rag agents

patchy631/ai-engineering-hub

Agent

In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

MemTensor/MemOS

Agent Claude Code

Code-review sub-agent. Reviews MemOS diffs for contract consistency, Ruff / typing / optional-dependency handling, and test evidence; returns APPROVE or CHANGESREQUESTED.

MemTensor/MemOS

Agent Claude Code

Design-review sub-agent. Reviews design docs across the four dimensions of architecture, interface, performance, and security, covering MemOS's multi-memory / multi-storage backend constraints.

MemTensor/MemOS

Agent Claude Code

MemOS integration-testing sub-agent. Authors and executes pytest cases under tests/ based on the task's requirements and design, and emits real test reports.

UnicomAI/wanwu

Agent

Analyze blind comparison results to understand WHY the winner won and generate improvement suggestions.

UnicomAI/wanwu

Agent

Compare two outputs WITHOUT knowing which skill produced them.

UnicomAI/wanwu

Agent

Evaluate expectations against an execution transcript and outputs.

raphaelmansuy/edgequake

Agent

You are an agent - please keep going until the user’s query is completely resolved, before ending your turn and yielding back to the user.

raphaelmansuy/edgequake

Agent

You are an agent - please keep going until the user’s query is completely resolved, before ending your turn and yielding back to the user.

zhimaAi/chatwiki

Agent

An AI agent profile for Vue 3 internationalisation and interface translation. Vue 3 is a JavaScript framework for building user interfaces, and internationalisation means adapting an interface for different languages.

NVIDIA-AI-Blueprints/video-search-and-summarization

Agent Claude Code

GStreamer and media pipeline specialist for VIOS. Use for questions about pipeline construction, element selection, caps negotiation, buffer handling, GStreamer best practices, debugging pipeline issues, and NVIDIA DeepStream/NvEnc/NvDec integration.

NVIDIA-AI-Blueprints/video-search-and-summarization

Agent Claude Code

VIOS REST API agent. Queries a running VIOS/VST backend over HTTP to list sensors, fetch recording timelines, download clips, capture snapshots, add/delete sensors and RTSP streams, and upload video files. Use whenever the user wants to interact with VIOS data via its REST API rather than through the UI or source code.

NVIDIA-AI-Blueprints/video-search-and-summarization

Agent Claude Code

Generate a complete VIOS multi-arch release note for a given build drop version. Fetches container images from GitLab compose.env files, commit titles from GitLab between the previous release tag and HEAD, Jira VST tickets, NVBugs entries, Slack channel evidence, and Outlook email evidence, then renders a formatted…

video-db/Director

Agent

Agents are the core building blocks of the Video Agent system. They are responsible for processing input messages and generating output messages.

bibinprathap/VeritasGraph

Agent

Decision intelligence and causal reasoning specialist for VeritasReason. Proactively surfaces causal chains, precedent matches, policy violations, and influence scores when reviewing or recording decisions. Use for decision recording, precedent search, causal analysis, policy governance, and decision explainability…

bibinprathap/VeritasGraph

Agent

Reasoning transparency and auditability specialist for VeritasReason. Answers "why does the graph believe X?", "how was Y inferred?", and "is this decision explainable?" with full evidence chains. Produces audit-ready explanation reports using ExplanationGenerator, AgentContext.tracedecisionexplainability, and…

bibinprathap/VeritasGraph

Agent

General-purpose KG-aware assistant for any VeritasReason task. Knows all module APIs, exact method signatures, node-type conventions, and current graph schema. Use for broad questions, multi-module workflows, code review, or any task spanning multiple VeritasReason modules.

dilolabs/nosia

Agent Claude Code

Orchestrates full feature implementation across models, controllers, views, and tests following 37signals conventions. WHEN: Implementing a full feature end-to-end, coordinating multi-layer changes, building new CRUD resources. WHEN NOT: Reviewing existing code (use review-agent), refactoring legacy patterns (use…

dilolabs/nosia

Agent Claude Code

Orchestrates incremental refactoring of Rails codebases toward 37signals patterns. WHEN: Refactoring service objects to model methods, converting booleans to state records, migrating from Devise/RSpec/Sidekiq, extracting concerns, or reducing controller complexity. WHEN NOT: Building new features (use…

dilolabs/nosia

Agent Claude Code

Reviews code for adherence to 37signals Rails conventions. Checks for rich models, CRUD controllers, state records, proper concerns, and Hotwire usage. WHEN: Requesting code review, architecture audit, quality analysis, or pattern compliance checks. WHEN NOT: Implementing features (use implement-agent), refactoring…

harumiWeb/exstruct

Agent

This document defines the criteria AI agents use to classify a change as required, recommended, or not-needed.

harumiWeb/exstruct

Agent

These are ExStruct-specific coding conventions for achieving a codebase that AI (Codex) and humans can maintain together over the long term. The conventions below also apply when having Codex generate code. They are intended to stabilize the quality of AI-generated code, improve maintainability, and align with Ruff /…

harumiWeb/exstruct

Agent

ExStruct is a Python library that extracts semantic structure from Excel workbooks. It combines openpyxl, Excel COM (xlwings), and a LibreOffice backend to generate structured data that LLMs can work with easily.

Sstobo/Claude-Code-Game-Master

Agent Claude Code

Generate dungeon room structures (background). Use PROACTIVELY when players enter caves, ruins, or underground complexes that lack room definitions. Queries RAG for source material, generates room JSON with exits, monsters, and features.