Build your own open-source deep wiki ! Auto-generate wikis for every project that never go stale. → Scan codebases → Extract info with LLMs → Generate docs + Mermaid diagrams → Incremental updates cocoindex.io/examples-v1/multi-codebase-summarization #OpenSource #DevTools #LLM

Kicking off 2026 with Rust Delhi Meetup #12, and what a way to start. Thanks to Guinnes Singh for accepting my talk proposal & being a great host throughout. I presented on building incremental data pipelines with @cocoindex.bsky.social, a framework I've been contributing towards. (1/n)

@cocoindex.bsky.social has a Rust-powered execution engine with Python bindings,so you get the performance without leaving Python. @agriyakhetarp.al was the one who told me about Rust Delhi in the first place, so glad I didn't skip this one. The meetup was at Aftershoot's office (great dogfooding)!

AI agents understand codebases 🤖 CocoIndex: real-time semantic code indexing → Tree-sitter chunking → Incremental → Vector search Use: • MCP for AI editors • Semantic search • AI code review • Auto docs Query "Find auth" → instant code chunks cocoindex.io/docs/examples/code_index #AI #Rust

Tree-sitter powered codebase indexing → real-time semantic search for AI agents 🚀 Index your code with language-aware chunking. Query with vectors in Postgres. Ship context that actually understands your codebase. cocoindex.io/docs/examples/code_index #AI #Rust #DevTools

Why build in #opensource? Best infrastructure is transparent, composable, community-driven. CocoIndex (Rust + Python): data transformation for AI with incremental sync, schema validation, context extraction. No vendor lock-in. No black boxes. Fast, type-safe pipelines. #rustlang #python

🚀 CocoIndex + DSPy: structured extraction from patient intake forms LLMs as typed extractors, not black boxes. Production-ready with incremental sync. No OCR/regex mess. Clean separation between reasoning (DSPy) & data infra (CocoIndex). 💻 github.com/cocoindex-io/cocoindex #AI #DataEngineering

🚀 CocoIndex just hit Rust Trending Again! 🦀 Why Rust? ⚡ Speed - C++ speed + memory safety 🔒 Reliability - No GC pauses or segfaults. Predictable performance always Speed + Fresh data = Critical infra for AI agents github.com/cocoindex-io... #Rust #AI #Opensource

Building Knowledge Graphs with LLMs! 🔥 Turn docs into living graphs: ✅ Triple extraction ✅ Real-time entity mapping ✅ Neo4j export with zero pain CocoIndex handles it all - no manual Cypher ⚡ Perfect for RAG & AI agents! youtu.be/FKNcv2n4nTg

Tired of fragile LLM prompts? 😤 BAML = typed prompt functions: ✅ Type-safe schemas ✅ Predictable outputs ✅ Production-ready + CocoIndex for incremental processing = 🔥 Tutorial: Extract patient data from PDFs cocoindex.io/blogs/extrac... #AI #LLM

CocoIndex just hit Rust Trending Again! 🚀 github.com/cocoindex-io... With all the AI agents development, CocoIndex is becoming critical infra for autonomous driving agents. Star & share this 🥥 if it resonates! #Opensource #RustLang

Why 🦀Rust for CocoIndex Core Engine? - Memory safety - Performance - Reliable from day 0 George wrote a great article on Rust's ownership model: cocoindex.io/blogs/rust-o... GitHub: github.com/cocoindex-io...

CocoIndex just hit Rust Trending! 🚀 github.com/cocoindex-io... Simplest way to connect data sources & keep targets fresh for AI transformations. Becoming critical infra for autonomous AI agents. Star & share! 🥥 #Opensource #RustLang

🦀 CocoIndex 0.3.10 drops today! Rust improvements: • Async runtime fixes (no deadlocks) • Smarter incremental recomputation • Optimized embedding batches • Robust file/streaming handling Why Rust for data? Memory safety + performance + async = reliable AI infra at scale

Context engineering just got easier 🚀 CocoIndex transforms how you build AI systems: ✨ Incremental processing - only recompute what changed 🔄 Real-time sync - keep context always fresh 🎯 Data lineage built-in ⚡ Rust-powered Perfect for RAG, knowledge graphs & AI agents github.com/cocoindex-io/c…

Custom Sources in CocoIndex 🚀 Pull data from ANY system - APIs, databases, cloud storage. CocoIndex now ingests incrementally, tracks changes efficiently, and integrates seamlessly. No longer limited by prebuilt connectors. Use CocoIndex for anything. #opensource cocoindex.io/blogs/custom...

Automatic Batching in CocoIndex 🚀 CocoIndex now supports automatic batching for all functions. ~5× higher throughput when embedding our codebase. Best part? Adaptive and knob-free - no timers, no tuning. Just set batching=True. #opensource cocoindex.io/blogs/batching

CocoIndex v0.3.10 just shipped with automatic batching support! 🚀 ~5× faster throughput when embedding our codebase. Best part? Zero tuning needed - it's adaptive and knob-free. Just set batching=True. Read the benchmarks 👇

Keep passwords and other sensitive information out of your inboxes and chat logs

Improve your ai data pipeline throughput x times by adaptive batching cocoindex.io/blogs/batching #ai #opensource

CocoIndex made to #1 Github trending global in Rust - data transformation engine. Grateful to the Rust open source community and all the amazing Rustaceans for the support 💛 #rustlang #github #opensource

vibe coding, not vibe data www.youtube.com/watch?v=crV7... #ai #youtube #llm #data #opensource

CocoIndex - github.com/cocoindex-io... - Build fresh knowledge for AI made to the top 3 in trending github in #rustlang! 🌟 star if you like it! Let's go Rust 🦀. Data infra project should be on #Rustlang. #opensource #buildinpublic

A mental framework to really understand how Rust’s ownership, borrowing, and memory safety work. With this - moves, borrows, Send, Sync, and runtime checks become intuitive and predictable tools in your programming toolbox. cocoindex.io/blogs/rust-o... #rustlang #opensource #programming

Multi-dimensional vectors? That’s how AI understands everything — text, images, audio, all at once. We broke it down here. cocoindex.io/blogs/multi-... 🌟Star the repo if you like it! github.com/cocoindex-io... #opensource #Vision #LLM #AI #buildinpublic

#vibecoding #opensource #ClaudeCode #Claude #GPT5 #GPT #OPENAI #GEMINI

CocoIndex is officially supporting custom targets - cocoindex.io/docs/custom_.... We believe this work will add more flexibility for using coco / bring your own lego for targets as well beyond the flow ops. Thanks our community for the great suggestions!

🚀 Build Your Own Google Photo Search with Face Indexing at Scale. We just dropped a new tutorial on building a scalable face recognition pipeline using CocoIndex and Qdrant. cocoindex.io/blogs/face-d... #opensource #faceRecognition #LLM #AI #startup #Qdrant #CocoIndex #ColdPlay

A mental framework -- as a simple and natural interpretation -- on Rust's memory safety models cocoindex.io/blogs/rust-o... #rustlang #buildinpublic

A holistic, top-down perspective on Rust’s ownership, permission, and memory safety model cocoindex.io/blogs/rust-o... #Rustlang #Programming #MemorySafty #Data

#windsurf #cursor #codingagents #llm #coding #tech

How to index academic research papers by extracting metadata (e.g., title, authors, abstract) for AI agents and AI workflows using LLMs and CocoIndex. #ai

What you get: ✅ LLM-extracted title, authors, abstract ✅ Embeddings for smart search ✅ Build 3 tables in one shot: metadata, author→paper, embeddings ✅ Real-time updates via Postgres + PGVector (one-line switch to Qdrant) Appreciate a star on the repo if it is helpful github.com/cocoindex-io...

📚 Build LLM-ready, metadata-rich indexes from academic papers PDF in minutes. Get started: 🔗https://cocoindex.io/blogs/academic-papers-indexing Repo: 🌟 github.com/cocoindex-io... #LLM #RAG #SemanticSearch #opensource #DataInfrastructure #KnowledgeGraphs #VectorSearch #DevTools #OpenSource

github.com/cocoindex-io... Transform data for AI got to @github.com Rust Trending this week 🚀! @github-trending.bsky.social #rustlang #opensource

Code ETL like LEGO #opensource #rustlang github.com/cocoindex-io...

Wanna AI to understand your codebase? cocoindex has native support Checkout github.com/cocoindex-io... Appreciate a Github star! Step by step tutorial cocoindex.io/blogs/index-... to setup codebase indexing for coding agent in 10 min.

#OpenSource - ideas move faster, together. Build openly, learn from others, and create impact beyond your own code.

way to go - github.com/cocoindex-io... 2k stars #OpenSource #Rustlang

CocoIndex - super simple etl to prepare data for ai agents, with dynamic index - cross 2k Github stars today. github.com/cocoindex-io... When sources get updates, it automatically syncs to targets with minimal computation needed. Open source & on-prem ready. ⭐️ Star if it is helpful :)

Homepage v2 - cocoindex.io Ultra performant ETL for AI, within 100 lines of python code. Appreciate a star 🌟 on github.com/cocoindex-io...

🚀 Introducing CocoInsight - Make your AI data pipeline exceptionally easy to understand — step-by-step. 🌟Works with CocoIndex: github.com/cocoindex-io... 🎉Now live: youtube.com/watch?v=MMrp... #AI #DataEngineering #LLM #RAG #OpenSource #VibeCoding #AIInfrastructure #MLOps #LLMInfra #CocoIndex

🚀 CocoIndex now officially supports LiteLLM. You can now plug any LiteLLM-supported model directly into your Coco AI data pipelines — making it even easier to run, experiment, and scale with your favorite LLMs. cocoindex.io/docs/ai/llm#... 🌟Github: github.com/cocoindex-io... #LLM #data #AI #etl

Real-time updates, syntax-aware chunking. Production-ready. Ultra-performant. Fully #OpenSource. #LLM #RAG #AIForCode #CodeSearch #DevTools #RealtimeAI #OpenSource #AIInfra #Rust #Python #TreeSitter #VectorDB #Embeddings #AIEngineering #GenerativeAI #Codex #CodingAgents #Claude #Cursor

🚀 Build Real-Time #Codebase Indexing for LLMs with Tree-sitter for coding agents. ~100 lines of Python get started: 🔗 cocoindex.io/blogs/index-... repo: 🌟 github.com/cocoindex-io...

Still duct-taping Python scripts to move data around? 🩹🐍 It’s 2025. Time to upgrade. Meet CocoIndex — real-time data transformation built in Rust, for devs who like things fast, fresh, and composable. 🦀⚡💅 👉 github.com/cocoindex-io... #RustLang #DataInfra #OpenSourceTools #LLMops #BuildInPublic

Tired of clunky ETL pipelines and stale data? Meet CocoIndex—the ultra-performant, open-source framework built in Rust for real-time data transformation. github.com/cocoindex-io... #Data #technology #Opensource #Buildinpublic

Most user-facing AI agents need data freshness. When users update documents, it's unexpected to see stale information in search results. If the search result is fed into an AI agent, it may mean unexpected response to users. It's more dangerous - users may take unexpected response without noticing.

Learn how to build a real-time, incremental ETL pipeline using Amazon S3, SQS, and CocoIndex for efficient, low-latency data transformation and vector embedding #ai

Prototype: "Does it work?" Production: "Will it keep working?" CocoIndex is built for production from day 0 — no hacks, no hand-waving. github.com/cocoindex-io...