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14 business email templates for digital agencies pgulx An AI coding assistant skill. Type /graphify in Claude Code, Codex, OpenCode, OpenClaw, Factory Droid, or Trae - it reads your files, builds a knowledge graph, and gives you back structure you didn't know was there. Understand a codebase faster. Find the "why" behind architectural decisions. 178k free logo templates postermywall

15 email templates examples to ask your customers for a testimonial Fully multimodal. Drop in code, PDFs, markdown, screenshots, diagrams, whiteboard photos, even images in other languages - graphify uses Claude vision to extract concepts and relationships from all of it and connects them into one graph. 19 languages supported via tree-sitter AST (Python, JS, TS, Go, Rust, Java, C, C++, Ruby, C#, Kotlin, Scala, PHP, Swift, Lua, Zig, PowerShell, Elixir, Objective-C). Finance cover letter example w templates for 2026

Free email blast templates for successful marketing Andrej Karpathy keeps a /raw folder where he drops papers, tweets, screenshots, and notes. graphify is the answer to that problem - 71.5x fewer tokens per query vs reading the raw files, persistent across sessions, honest about what it found vs guessed. How to send a follow up email after no response a complete guide

/graphify . # works on any folder - your codebase, notes, papers, anything 

graphify-out/ ├── graph.html interactive graph - click nodes, search, filter by community ├── GRAPH_REPORT.md god nodes, surprising connections, suggested questions ├── graph.json persistent graph - query weeks later without re-reading └── cache/ SHA256 cache - re-runs only process changed files 

E mail schreiben formal english Add a .graphifyignore file to exclude folders you don't want in the graph: 1 26m free instagram post templates postermywall

# .graphifyignore vendor/ node_modules/ dist/ *.generated.py 

Templates of business email at andrew farias blog Same syntax as .gitignore. Patterns match against file paths relative to the folder you run graphify on. 15 essential email management tips for 2026 the jotform blog

30 professional email examples format templates ᐅ templatelab graphify runs in two passes. First, a deterministic AST pass extracts structure from code files (classes, functions, imports, call graphs, docstrings, rationale comments) with no LLM needed. Second, Claude subagents run in parallel over docs, papers, and images to extract concepts, relationships, and design rationale. The results are merged into a NetworkX graph, clustered with Leiden community detection, and exported as interactive HTML, queryable JSON, and a plain-language audit report. Free affidavit templates pdf word

29 sales email templates plus examples mailshake eu vietnam Clustering is graph-topology-based — no embeddings. Leiden finds communities by edge density. The semantic similarity edges that Claude extracts (semantically_similar_to, marked INFERRED) are already in the graph, so they influence community detection directly. The graph structure is the similarity signal — no separate embedding step or vector database needed. 6 53k free college admission poster templates postermywall

Sample email template for sending documents at viinellieblog blog Every relationship is tagged EXTRACTED (found directly in source), INFERRED (reasonable inference, with a confidence score), or AMBIGUOUS (flagged for review). You always know what was found vs guessed. 30 free graduation party facebook event image templates postermywall

Email template link at tarlondonblog blog Requires: Python 3.10+ and one of: Kw Business Cards, Snapcam Viewer, Examples Of Popular Blogs, Post Story Text Instagram, Wells Fargo Cash Back Credit Card, or Glossy Business Cards Email Template Examples

pip install graphifyy && graphify install

Business email template examples 27 business email examples The PyPI package is temporarily named graphifyy while the graphify name is being reclaimed. The CLI and skill command are still graphify. How The Content In A Blogs Look Like

Small business email address examples at victoria sanchez blog Codex users also need multi_agent = true under [features] in ~/.codex/config.toml for parallel extraction. Factory Droid uses the Task tool for parallel subagent dispatch. OpenClaw uses sequential extraction (parallel agent support is still early on that platform). Trae uses the Agent tool for parallel subagent dispatch and does not support PreToolUse hooks — AGENTS.md is the always-on mechanism. Top Tips For Building Credit Responsibly

6 free email templates for freelancers Then open your AI coding assistant and type: Software Launch Presentation Template

/graphify . 

Business email template pdf parahyena Note: Codex uses $ instead of / for skill calling, so type $graphify . instead. Logo Launch Social Media Post

Customer feedback email template After building a graph, run this once in your project: Professional Conference Announcements Instagram

Marketing email templates how to write examples Claude Code does two things: writes a CLAUDE.md section telling Claude to read graphify-out/GRAPH_REPORT.md before answering architecture questions, and installs a PreToolUse hook (settings.json) that fires before every Glob and Grep call. If a knowledge graph exists, Claude sees: "graphify: Knowledge graph exists. Read GRAPH_REPORT.md for god nodes and community structure before searching raw files." — so Claude navigates via the graph instead of grepping through every file. Mac Facebok Posts

Email presentation template Codex writes to AGENTS.md and also installs a PreToolUse hook in .codex/hooks.json that fires before every Bash tool call — same always-on mechanism as Claude Code. Story Guide

Free printable reminder email templates pdf event meeting appointment OpenCode, OpenClaw, Factory Droid, Trae write the same rules to AGENTS.md in your project root. These platforms don't support PreToolUse hooks, so AGENTS.md is the always-on mechanism. Blog Post Format

How to view email templates from the last 30 days in mixmax guideflow Uninstall with the matching uninstall command (e.g. graphify claude uninstall). Pinterest Presentation Design

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Top 10 guest post email templates The always-on hook surfaces GRAPH_REPORT.md — a one-page summary of god nodes, communities, and surprising connections. Your assistant reads this before searching files, so it navigates by structure instead of keyword matching. That covers most everyday questions. Balance Transfer Deals On Credit Cards

37 free email list templates pdf ms word excel ᐅ templatelab /graphify query, /graphify path, and /graphify explain go deeper: they traverse the raw graph.json hop by hop, trace exact paths between nodes, and surface edge-level detail (relation type, confidence score, source location). Use them when you want a specific question answered from the graph rather than a general orientation. How Do You Accept Credit Card Payments For Small Business

Top 10 guest post email templates Think of it this way: the always-on hook gives your assistant a map. The /graphify commands let it navigate the map precisely. Product Placement In A Social Media Post

37 free email list templates pdf ms word excel ᐅ templatelab graph.json is not meant to be pasted into a prompt all at once. The useful workflow is: Instagram Review. Post

1. Start with graphify-out/GRAPH_REPORT.md for the high-level overview.
2. Use graphify query to pull a smaller subgraph for the specific question you want to answer.
3. Give that focused output to your assistant instead of dumping the full raw corpus.

37 free email list templates pdf ms word excel ᐅ templatelab For example, after running graphify on a project: Best English Articles To Read

graphify query "show the auth flow" --graph graphify-out/graph.json graphify query "what connects DigestAuth to Response?" --graph graphify-out/graph.json

100 free receipt templates print email receipts as pdf The output includes node labels, edge types, confidence tags, source files, and source locations. That makes it a good intermediate context block for an LLM: Uber Driver Business Cards

Use this graph query output to answer the question. Prefer the graph structure over guessing, and cite the source files when possible. 

4 confirmation email template examples If your assistant supports tool calling or MCP, use the graph directly instead of pasting text. graphify can expose graph.json as an MCP server: Insta Story Ideas For Guys

python -m graphify.serve graphify-out/graph.json

Salary negotiation email templates for 2026 ask for more That gives the assistant structured graph access for repeated queries such as query_graph, get_node, get_neighbors, and shortest_path. Instagram Story Ideas For Fashion This Or This

mkdir -p ~/.claude/skills/graphify curl -fsSL https://raw.CloneAGCusercontent.com/safishamsi/graphify/v3/graphify/skill.md \ > ~/.claude/skills/graphify/SKILL.md

- **graphify** (`~/.claude/skills/graphify/SKILL.md`) - any input to knowledge graph. Trigger: `/graphify` When the user types `/graphify`, invoke the Skill tool with `skill: "graphify"` before doing anything else. 

/graphify # run on current directory /graphify ./raw # run on a specific folder /graphify ./raw --mode deep # more aggressive INFERRED edge extraction /graphify ./raw --update # re-extract only changed files, merge into existing graph /graphify ./raw --cluster-only # rerun clustering on existing graph, no re-extraction /graphify ./raw --no-viz # skip HTML, just produce report + JSON /graphify ./raw --obsidian # also generate Obsidian vault (opt-in) /graphify ./raw --obsidian --obsidian-dir ~/vaults/myproject # write vault to a specific directory /graphify add https://arxiv.org/abs/1706.03762 # fetch a paper, save, update graph /graphify add https://x.com/karpathy/status/... # fetch a tweet /graphify add https://... --author "Name" # tag the original author /graphify add https://... --contributor "Name" # tag who added it to the corpus /graphify query "what connects attention to the optimizer?" /graphify query "what connects attention to the optimizer?" --dfs # trace a specific path /graphify query "what connects attention to the optimizer?" --budget 1500 # cap at N tokens /graphify path "DigestAuth" "Response" /graphify explain "SwinTransformer" /graphify ./raw --watch # auto-sync graph as files change (code: instant, docs: notifies you) /graphify ./raw --wiki # build agent-crawlable wiki (index.md + article per community) /graphify ./raw --svg # export graph.svg /graphify ./raw --graphml # export graph.graphml (Gephi, yEd) /graphify ./raw --neo4j # generate cypher.txt for Neo4j /graphify ./raw --neo4j-push bolt://localhost:7687 # push directly to a running Neo4j instance /graphify ./raw --mcp # start MCP stdio server # git hooks - platform-agnostic, rebuild graph on commit and branch switch graphify hook install graphify hook uninstall graphify hook status # always-on assistant instructions - platform-specific graphify claude install # CLAUDE.md + PreToolUse hook (Claude Code) graphify claude uninstall graphify codex install # AGENTS.md (Codex) graphify opencode install # AGENTS.md (OpenCode) graphify claw install # AGENTS.md (OpenClaw) graphify droid install # AGENTS.md (Factory Droid) graphify trae install # AGENTS.md (Trae) graphify trae uninstall graphify trae-cn install # AGENTS.md (Trae CN) graphify trae-cn uninstall # query the graph directly from the terminal (no AI assistant needed) graphify query "what connects attention to the optimizer?" graphify query "show the auth flow" --dfs graphify query "what is CfgNode?" --budget 500 graphify query "..." --graph path/to/graph.json 

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Introduction email templates 15 examples for every situation 2026 Surprising connections - ranked by composite score. Code-paper edges rank higher than code-code. Each result includes a plain-English why. Story Short Line For Instagram

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5 fixes for email templates missing in microsoft outlook guiding tech The "why" - docstrings, inline comments (# NOTE:, # IMPORTANT:, # HACK:, # WHY:), and design rationale from docs are extracted as rationale_for nodes. Not just what the code does - why it was written that way. Strategic Plan Template Word

100 free receipt templates print email receipts as pdf Confidence scores - every INFERRED edge has a confidence_score (0.0-1.0). You know not just what was guessed but how confident the model was. EXTRACTED edges are always 1.0. Kinds Of Social Media

Types of email templates at ellie roseby blog Semantic similarity edges - cross-file conceptual links with no structural connection. Two functions solving the same problem without calling each other, a class in code and a concept in a paper describing the same algorithm. University Social Media Post

Save email template with attachment outlook at netchanablog blog Hyperedges - group relationships connecting 3+ nodes that pairwise edges can't express. All classes implementing a shared protocol, all functions in an auth flow, all concepts from a paper section forming one idea. Best Teaser For Launch

Business holiday email templates Token benchmark - printed automatically after every run. On a mixed corpus (Karpathy repos + papers + images): 71.5x fewer tokens per query vs reading raw files. The first run extracts and builds the graph (this costs tokens). Every subsequent query reads the compact graph instead of raw files — that's where the savings compound. The SHA256 cache means re-runs only re-process changed files. Squid Game Season 3 Jack And Jill

20 professional business email examples templates Auto-sync (--watch) - run in a background terminal and the graph updates itself as your codebase changes. Code file saves trigger an instant rebuild (AST only, no LLM). Doc/image changes notify you to run --update for the LLM re-pass. Book Here Arrow

Formal email template for request at getlucianoblog blog Git hooks (graphify hook install) - installs post-commit and post-checkout hooks. Graph rebuilds automatically after every commit and every branch switch. If a rebuild fails, the hook exits with a non-zero code so git surfaces the error instead of silently continuing. No background process needed. Turn Here Arrow

Email opt in form templates convert more opt ins Wiki (--wiki) - Wikipedia-style markdown articles per community and god node, with an index.md entry point. Point any agent at index.md and it can navigate the knowledge base by reading files instead of parsing JSON. Science Newsletter Template

How to negotiate a salary offer 5 proven examples email templates Token reduction scales with corpus size. 6 files fits in a context window anyway, so graph value there is structural clarity, not compression. At 52 files (code + papers + images) you get 71x+. Each worked/ folder has the raw input files and the actual output (GRAPH_REPORT.md, graph.json) so you can run it yourself and verify the numbers. Product Launch Slide Ideas

4 confirmation email template examples graphify sends file contents to your AI coding assistant's underlying model API for semantic extraction of docs, papers, and images — Anthropic (Claude Code), OpenAI (Codex), or whichever provider your platform uses. Code files are processed locally via tree-sitter AST — no file contents leave your machine for code. No telemetry, usage tracking, or analytics of any kind. The only network calls are to your platform's model API during extraction, using your own API key. Launch Event Invitation

How to write a follow up email 12 examples templates NetworkX + Leiden (graspologic) + tree-sitter + vis.js. Semantic extraction via Claude (Claude Code), GPT-4 (Codex), or whichever model your platform runs. No Neo4j required, no server, runs entirely locally. Launch Pad Design Event Stage

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