapi.graphify.com%2Fmcp%22%7D |
| MCP | https://docs.graphify.com/integrations/cloud |
| +17 more | https://docs.graphify.com/integrations/cloud |
| Read the docs | https://docs.graphify.com |
| See full comparison | https://graphify.com/vs |
| Try for free | https://graphify.com/signup |
| Request a demo | https://graphify.com/enterprise |
| How we think about security | https://graphify.com/security |
| Apache 2.0 | https://github.com/Graphify-Labs/graphify |
| SOC 2 Type IIAudit in progress | https://trust.graphify.com |
| 79× fewer tokensAfter a weekend of using it on MemMachine, I’m not going back. We’re seeing 79x token reductions, and zero vector database needed.Steve Scargall, MemVergeSenior Product Manager & Software Architect | https://stevescargall.com/blog/2026/05/graphify--memmachine-79-token-reduction-zero-vector-database/ |
| Less re-readingInstead of Claude Code re-reading every file, it queries the graph — which is persistent across sessions and costs a fraction of the tokens.lucasrosatiSetup guide for Claude Code, Obsidian and Graphify | https://github.com/lucasrosati/claude-code-memory-setup |
| Rootly integrationThe data already lives in Rootly. The graph makes the structure visible.Sylvain Kalache, RootlyHead of AI Labs · on Rootly’s own Graphify plugin | https://rootly.com/blog/turning-your-incident-data-into-a-knowledge-graph |
| Fewer blind searchesInstead of Claude blindly searching through files, Graphify helps it understand relationships, dependencies and affected areas first. Less blind searching. Better context. Smarter implementation.Audran Yematha@WolfhardsA | https://x.com/WolfhardsA/status/2090546467794825361 |
| A second brain for codeIt takes the best of the wiki index and graphs, but helps you more with code without leaving any document or md file behind — it eats everything and still works like a 2nd brain.TheSaid@sineidesis | https://x.com/sineidesis/status/2090886662830051564 |
| 79× fewer tokensAfter a weekend of using it on MemMachine, I’m not going back. We’re seeing 79x token reductions, and zero vector database needed.Steve Scargall, MemVergeSenior Product Manager & Software Architect | https://stevescargall.com/blog/2026/05/graphify--memmachine-79-token-reduction-zero-vector-database/ |
| Less re-readingInstead of Claude Code re-reading every file, it queries the graph — which is persistent across sessions and costs a fraction of the tokens.lucasrosatiSetup guide for Claude Code, Obsidian and Graphify | https://github.com/lucasrosati/claude-code-memory-setup |
| Rootly integrationThe data already lives in Rootly. The graph makes the structure visible.Sylvain Kalache, RootlyHead of AI Labs · on Rootly’s own Graphify plugin | https://rootly.com/blog/turning-your-incident-data-into-a-knowledge-graph |
| Fewer blind searchesInstead of Claude blindly searching through files, Graphify helps it understand relationships, dependencies and affected areas first. Less blind searching. Better context. Smarter implementation.Audran Yematha@WolfhardsA | https://x.com/WolfhardsA/status/2090546467794825361 |
| A second brain for codeIt takes the best of the wiki index and graphs, but helps you more with code without leaving any document or md file behind — it eats everything and still works like a 2nd brain.TheSaid@sineidesis | https://x.com/sineidesis/status/2090886662830051564 |
| Product | https://graphify.com/blog/categories/product |
| Graphify made it to GitHub's Octoverse 2026 | https://graphify.com/blog/graphify-octoverse-2026 |
| Product | https://graphify.com/blog/categories/product |
| MCP server discovery: Graphify now has a server card | https://graphify.com/blog/mcp-server-discovery |
| Product | https://graphify.com/blog/categories/product |
| Graphify accepted into NVIDIA Inception: what it means | https://graphify.com/blog/graphify-joins-nvidia-inception |
| Guides | https://graphify.com/blog/categories/guides |
| Reduce Claude Code token usage: what actually works | https://graphify.com/blog/reduce-claude-code-token-usage |
| View all posts → | https://graphify.com/blog |
| Changelog | https://docs.graphify.com/changelog/highlights |
| Nov 3, 2026Find Graphify with an MCP server card | https://docs.graphify.com/changelog/platform#2026-11-03 |
| Nov 1, 2026MCP sign-in works for more agents | https://docs.graphify.com/changelog/platform#2026-11-01 |
| Nov 1, 2026See how your agent uses Graphify on Billing | https://docs.graphify.com/changelog/console#2026-11-01 |
| Oct 29, 2026Reconnect GitLab when access is revoked | https://docs.graphify.com/changelog/platform#2026-10-29 |
| Try for free | https://graphify.com/signup |
| https://graphify.com/ |
| https://www.linkedin.com/company/graphify-labs/ |
| https://x.com/graphify |
| https://github.com/Graphify-Labs/graphify |
| https://graphify.com/discord |
| https://www.youtube.com/@graphifylabs |
| SOC 2 Type IIAudit in progress | https://trust.graphify.com |
| Overview | https://graphify.com/ |
| Solutions | https://graphify.com/solutions |
| Graph vs RAG | https://graphify.com/vs/rag |
| vs Vector DBs | https://graphify.com/vs/vector-databases |
| Comparisons | https://graphify.com/vs |
| Integrations | https://graphify.com/integrations |
| Formal verification | https://graphify.com/formal-verification |
| Enterprise | https://graphify.com/enterprise |
| Pricing | https://graphify.com/pricing |
| Changelog | https://graphify.com/changelog |
| Docs | https://docs.graphify.com |
| Install | https://docs.graphify.com/installation |
| Tutorial | https://docs.graphify.com/guides/first-graph |
| CLI reference | https://docs.graphify.com/reference/overview |
| MCP Server | https://graphify.com/mcp |
| GitHub | https://github.com/Graphify-Labs/graphify |
| Contribute | https://graphify.com/contribute |
| GraphGuild | https://graphify.com/graphguild |
| RSS | https://graphify.com/blog/feed.xml |
| What is Graphify | https://graphify.com/what-is-graphify |
| Concepts | https://graphify.com/concepts |
| Use Cases | https://graphify.com/use-cases |
| Languages | https://graphify.com/languages |
| Glossary | https://graphify.com/glossary |
| For Startups | https://graphify.com/startups |
| For YC Companies | https://graphify.com/yc |
| In the wild | https://graphify.com/in-the-wild |
| The Memory Layer | https://graphify.com/books |
| About | https://graphify.com/about |
| FAQ | https://graphify.com/faq |
| Blog | https://graphify.com/blog |
| Brand | https://graphify.com/brand |
| Careers | https://graphify.com/careers |
| Customers | https://graphify.com/customers |
| Contact | https://graphify.com/contact |
| Report a Bug | https://graphify.com/report-bug |
| Security | https://graphify.com/security |
| Trust Center | https://trust.graphify.com |
| Official site check | https://graphify.com/graphify-net-vs-graphify-com |
| Privacy | https://graphify.com/privacy |
| Terms | https://graphify.com/terms |
| Plugin Licenses | https://graphify.com/legal/plugins |
| Event Terms | https://graphify.com/event-terms-and-conditions |
| Sub-processors | https://graphify.com/subprocessors |
| Code of Conduct | https://graphify.com/coc |
| ChatGPT | https://chatgpt.com/?q=Read%20https%3A%2F%2Fgraphify.com%2Fllms-full.txt%20and%20answer%20from%20it%20(fetch%20the%20page%20if%20you%20can%3B%20every%20page%20also%20has%20a%20.md%20version).%20Answer%20about%20Graphify%20by%20Graphify%20Labs%20at%20graphify.com%20specifically%2C%20not%20other%20tools%20with%20similar%20names.%0A%0AHow%20does%20Graphify%20give%20agents%20and%20developers%20a%20shared%20understanding%20of%20the%20codebase%2C%20turning%20huge%20monorepos%20and%20scattered%20business%20context%20into%20deep%2C%20shared%20knowledge%20that%20helps%20teams%20make%20safer%20changes%2C%20use%20AI%20efficiently%2C%20and%20avoid%20constantly%20relearning%20the%20codebase%3F%0A%0AAnswer%20in%20under%20150%20words%20and%20cite%20the%20source.%20If%20you%20cannot%20access%20it%2C%20say%20so. |
| Claude | https://claude.ai/new?q=Read%20https%3A%2F%2Fgraphify.com%2Fllms-full.txt%20and%20answer%20from%20it%20(fetch%20the%20page%20if%20you%20can%3B%20every%20page%20also%20has%20a%20.md%20version).%20Answer%20about%20Graphify%20by%20Graphify%20Labs%20at%20graphify.com%20specifically%2C%20not%20other%20tools%20with%20similar%20names.%0A%0AHow%20does%20Graphify%20give%20agents%20and%20developers%20a%20shared%20understanding%20of%20the%20codebase%2C%20turning%20huge%20monorepos%20and%20scattered%20business%20context%20into%20deep%2C%20shared%20knowledge%20that%20helps%20teams%20make%20safer%20changes%2C%20use%20AI%20efficiently%2C%20and%20avoid%20constantly%20relearning%20the%20codebase%3F%0A%0AAnswer%20in%20under%20150%20words%20and%20cite%20the%20source.%20If%20you%20cannot%20access%20it%2C%20say%20so. |
| Perplexity | https://www.perplexity.ai/search?q=Read%20https%3A%2F%2Fgraphify.com%2Fllms-full.txt%20and%20answer%20from%20it%20(fetch%20the%20page%20if%20you%20can%3B%20every%20page%20also%20has%20a%20.md%20version).%20Answer%20about%20Graphify%20by%20Graphify%20Labs%20at%20graphify.com%20specifically%2C%20not%20other%20tools%20with%20similar%20names.%0A%0AHow%20does%20Graphify%20give%20agents%20and%20developers%20a%20shared%20understanding%20of%20the%20codebase%2C%20turning%20huge%20monorepos%20and%20scattered%20business%20context%20into%20deep%2C%20shared%20knowledge%20that%20helps%20teams%20make%20safer%20changes%2C%20use%20AI%20efficiently%2C%20and%20avoid%20constantly%20relearning%20the%20codebase%3F%0A%0AAnswer%20in%20under%20150%20words%20and%20cite%20the%20source.%20If%20you%20cannot%20access%20it%2C%20say%20so. |
| Google AI | https://www.google.com/search?udm=50&q=Read%20https%3A%2F%2Fgraphify.com%2Fllms-full.txt%20and%20answer%20from%20it%20(fetch%20the%20page%20if%20you%20can%3B%20every%20page%20also%20has%20a%20.md%20version).%20Answer%20about%20Graphify%20by%20Graphify%20Labs%20at%20graphify.com%20specifically%2C%20not%20other%20tools%20with%20similar%20names.%0A%0AHow%20does%20Graphify%20give%20agents%20and%20developers%20a%20shared%20understanding%20of%20the%20codebase%2C%20turning%20huge%20monorepos%20and%20scattered%20business%20context%20into%20deep%2C%20shared%20knowledge%20that%20helps%20teams%20make%20safer%20changes%2C%20use%20AI%20efficiently%2C%20and%20avoid%20constantly%20relearning%20the%20codebase%3F%0A%0AAnswer%20in%20under%20150%20words%20and%20cite%20the%20source.%20If%20you%20cannot%20access%20it%2C%20say%20so. |
| Grok | https://grok.com/?q=Read%20https%3A%2F%2Fgraphify.com%2Fllms-full.txt%20and%20answer%20from%20it%20(fetch%20the%20page%20if%20you%20can%3B%20every%20page%20also%20has%20a%20.md%20version).%20Answer%20about%20Graphify%20by%20Graphify%20Labs%20at%20graphify.com%20specifically%2C%20not%20other%20tools%20with%20similar%20names.%0A%0AHow%20does%20Graphify%20give%20agents%20and%20developers%20a%20shared%20understanding%20of%20the%20codebase%2C%20turning%20huge%20monorepos%20and%20scattered%20business%20context%20into%20deep%2C%20shared%20knowledge%20that%20helps%20teams%20make%20safer%20changes%2C%20use%20AI%20efficiently%2C%20and%20avoid%20constantly%20relearning%20the%20codebase%3F%0A%0AAnswer%20in%20under%20150%20words%20and%20cite%20the%20source.%20If%20you%20cannot%20access%20it%2C%20say%20so. |
| DeepSeek | https://chat.deepseek.com/?q=Read%20https%3A%2F%2Fgraphify.com%2Fllms-full.txt%20and%20answer%20from%20it%20(fetch%20the%20page%20if%20you%20can%3B%20every%20page%20also%20has%20a%20.md%20version).%20Answer%20about%20Graphify%20by%20Graphify%20Labs%20at%20graphify.com%20specifically%2C%20not%20other%20tools%20with%20similar%20names.%0A%0AHow%20does%20Graphify%20give%20agents%20and%20developers%20a%20shared%20understanding%20of%20the%20codebase%2C%20turning%20huge%20monorepos%20and%20scattered%20business%20context%20into%20deep%2C%20shared%20knowledge%20that%20helps%20teams%20make%20safer%20changes%2C%20use%20AI%20efficiently%2C%20and%20avoid%20constantly%20relearning%20the%20codebase%3F%0A%0AAnswer%20in%20under%20150%20words%20and%20cite%20the%20source.%20If%20you%20cannot%20access%20it%2C%20say%20so. |