All Documents
3,528 documents available
Context Retrieval & RAG
Describes how an agent retrieves context from memory layers and injects it into LLM prompts with citation markers.
RAGAS
Guides using the RAGAS library to evaluate RAG pipelines and generate synthetic test sets, with fixes for local LLM usage.
RALM_Survey
Catalogs over 100 papers on retrieval-augmented language models, organized by definition, retriever, LM, enhancement, data source, and application.
README
Indexes 20+ KDB.AI sample notebooks covering vector database use cases from quickstarts to multimodal RAG and time-series search.
JudgeIt (From SuperKnowa)- Automatic Eval Framework for Gen AI Pipelines
Automates GenAI pipeline evaluation using an LLM-as-a-judge, replacing slow human evaluation for RAG, multi-turn query rewrite, and agentic workflows.
Warp AI Coding Preferences for Ragex
Defines coding conventions, architecture, and implementation phases for an Elixir-based MCP server that performs hybrid RAG codebase analysis.
SPEC: MCP Mode Skill Generation
Replaces MCP mode's raw document dump with an LLM-generated SKILL.md file containing actionable instructions and code patterns.
040: Memory Retrieval Pipeline
Defines a 4-stage memory retrieval pipeline with three retrieval modes, entity synthesis, dedup, contradiction detection, supersession, and file-backed freshness scanning.
Information Retrieval
Curates a collection of foundational and neural IR resources, including papers, courses, and tutorials, with brief annotations.
RAG Content Chunker Skill
Splits text or Markdown into token-counted chunks with deterministic IDs for RAG pipelines, supporting three chunking strategies.
GitHub MCP Server — Project Plan & Changelog
Documents 12 MCP tools, a RAG pipeline, and a modular package structure for a GitHub MCP server project.
Periodic Key & Certificate Retrieval for KMP
Proposes automatic periodic refresh of keys and certificates in Ratify's KMP resources via a configurable requeue interval.
BRD — Legal Document Generation Agent
Defines business requirements for a legal document generation agent using RAG to assemble pre-approved clauses with zero hallucination.
extend_retrieval
Explains how to customise Terrier's retrieval pipeline, weighting models, matching strategies, and query expansion, plus code snippets for index access.
Support Agent Chatbot Implementation Plan
Outlines a multi-channel customer support chatbot using Cloudflare Workers, RAG, and vector search across multiple businesses and personas.
Knowledge Base & RAG Guide
Configures a dynamic RAG knowledge base that auto-generates search tools from sync locations and metadata extraction rules.
RAG问答系统使用文档
Documents a RAG system that builds hierarchical tree indexes from PDFs and Markdown files, then answers questions via LLM reasoning without vector databases.
WebRover
Presents an AI web agent with three specialized modes for task automation, research, and academic paper generation.
Albert RAG API
Documents a French government RAG API that extends OpenAI-compatible chat endpoints with source-augmented queries.
Retrieval Augmented Generation
Implements a local Retrieval-Augmented Generation system using LangChain, Ollama, and Hugging Face models to augment LLM responses with context from a vector store.
Book Source Code TODOs
Lists 50+ unstarted tasks across AI, cloud, DevOps, and documentation for a book's companion source code repository.
Agentic RAG In This Project
Documents the agentic RAG pipeline, covering retrieval, entity extraction, tool planning, execution, and response synthesis with trace output.
OCI Retrieval-Augmented Generations (RAG) with Generative AI Agents Service
Walks through setting up OCI Generative AI Agents with Object Storage, OpenSearch, or Autonomous Database 23AI for RAG chatbots.
Interactive RAG with MongoDB Atlas + Function Calling API
Explains interactive RAG with MongoDB Atlas and OpenAI function calling, enabling dynamic retrieval strategy adjustments.