Die Werkzeugbeschreibungen sind auf Englisch.
RAG und Suche
Retrieval, Vektordatenbanken, Embeddings und semantische Suche.
Anwendungsfall
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135
Werkzeug-Rangliste
Nach gemessenem Wachstum und quellenübergreifend normalisiert sortiert. Rohwerte behalten ihr eigenes Zeitfenster; eine Änderung erfordert mindestens zwei Messungen in 7 Tagen.
- 1Aktiv
SR-Agents
SkillSRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/oneal2000/SR-Agents ~/.claude/skills/SR-Agents102GitHub-Sterne+1 (+0.99 %) - 2Aktiv
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.
githubgemessenes WachstumQuelle öffnen ↗
434GitHub-Sterne+4 (+0.93 %) - 3Aktiv
skills
SkillAgent 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
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/qdrant/skills ~/.claude/skills/skills230GitHub-Sterne+2 (+0.88 %) - 4Aktiv
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
mcpgemessenes WachstumQuelle öffnen ↗
Remote-Server, in der MCP-Konfiguration anzugeben
https://mcp.apple-rag.com117GitHub-Sterne+1 (+0.86 %) - 5Aktiv
Petrichor
SkillA self-hosted knowledge platform for humans and AI agents — publish wikis, blogs, and portable Agent Skills.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/Ciao1019/Petrichor ~/.claude/skills/Petrichor127GitHub-Sterne+1 (+0.79 %) - 6Aktiv
claude-mem
SkillPersistent 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,…
githubgemessenes WachstumQuelle öffnen ↗
Installieren
/plugin marketplace add thedotmack/claude-mem93 300GitHub-Sterne+625 (+0.67 %) - 7Aktiv
promptfoo
SonstigeTest 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…
githubgemessenes WachstumQuelle öffnen ↗
24 846GitHub-Sterne+163 (+0.66 %) - 8Aktiv
A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
githubgemessenes WachstumQuelle öffnen ↗
1 763GitHub-Sterne+11 (+0.63 %) - 9Aktiv
mem0
AgentThe Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.
githubgemessenes WachstumQuelle öffnen ↗
64 752GitHub-Sterne+368 (+0.57 %) - 10Aktiv
nuwax
SonstigeNuwax Agent OS - An enterprise-grade AI Agent Development and Operation Platform - Providing a complete solution for agent creation and distribution, knowledge base management, model proxy, memory system, and plugin ecosystem.
githubgemessenes WachstumQuelle öffnen ↗
880GitHub-Sterne+5 (+0.57 %) - 11Aktiv
Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.
mcpgemessenes WachstumQuelle öffnen ↗
Installieren
claude mcp add arxiv-mcp-server -- uvx arxiv-mcp-server3 108GitHub-Sterne+17 (+0.55 %) - 12Aktiv
Master-skill
SkillFoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill382GitHub-Sterne+2 (+0.53 %) - 13Aktiv
cocoindex
AgentIncremental engine for long horizon agents 🌟 Star if you like it!
githubgemessenes WachstumQuelle öffnen ↗
11 491GitHub-Sterne+56 (+0.49 %) - 14Aktiv
ragflow
AgentRAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
githubgemessenes WachstumQuelle öffnen ↗
90 103GitHub-Sterne+414 (+0.46 %) - 15Aktiv
cognee
SkillCognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.
githubgemessenes WachstumQuelle öffnen ↗
Installieren
git clone https://github.com/topoteretes/cognee ~/.claude/skills/cognee30 500GitHub-Sterne+139 (+0.46 %) - 16Aktiv
open-webui
AppUser-friendly AI Interface (Supports Ollama, OpenAI API, ...)
githubgemessenes WachstumQuelle öffnen ↗
151 072GitHub-Sterne+621 (+0.41 %) - 17Aktiv
dify
SonstigeBuild Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without rebuilding the stack.
githubgemessenes WachstumQuelle öffnen ↗
154 550GitHub-Sterne+614 (+0.40 %) - 18Aktiv
anything-llm
SonstigeStop renting your intelligence. Own it with AnythingLLM. Everything you need for a powerful local-first agent experience
githubgemessenes WachstumQuelle öffnen ↗
65 666GitHub-Sterne+259 (+0.40 %) - 19Aktiv
MCP server for local codebase indexing, semantic search, and code dependency graphs.
mcpgemessenes WachstumQuelle öffnen ↗
Installieren
claude mcp add socraticode -- npx socraticode3 287GitHub-Sterne+12 (+0.37 %) - 20Aktiv
Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.
mcpgemessenes WachstumQuelle öffnen ↗
Installieren
claude mcp add shodh-memory -- npx @shodh/memory-mcp277GitHub-Sterne+1 (+0.36 %) - 21Aktiv
qdrant
SonstigeQdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
githubgemessenes WachstumQuelle öffnen ↗
34 401GitHub-Sterne+122 (+0.36 %) - 22Aktiv
atmosphere
AgentPortable AI agent runtime for the JVM. One @Agent class runs on Spring AI, LangChain4j, Anthropic, or 9 more behind one SPI. Token streaming, tool calls, human approvals, and governance over WebSocket, SSE, gRPC, or WebTransport/HTTP3.…
githubgemessenes WachstumQuelle öffnen ↗
3 809GitHub-Sterne+13 (+0.34 %) - 23119 214GitHub-Sterne+378 (+0.32 %)
Lern- und Referenzressourcen
Nach gemessenem Wachstum und quellenübergreifend normalisiert sortiert. Diese Ressourcen bleiben getrennt zugänglich und fließen nicht in die Hauptwertung ein.
- 1AktivQuelle öffnen ↗
dspy-skills
SkillCollection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically
githubInstallieren
Ressourcegemessenes Wachstumgit clone https://github.com/OmidZamani/dspy-skills ~/.claude/skills/dspy-skills122GitHub-Sterne+1 (+0.83 %) - 2AktivQuelle öffnen ↗
awesome-llm-apps
Skill100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.
githubInstallieren
Ressourcegemessenes Wachstumgit clone https://github.com/Shubhamsaboo/awesome-llm-apps ~/.claude/skills/awesome-llm-apps136 261GitHub-Sterne+949 (+0.70 %)