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RAG und Suche

Retrieval, Vektordatenbanken, Embeddings und semantische Suche.

Anwendungsfall

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147

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

    Sonstige
    Aktiv

    An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.

    PythonLizenz: MIT
    • agent-security
    • ai-security
    • ai-security-tool
    • artificial-intelligence
    • ctf

    githubgemessenes WachstumQuelle öffnen ↗

    310GitHub-Sterne+7 (+2.3 %)
  2. 2

    Skill
    Aktiv

    Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.

    PythonLizenz: Apache-2.0
    • ai-agents
    • antigravity
    • ast
    • claude-code
    • code-analysis

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren git clone https://github.com/Graphify-Labs/graphify ~/.claude/skills/graphify

    113 548GitHub-Sterne+2 425 (+2.2 %)
  3. 3

    Agent
    Aktiv

    Data-Agent：从 0 到 1 构建 Text2SQL 智能体实战教程，覆盖 StateGraph 编排、双重 RAG、关系图谱、HITL 人工确认、SQL 自动纠错、Python Docker 沙盒执行与 A2A + SSE 流式交互。

    Kotlin
    • a2a
    • ai-agent
    • human-in-the-loop
    • rag
    • stategraph

    githubgemessenes WachstumQuelle öffnen ↗

    100GitHub-Sterne+2 (+2.0 %)
  4. 4

    MCP
    Aktiv

    MCP server for Claude Code and Codex. One tool call replaces ~42 minutes of agent exploration

    TypeScriptLizenz: MIT
    • ai-agents
    • claude
    • claude-ai
    • claude-code
    • claude-code-plugin

    githubgemessenes WachstumQuelle öffnen ↗

    102GitHub-Sterne+2 (+2.0 %)
  5. 5

    MCP
    Aktiv

    AI-powered code indexer with semantic search and knowledge graphs

    RustLizenz: Apache-2.0

      mcpgemessenes WachstumQuelle öffnen ↗

      Installieren claude mcp add octocode -- npx @muvon/octocode

      459GitHub-Sterne+9 (+2.0 %)
    • 6

      Skill
      Aktiv

      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,…

      PythonLizenz: MIT
      • agent-skills
      • ai-agents
      • ai-note-taking
      • ai-second-brain
      • anthropic

      githubgemessenes WachstumQuelle öffnen ↗

      Installieren git clone https://github.com/eugeniughelbur/obsidian-second-brain ~/.claude/skills/obsidian-second-brain

      4 292GitHub-Sterne+83 (+2.0 %)
    • 7

      Skill
      Aktiv

      Agent Skills for NVIDIA products — install into Claude Code, Codex, and other coding agents to run Physical AI, robotics, simulation, CUDA, and RAG workflows end to end.

      PythonLizenz: Apache-2.0
      • agent-skills
      • agentic-ai
      • ai-agents
      • claude-code
      • codex

      githubgemessenes WachstumQuelle öffnen ↗

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

      3 172GitHub-Sterne+61 (+2.0 %)
    • 8

      MCP
      Aktiv

      Search your past AI coding sessions — Claude Code, Codex, Cursor and 17 more. Indexes the session history they already wrote to disk, including months from before you installed it, and recalls it in any of them. No LLM, no embeddings, one…

      GoLizenz: MIT
      • agent-memory
      • ai-memory
      • claude-code
      • claude-code-hooks
      • claude-code-plugins

      githubgemessenes WachstumQuelle öffnen ↗

      742GitHub-Sterne+13 (+1.8 %)
    • 9

      Skill
      Aktiv

      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…

      PythonLizenz: MIT
      • agent-memory
      • ai
      • ai-agents
      • ai-memory
      • claude-code

      githubgemessenes WachstumQuelle öffnen ↗

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

      123GitHub-Sterne+2 (+1.7 %)
    • 10

      MCP
      Aktiv

      Local-first RAG server for developers. Semantic + keyword search for code and technical docs. Works with MCP or CLI. Fully private, zero setup.

      TypeScriptLizenz: MIT
      • agent-skills
      • cli-tool
      • developer-tools
      • hybrid-search
      • local-first

      githubgemessenes WachstumQuelle öffnen ↗

      378GitHub-Sterne+6 (+1.6 %)
    • 11

      Skill
      Aktiv

      FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.

      PythonLizenz: MIT
      • agent-skills
      • ai-persona
      • bdrc
      • buddhism
      • chinese-buddhism

      githubgemessenes WachstumQuelle öffnen ↗

      Installieren git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill

      380GitHub-Sterne+6 (+1.6 %)
    • 12

      Skill
      Aktiv
      Python
      • agent
      • agent-memory
      • agent-skills
      • agentic
      • dsh-plugin

      githubgemessenes WachstumQuelle öffnen ↗

      Installieren git clone https://github.com/mindscale-noah/MindMemOS ~/.claude/skills/MindMemOS

      970GitHub-Sterne+15 (+1.6 %)
    • 13

      Skill
      Aktiv

      Semantic Scholar API wrapper for agents — search 200M+ papers, traverse citations, find authors. Python, rate-limited, multi-agent.

      PythonLizenz: MIT
      • academic
      • agent-skill
      • agent-skills
      • citations
      • claude-code

      githubgemessenes WachstumQuelle öffnen ↗

      Installieren git clone https://github.com/Agents365-ai/semanticscholar-skill ~/.claude/skills/semanticscholar-skill

      68GitHub-Sterne+1 (+1.5 %)
    • 14

      MCP
      Aktiv

      AST knowledge graph MCP server for Claude Code — semantic search, call graph traversal, HTTP route tracing, impact analysis. Auto-indexes 10 languages via Tree-sitter.

      RustLizenz: MIT
      • ast
      • call-graph
      • claude-code
      • claude-code-plugin
      • code-navigation

      githubgemessenes WachstumQuelle öffnen ↗

      71GitHub-Sterne+1 (+1.4 %)
    • 15

      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.

      TypeScriptLizenz: MIT
      • accuracy
      • agents
      • claude-skills
      • context
      • harness

      githubgemessenes WachstumQuelle öffnen ↗

      433GitHub-Sterne+6 (+1.4 %)
    • 16

      MCP
      Aktiv

      A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

      GoLizenz: Apache-2.0
      • a2a
      • a2a-protocol
      • ag-ui
      • agent
      • agent-framework

      githubgemessenes WachstumQuelle öffnen ↗

      1 759GitHub-Sterne+24 (+1.4 %)
    • 17

      Skill
      Aktiv

      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,…

      PythonLizenz: MIT
      • agentic-ai
      • ai-agents
      • claude
      • claude-code
      • claude-skills

      githubgemessenes WachstumQuelle öffnen ↗

      Installieren git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom

      80GitHub-Sterne+1 (+1.3 %)
    • 18

      Skill
      Aktiv

      A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus.

      PythonLizenz: MIT
      • agent
      • agent-memory
      • ai-agents
      • claude-code
      • claude-code-plugin

      githubgemessenes WachstumQuelle öffnen ↗

      Installieren /plugin marketplace add zilliztech/memsearch

      2 546GitHub-Sterne+31 (+1.2 %)
    • 19

      MCP
      Aktiv

      Universal MCP Server with advanced AI memory capabilities and semantic search.

      ↓ 913 Downloads/WochePythonLizenz: Apache-2.0

        mcpgemessenes WachstumQuelle öffnen ↗

        Installieren claude mcp add marm-mcp-server -- uvx marm-mcp-server

        339GitHub-Sterne+4 (+1.2 %)
      • 20

        MCP
        Aktiv

        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…

        PythonLizenz: MIT
        • bigquery
        • claude-code
        • claude-code-plugin
        • faiss
        • mcp-server

        githubgemessenes WachstumQuelle öffnen ↗

        177GitHub-Sterne+2 (+1.1 %)
      • 21

        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,…

        JavaScriptLizenz: Apache-2.0
        • ai
        • ai-agents
        • ai-memory
        • anthropic
        • artificial-intelligence

        githubgemessenes WachstumQuelle öffnen ↗

        Installieren /plugin marketplace add thedotmack/claude-mem

        92 932GitHub-Sterne+965 (+1.0 %)
      • 22

        MCP
        Aktiv

        Self improving agents through iterations

        PythonLizenz: Apache-2.0
        • agent-learning
        • agent-memory
        • agentic-workflows
        • ai-agents
        • claude-code

        githubgemessenes WachstumQuelle öffnen ↗

        105GitHub-Sterne+1 (+0.96 %)
      • 23

        MCP
        Aktiv

        Compress 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.

        PythonLizenz: Apache-2.0
        • agent
        • ai
        • anthropic
        • claude-code
        • compression

        githubgemessenes WachstumQuelle öffnen ↗

        68 350GitHub-Sterne+630 (+0.93 %)

      Lern- und Referenzressourcen

      Nach gemessenem Wachstum und quellenübergreifend normalisiert sortiert. Diese Ressourcen bleiben getrennt zugänglich und fließen nicht in die Hauptwertung ein.

      1. 1

        dspy-skills

        Skill
        AktivQuelle öffnen ↗

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

        PythonLizenz: MIT
        • agent-skills
        • claude-code
        • claude-skills
        • dspy
        • llm
        github

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

        Ressourcegemessenes Wachstum
        122GitHub-Sterne+2 (+1.7 %)
      2. 2

        agent-systems-handbook

        Agent
        AktivQuelle öffnen ↗

        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…

        MDX
        • a2a
        • agent-framework
        • agent-memory
        • agentic-ai
        • agentic-workflow
        githubRessourcegemessenes Wachstum
        316GitHub-Sterne+3 (+0.96 %)