ツールの説明は英語です。
RAGと検索
検索拡張、ベクトルDB、埋め込み、セマンティック検索。
用途
アクティビティ
並び順
119
ツールランキング
情報源間で正規化した測定済み成長順です。 各値は情報源固有の期間を使用し、変化の算出には7日間で2回以上の測定が必要です。
- 1活動中
orchestkit
スキルThe Complete AI Development Toolkit for Claude Code. 106 skills, 36 agents, 171 hooks. Install `ork` for stable (v9.x), or `ork-alpha` for the v10 line, which ships daily.
github測定済み成長情報源を開く ↗
インストール
/plugin marketplace add yonatangross/orchestkit228GitHubスター+4 (+1.8 %) - 2活動中
zeph
その他A memory-first AI agent that remembers why decisions were made — not just the last message. Runs local (Ollama), cloud (Claude · OpenAI · Gemini), or decentralized TEE. Graph memory, self-learning skills, multi-model routing, sandboxed…
github測定済み成長情報源を開く ↗
58GitHubスター+1 (+1.8 %) - 3活動中
LLMVault
その他An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.
github測定済み成長情報源を開く ↗
312GitHubスター+5 (+1.6 %) - 4活動中
zvec
スキルA lightweight, lightning-fast, in-process vector database
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/alibaba/zvec ~/.claude/skills/zvec15 784GitHubスター+246 (+1.6 %) - 5活動中
Persistent memory for Claude Code and 6 other CLI agents, stored as plain markdown in your Obsidian vault. Stop re-explaining your projects, decisions and people every session. 45 commands: hybrid semantic search, self-rewriting notes,…
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/eugeniughelbur/obsidian-second-brain ~/.claude/skills/obsidian-second-brain4 321GitHubスター+67 (+1.6 %) - 6活動中
ruvnet-brain
MCPRuvNet Brain — a downloadable, source-grounded brain for Claude Code over Reuven Cohen's (rUv's) RuvNet stack: RuVector/RVF, Ruflo, AgentDB, RuLake, SPARC + 21 building blocks. Grounds Claude in real source via one MCP tool (search_ruvnet),…
github測定済み成長情報源を開く ↗
65GitHubスター+1 (+1.6 %) - 7活動中
Persistent memory for Claude Code & Codex CLI. Auto-extracted knowledge graph, multi-representation embeddings, 3D WebGL visualization. LongMemEval R@5=97.45%. Self-hosted, Ollama-optional
github測定済み成長情報源を開く ↗
67GitHubスター+1 (+1.5 %) - 8139GitHubスター+2 (+1.5 %)
- 9活動中
memsearch
スキルA persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.
github測定済み成長情報源を開く ↗
インストール
/plugin marketplace add zilliztech/memsearch2 565GitHubスター+36 (+1.4 %) - 10活動中
headroom
MCPCompress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
github測定済み成長情報源を開く ↗
68 952GitHubスター+925 (+1.4 %) - 11活動中
skills
スキルAgent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, model migration, version upgrades, and SDK usage across Python, TypeScript, Rust, Go, .NET, Java
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/qdrant/skills ~/.claude/skills/skills230GitHubスター+3 (+1.3 %) - 12活動中
deepdive
スキルDeepdive skill for Claude Code — 12-phase research pipeline: plan-review gate, parallel sub-agent search, claims-ledger triangulation with dissent protection, relevance × authority evidence filter, multi-angle red team, four-layer citation…
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/Socialpranker/deepdive ~/.claude/skills/deepdive393GitHubスター+5 (+1.3 %) - 13活動中
Harness engineering applied to knowledge production: a self-evolving multi-agent newsroom that turns your documents into a cross-linked markdown wiki. A "reground" loop pulls published pages back in before they go stale — writer ≠ reviewer,…
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom81GitHubスター+1 (+1.2 %) - 14活動中
MindMemOS
スキルgithub測定済み成長情報源を開く ↗
インストール
git clone https://github.com/mindscale-noah/MindMemOS ~/.claude/skills/MindMemOS977GitHubスター+12 (+1.2 %) - 15活動中
Corpus2Skill
スキルDistill any document corpus into a navigable skill hierarchy for LLM agents — no retrieval system needed at serve time.
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/dukesun99/Corpus2Skill ~/.claude/skills/Corpus2Skill84GitHubスター+1 (+1.2 %) - 16活動中
USPTO patent creation system with MCP server + Claude Code plugin. Hybrid RAG search over MPEP/USC/CFR, BigQuery access to 76M+ patents, automated 35 USC 112 compliance checks, prior art search, diagram generation. GPU-accelerated with…
github測定済み成長情報源を開く ↗
178GitHubスター+2 (+1.1 %) - 17活動中
ratel
MCPContext engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.
github測定済み成長情報源を開く ↗
434GitHubスター+4 (+0.93 %) - 18活動中
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
mcp測定済み成長情報源を開く ↗
MCP 設定に追加するリモートサーバー
https://mcp.apple-rag.com117GitHubスター+1 (+0.86 %) - 19活動中
A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
github測定済み成長情報源を開く ↗
1 763GitHubスター+15 (+0.86 %) - 20活動中
docmancer
スキルFind out what your coding agents already know. Docmancer indexes the memory, rules, and instructions Claude Code, Codex, Cursor, and Gemini wrote on your machine, then carries the durable parts to every agent. It is local-first and under…
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/docmancer/docmancer ~/.claude/skills/docmancer123GitHubスター+1 (+0.82 %) - 21活動中
Petrichor
スキルA self-hosted knowledge platform for humans and AI agents — publish wikis, blogs, and portable Agent Skills.
github測定済み成長情報源を開く ↗
インストール
git clone https://github.com/Ciao1019/Petrichor ~/.claude/skills/Petrichor127GitHubスター+1 (+0.79 %) - 22活動中
claude-mem
スキルPersistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, Codex, Gemini,…
github測定済み成長情報源を開く ↗
インストール
/plugin marketplace add thedotmack/claude-mem93 211GitHubスター+617 (+0.67 %) - 23活動中
promptfoo
その他Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI…
github測定済み成長情報源を開く ↗
24 825GitHubスター+159 (+0.64 %) - 24活動中
mem0
エージェントThe Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.
github測定済み成長情報源を開く ↗
64 714GitHubスター+387 (+0.60 %)
学習・参考リソース
情報源間で正規化した測定済み成長順です。 これらは個別に参照でき、主要ランキングには含まれません。
- 1活動中情報源を開く ↗
agent-systems-handbook
エージェント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…
githubリソース測定済み成長316GitHubスター+3 (+0.96 %)