RAG and search: tools for developers
Retrieval-augmented tools, vector databases, embeddings and semantic search. An entry can appear under several use cases when its topics or description provide several explicit signals.
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147 entries in this view.
Tool ranking
Mixed ranking: measured growth takes priority; entries without two snapshots are estimated. Raw values keep their source-specific window, shown under each tool; a change requires at least two snapshots from the last 7 days.
- 1Active
asta-skill
MCPPure instruction-pack skill wrapping Ai2's Asta MCP server (Semantic Scholar). Intent-to-tool routing, safe defaults, multi-agent.
githubmeasured growthOpen source ↗
183GitHub starsstable - 2Active
SDYJ_Multi_Agents
SkillA LangGraph-powered multi-agent deep research system featuring task planning, human-in-the-loop review, multi-source retrieval, evidence-grounded report generation, full tracing and reproducible evaluation.
githubmeasured growthOpen source ↗
Install
git clone https://github.com/hwfengcs/SDYJ_Multi_Agents ~/.claude/skills/SDYJ_Multi_Agents50GitHub starsstable - 3UnknownLast commit: unavailable
sentence-transformers
LibraryEmbeddings, Retrieval, and Reranking
pypimeasured growthOpen source ↗
Install
pip install sentence-transformers5 337 501downloads over 7 days-354 838 (-6.2 %) - 4UnknownLast commit: unavailable
langchain
LibraryTypescript bindings for langchain
npmmeasured growthOpen source ↗
Install
npm install langchain2 147 995downloads over 7 days-154 912 (-6.7 %) - 5UnknownLast commit: unavailable
llama-index
LibraryInterface between LLMs and your data
pypimeasured growthOpen source ↗
Install
pip install llama-index777 745downloads over 7 days-72 798 (-8.6 %) - 636 578GitHub stars—
- 7Active
codeseek
CLIRust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) across 7 languages. Ships as native MCP tools for Claude Code and Codex CLI.
githubestimated momentumOpen source ↗
764GitHub stars—
Learning resources
Mixed ranking: measured growth takes priority; entries without two snapshots are estimated. These resources remain available separately and do not take part in the main tool ranking.
- 1ActiveOpen source ↗
A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent architecture. Current trend focus: Gemini Interactions API and…
githubResourcemeasured growth316GitHub stars-1 (-0.32 %) - 2ActiveOpen source ↗
claude-wiki
SkillOfficial Claude Documentation - Converted to 2000+ Markdown Files - All documentation sourced from first party sources- 24 categories - refreshed daily, multi-agent orchestration
githubInstall
Resourcemeasured growth/plugin marketplace add johnzfitch/claude-wiki21GitHub starsstable - 3ActiveOpen source ↗
Build LLM systems you actually control. A free, open engineering book + course — from tokenization to serving your own models. Mechanisms, trade-offs, and numbers, not prompt tips
githubResourcemeasured growth46GitHub starsstable - 4ActiveOpen source ↗
🤖 The strongest curated list of open-source AI-agent tools for literature review — 70+ tools across 11 categories (Claude Code skills, deep research, MCP servers, PDF parsing, systematic review). 面向智能体文献综述的最强工具大全。
githubResourcemeasured growth16GitHub stars+3 (+23.1 %) - 5ActiveOpen source ↗
Agentic_AI_Engineer
AgentMy complete journey to becoming an Agentic AI Engineer through structured learning, projects, experiments, and production-ready implementations of modern AI systems.
githubResourcemeasured growth18GitHub starsstable - 6ActiveOpen source ↗
Detect underpriced products by scraping deals and using AI models to estimate fair prices for profit opportunity identification.
githubResourcemeasured growth1GitHub starsstable - 7ActiveOpen source ↗
Handbook técnico aberto sobre engenharia de IA em produção: ML tradicional, LLMs, RAG, agentes, segurança, observabilidade, FinOps e deployment.
githubResourcemeasured growth1GitHub starsstable - 8ActiveOpen source ↗
ai-resources
OtherComprehensive collection of AI concepts, research findings, and practical implementations. From machine learning fundamentals to cutting-edge LLMs, agents, and emerging technologies.
githubResourcemeasured growth1GitHub starsstable - 9DormantOpen source ↗
Interactive roadmap for becoming an Agentic AI Engineer — 11 stages from Python & FastAPI to multi-agent systems, MCP, RAG, Docker, and context engineering
githubResourcemeasured growth1GitHub starsstable - 10DormantOpen source ↗
GenAI-Projects
AgentCollection of some interesting Generative AI usecases implementation.
githubResourcemeasured growth2GitHub starsstable - 11ActiveOpen source ↗
Curated Agentic AI resources: AI agent frameworks, tutorials, courses, projects, MCP tools, research papers, evaluation, security, and production guides.
githubResourcemeasured growth2GitHub starsstable - 12ActiveOpen source ↗
Spring AI 实战教程 🚀 ChatClient → RAG → MCP → Agent → A2A，24 个手写模块循序渐进（Spring Boot 4.1 + Spring AI 2.0 + Java 21）
githubResourcemeasured growth3GitHub starsstable - 13DormantOpen source ↗
claude-memory
OtherPersistent memory for Claude Code. Auto-capture decisions, learnings, client info. Cloud backup to Supabase. Never lose context again. Free alternative to Mem.ai, Rewind AI, Personal AI.
githubResourcemeasured growth14GitHub starsstable - 14ActiveOpen source ↗
ai-engineering-hub
AgentA collection of LLM-powered Real-World applications and projects
githubResourceestimated momentum0GitHub stars— - 15DormantOpen source ↗
awesome-agents
Agent50+ AI agent apps you can actually run — MCP, A2A, LangGraph, SAP, RAG, and multi-agent patterns
githubResourceestimated momentum0GitHub stars—