Die Werkzeugbeschreibungen sind auf Englisch.

RAG und Suche

Retrieval, Vektordatenbanken, Embeddings und semantische Suche.

Anwendungsfall

Aktivität

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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.

  1. 1

    Skill
    Aktiv

    SRA-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-Agents

    102GitHub-Sterne+1 (+0.99 %)
  2. 2

    MCP
    Aktiv

    Context 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 %)
  3. 3

    Skill
    Aktiv

    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

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren git clone https://github.com/qdrant/skills ~/.claude/skills/skills

    230GitHub-Sterne+2 (+0.88 %)
  4. 4
    Aktiv

    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.com

    117GitHub-Sterne+1 (+0.86 %)
  5. 5

    Skill
    Aktiv

    A 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/Petrichor

    127GitHub-Sterne+1 (+0.79 %)
  6. 6

    Skill
    Aktiv

    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,…

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add thedotmack/claude-mem

    93 300GitHub-Sterne+625 (+0.67 %)
  7. 7

    Sonstige
    Aktiv

    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…

    githubgemessenes WachstumQuelle öffnen ↗

    24 846GitHub-Sterne+163 (+0.66 %)
  8. 8
    Aktiv

    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 %)
  9. 9

    Agent
    Aktiv

    The 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 %)
  10. 10

    Sonstige
    Aktiv

    Nuwax 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 %)
  11. 11
    Aktiv

    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-server

    3 108GitHub-Sterne+17 (+0.55 %)
  12. 12

    Skill
    Aktiv

    FoJin-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-skill

    382GitHub-Sterne+2 (+0.53 %)
  13. 13

    Agent
    Aktiv

    Incremental engine for long horizon agents 🌟 Star if you like it!

    githubgemessenes WachstumQuelle öffnen ↗

    11 491GitHub-Sterne+56 (+0.49 %)
  14. 14

    Agent
    Aktiv

    RAGFlow 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 %)
  15. 15

    Skill
    Aktiv

    Cognee 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/cognee

    30 500GitHub-Sterne+139 (+0.46 %)
  16. 16
    Aktiv

    User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

    githubgemessenes WachstumQuelle öffnen ↗

    151 072GitHub-Sterne+621 (+0.41 %)
  17. 17

    Sonstige
    Aktiv

    Build 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 %)
  18. 18

    Sonstige
    Aktiv

    Stop 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 %)
  19. 19
    Aktiv

    MCP server for local codebase indexing, semantic search, and code dependency graphs.

    mcpgemessenes WachstumQuelle öffnen ↗

    Installieren claude mcp add socraticode -- npx socraticode

    3 287GitHub-Sterne+12 (+0.37 %)
  20. 20
    Aktiv

    Cognitive memory for AI agents — semantic search, Hebbian learning, knowledge graphs.

    mcpgemessenes WachstumQuelle öffnen ↗

    Installieren claude mcp add shodh-memory -- npx @shodh/memory-mcp

    277GitHub-Sterne+1 (+0.36 %)
  21. 21

    Sonstige
    Aktiv

    Qdrant - 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 %)
  22. 22

    Agent
    Aktiv

    Portable 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 %)
  23. 23
    Aktiv

    21 Lessons, Get Started Building with Generative AI

    githubgemessenes WachstumQuelle öffnen ↗

    119 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.

  1. 1
    AktivQuelle öffnen ↗

    Collection of Claude Skills for DSPy framework - program language models, optimize prompts, and build RAG pipelines systematically

    github

    Installieren git clone https://github.com/OmidZamani/dspy-skills ~/.claude/skills/dspy-skills

    Ressourcegemessenes Wachstum
    122GitHub-Sterne+1 (+0.83 %)
  2. 2
    AktivQuelle öffnen ↗

    100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.

    github

    Installieren git clone https://github.com/Shubhamsaboo/awesome-llm-apps ~/.claude/skills/awesome-llm-apps

    Ressourcegemessenes Wachstum
    136 261GitHub-Sterne+949 (+0.70 %)