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I truly don't understand why nobody is using this setup graphify, a tool that turns any folder into a knowledge graph your agent can query, just passed 126k stars on github and got into Y Combinator. people stopped asking ai questions. they're giving it a desk, a memory and...

109,215 次观看 • 19 天前 •via X (Twitter)

28 条评论

Deniss 的头像
Deniss19 天前

the graphify + CLAUDE.md memory folder is the part that actually sticks. without it you still start from zero every session. how stable has the morning routine been for you so far?

kiosa 的头像
kiosa19 天前

That why it needs optimization

tim777 的头像
tim77719 天前

persistent memory is the actual unlock

kiosa 的头像
kiosa19 天前

Using it myself too

Mnimiy 的头像
Mnimiy19 天前

i know what ill do todays evening

kiosa 的头像
kiosa19 天前

Hah same here

siyuan liu | AI编程实践 的头像
siyuan liu | AI编程实践19 天前

Giving the agent a queryable folder graph beats paste-the-readme every session. We've been pushing structure into CLAUDE.md + a local memory file for the same reason — once the desk exists, questions get shorter and answers stay grounded.

kiosa 的头像
kiosa19 天前

Exactly ma friend

Asteri 的头像
Asteri19 天前

Thanks for sharing

kiosa 的头像
kiosa19 天前

Welcome bro

Гандьо 的头像
Гандьо18 天前

I am using it plus obsidian

Shukshin 的头像
Shukshin19 天前

The real upgrade is persistent memory plus controlled access to tools, not just connecting more integrations. But email, browser actions, and scheduled jobs need strict permissions and a reliable approval layer before this becomes something you can safely leave running.

kiosa 的头像
kiosa19 天前

Agree

Atlas 的头像
Atlas19 天前

the goal isn't just an agent that remembers, it's one that can show its work

Bober_smart 的头像
Bober_smart19 天前

I felt like trying to use this

kiosa 的头像
kiosa19 天前

Using it already

Marcel Velica 的头像
Marcel Velica18 天前

Giving AI a structured knowledge base instead of relying on isolated prompts can make a huge difference. Persistent context is what makes agents genuinely useful for complex work.

kiosa 的头像
kiosa18 天前

This is the way

Mikadzyki🌙 的头像
Mikadzyki🌙19 天前

what a gem

kiosa 的头像
kiosa19 天前

Likewise

Diam 的头像
Diam19 天前

Having the drafts ready but unsent is the bit I like. You save the preparation time without handing over the send button.

kiosa 的头像
kiosa19 天前

Doing it too

安叫兽|Bird🕊️ 🔶 BNB 的头像
安叫兽|Bird🕊️ 🔶 BNB19 天前

图谱画出来容易,后面文件改了能自动跟上吗

kiosa 的头像
kiosa19 天前

Easy

swapcherry 的头像
swapcherry18 天前

the setup alone is a job

Chen 的头像
Chen18 天前

126k github stars and no one's using it? half those stars are just bookmarked for later.

Nguyễn Chí Trọng Nghĩa 的头像
Nguyễn Chí Trọng Nghĩa18 天前

Biến một thư mục thành đồ thị tri thức để tác tử tra cứu là hướng hay: bộ nhớ có cấu trúc giúp trả lời đúng ngữ cảnh hơn là hỏi đáp rời rạc. Bạn nghĩ chi phí cập nhật đồ thị khi dữ liệu đổi thì sao?

Vipul Kumar Kewat 的头像
Vipul Kumar Kewat18 天前

I love how creative people are getting with these tools.

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I can't f*cking believe people still use Claude Code like a chat bot. the ones getting real work out of it gave it a folder, tools and a map of everything it knows. that map is graphify. you point it at a folder and it builds a knowledge graph of everything inside. code, docs, PDFs, images, even video. then your agent searches the graph instead of opening files one by one. 134k stars on GitHub. backed by Y Combinator. and most people still haven't tried it. what makes it different: -> the code part runs fully on your machine. nothing gets uploaded -> no vector database, no embeddings. it's a real graph your agent walks through -> every connection is labeled: read straight from the source, or figured out by graphify. you always know which -> you get 3 files: a clickable map you open in your browser, a report with the key ideas and surprising links, and the full graph your agent queries anytime on a public memory benchmark it found the right answer in its top 10 results about half the time. mem0 managed under 5%. and building the graph cost 0 model credits. here's the full setup around it: > create a folder called AGENT, open Claude Code inside it, and add a CLAUDE.md with one line: "save every decision, person and project to memory/" > run uv tool install graphifyy, then graphify install, then type /graphify . and the whole folder becomes a map Claude can search in seconds > run npm install -g @googleworkspace/cli, then gws auth setup and gws auth login. Claude can now read your Gmail, Calendar and Drive > run claude mcp add playwright npx @playwright/mcp@latest. it gets its own browser for sites, forms and data > run npm i -g jev-guard, then jev-guard key "...", then jev-guard install claude. Jev checks every action before it runs. rm -rf gets blocked, emails with hidden instructions get flagged, about 4 cents per 1,000 checks > type /schedule and say "every morning at 7:30, send me what came in, what you drafted and what needs my yes" one folder. 15 minutes. and Claude finally knows where everything is. all the repos: -> -> -> -> bookmark this and try graphify first. it's the piece everyone skips.

kiosa

29,075 次观看 • 10 天前

I don't f*cking understand why motion designers aren't running this setup HyperFrames, HeyGen's tool that turns HTML into finished video, is past 68k stars on GitHub. hand Claude Code one folder, plug in a video engine, an animation library and Blender, and it stops being a chatbot. it storyboards, animates, renders and checks its own frames before you ever see them. motion designer, founder, marketer, doesn't matter. this is for you. here's the whole thing: > make a folder called STUDIO, open Claude Code in it, and add a CLAUDE.md with one rule: "save every brand color, font, logo and approved style to brand/" > run claude plugin marketplace add heygen-com/hyperframes, then claude plugin install hyperframes@hyperframes. type /hyperframes:hyperframes, describe a 10-second product intro, and it plans, animates and renders the MP4 > run npx skills add remotion-dev/skills. now it can also write videos in React with Remotion, the official skills straight from the Remotion team > run npx skills add it learns proper GSAP: timelines, scroll animations, text effects. and GSAP is 100% free now, every plugin included > run npx skills add LottieFiles/motion-design-skill. it picks up real motion principles: timing, easing, choreography, the classic Disney rules adapted for UI. this is where the taste comes from > run curl -LsSf | sh. Claude gets hands inside Blender to build and edit actual 3D scenes > type /schedule and tell it "every Monday at 9, turn last week's launches into 3 short promo clips and wait for my yes". now it runs on a routine 15 minutes of setup, and you never start from a blank timeline again. all the repos: -> -> -> -> -> bookmark this and test asap

kiosa

46,359 次观看 • 15 天前

THIS MIGHT BE THE #1 OPEN-SOURCE REPO FOR CLAUDE CODE RIGHT NOW. IT GIVES CLAUDE A MEMORY AND SLASHES YOUR TOKEN COST ON EVERY QUESTION The repo is safishamsi/graphify, a free open-source skill that turns any codebase into a knowledge graph Claude Code can read instantly. Instead of grepping through your files every session, Claude gets a map of how everything connects The problem it fixes: Every time you ask Claude Code about a big repo, it does the same thing, greps through dozens of files like a brute-force Ctrl+F, blows through your context window, and sometimes still misses the answer hiding in a file nobody searched. Claude Code has no memory of how your project is structured. Every session starts from zero What it does: It maps your entire codebase into a knowledge graph, capturing not just which files exist, but which functions depend on which, which modules are central, and which files cluster around the same concern. Claude queries the map instead of scanning files How it works, three passes: 1. Code structure, free and local. Tree-sitter parses your files and pulls out classes, functions, imports and call graphs. No LLM, no tokens, just your actual code mapped deterministically 2. Audio and video, if you have them. Transcribed locally and folded into the graph 3. Docs, papers, images. Here an LLM does semantic analysis, figuring out what each document means and where it fits. Only the meaning gets sent up, never your raw source It saves you money: Normally a question about a big repo makes Claude spawn explore agents that scan file after file, eating your context window and your token budget before you get an answer. With the graph already built, Claude queries the map instead of re-reading the codebase every time. Same answer, a fraction of the tokens. The graph only gets built once, then a hook rebuilds it after each commit for free, so you never pay that scanning cost again. The bigger the repo, the bigger the gap The best parts: it's a skill, so once installed Claude knows when to use it without you memorizing commands. It works on non-code folders too, point it at docs or notes and it can spin up an Obsidian vault How to add it to your Claude: 1. Install Claude Code if you haven't: npm install -g Paul Jankura-ai/claude-code 2. Add the skill: claude skill add safishamsi/graphify 3. Open your project folder and run /graphify . to build the graph 4. Optional, make it automatic: graphify hook install so the graph rebuilds after every commit That's it. Ask Claude about your repo and it reads the map instead of burning tokens on a file hunt Bookmark this

Yarchi

56,568 次观看 • 4 个月前

Holy sh*t I spent weeks turning Claude Code into a design studio. no Figma license. no agency. no plugins I had to pay for. here's the stack I used and it's embarrassingly simple: -> graphify: teach Claude your brand dump your guidelines, logos, PDFs and old projects into one folder. graphify turns it into a knowledge graph, so every design Claude makes follows your rules instead of guessing. 134k stars, Y Combinator. uv tool install graphifyy -> graphify install -> /graphify . -> Figma-Context-MCP: Figma straight to code it hands your actual Figma file to the agent. the README says it builds designs in one shot, and does it better than pasting screenshots. -> Penpot: the open-source Figma free, open source, and its MCP server lets AI read and edit your designs, then hand them to code and back. -> React Bits: the "expensive" look, for free the biggest open-source library of animated React components. those smooth hover effects and text animations you see on high-end sites? copy, paste, done. -> HyperFrames: designs that move write HTML, get a finished video. made by HeyGen for AI agents. your landing page can now have its own launch video by tonight. claude plugin marketplace add heygen-com/hyperframes -> claude plugin install hyperframes@hyperframes -> MCP for Blender: 3D without learning Blender connects Claude to Blender. describe a scene, the agent builds and edits it in real 3D. the order that works: brand into graphify -> design in Figma or Penpot -> Claude builds it with React Bits -> HyperFrames makes the promo -> Blender adds the 3D hero shot the uncomfortable part: tools used to be the moat. now everyone has them for free. the only thing that still separates good design from AI slop is taste. and taste is the one thing you can't install. bookmark this. your next client will ask why you're suddenly so fast.

kiosa

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