Die Werkzeugbeschreibungen sind auf Englisch.

RAG und Suche

Retrieval, Vektordatenbanken, Embeddings und semantische Suche.

Anwendungsfall

Aktivität

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147

Werkzeug-Rangliste

Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. Rohwerte behalten ihr eigenes Zeitfenster; eine Änderung erfordert mindestens zwei Messungen in 7 Tagen.

  1. 1

    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-Sternestabil
  2. 2

    Skill
    Aktiv

    Lightweight Doc-to-agent-ready knowledge pipeline. Three-stage Bronze→Silver→Gold architecture extracts structured elements, page content, and AI-enriched metadata from research papers and books. Generate PRDs, workflows, topic clusters,…

    Python
    • agent-use-ready
    • ai-agents
    • claude-code
    • claude-skills
    • doc-converter

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren git clone https://github.com/agentii-ai/DocMeld ~/.claude/skills/DocMeld

    100GitHub-Sternestabil
  3. 3

    Skill
    Aktiv

    Andrej Karpathy's LLM Wiki pattern as a skill & Claude Code plugin — turn accumulated sources into a self-maintaining, scalable markdown knowledge base.

    TypeScriptLizenz: MIT
    • ai-tools
    • claude-code-plugin
    • claude-code-skill
    • codex-skill
    • cursor

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add praneybehl/llm-wiki-plugin

    97GitHub-Sterne+3 (+3.2 %)
  4. 4

    Sonstige
    Aufgegeben

    Step-by-step challenge lab repo to build your custom LLM Deep Researcher Assistant using Genkit

    TypeScript
    • a2a
    • deep-research
    • firestore
    • gcp
    • genkit

    githubgemessenes WachstumQuelle öffnen ↗

    97GitHub-Sternestabil
  5. 5

    Agent
    Aktiv

    🚀 Way Back Home

    PythonLizenz: Apache-2.0
    • a2a
    • adk
    • agents
    • bigquery
    • google-cloud

    githubgemessenes WachstumQuelle öffnen ↗

    96GitHub-Sternestabil
  6. 6

    Agent
    Aufgegeben

    Open-Source AI-powered web browser. Browse the web with your own LLM API key. Alternative to Dia / Comet.

    TypeScript
    • a2a
    • agent
    • ai
    • ai-agents
    • browser

    githubgemessenes WachstumQuelle öffnen ↗

    94GitHub-Sternestabil
  7. 7

    Skill
    Aktiv

    AI-agent skill producing reusable Markdown from PDFs. It turns flowcharts, diagrams, and charts into text beside each caption instead of empty links. It checks an earlier conversion against the PDF and fixes misread or missing parts. Long…

    PythonLizenz: AGPL-3.0
    • agent-skills
    • ai-agents
    • codex
    • codex-skill
    • document-conversion

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren git clone https://github.com/libnyx/LT2MD ~/.claude/skills/LT2MD

    89GitHub-Sterne+38 (+74.5 %)
  8. 8

    Skill
    Aktiv

    Distill any document corpus into a navigable skill hierarchy for LLM agents — no retrieval system needed at serve time.

    PythonLizenz: MIT
    • agent-skills
    • emnlp-2026
    • enterprise-search
    • llm
    • llm-agents

    githubgeschätztes MomentumQuelle öffnen ↗

    Installieren git clone https://github.com/dukesun99/Corpus2Skill ~/.claude/skills/Corpus2Skill

    83GitHub-Sterne—
  9. 9

    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 %)
  10. 10

    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 %)
  11. 11

    MCP
    Aktiv

    Cross-platform persistent memory MCP for Codex, Gemini CLI, Claude Code, and other local MCP hosts. 36 cited neuroscience mechanisms, local-first SQLite/PostgreSQL, hybrid retrieval, decay-based consolidation, and reproducible benchmarks.…

    PythonLizenz: MIT
    • agent-memory-system
    • agent-skills
    • causal-inference
    • claude-code
    • codex

    githubgemessenes WachstumQuelle öffnen ↗

    71GitHub-Sternestabil
  12. 12

    Skill
    Aktiv

    The official Pinecone marketplace for Claude Code Plugins

    PythonLizenz: MIT
    • anthropic-claude
    • claude-code
    • claude-code-plugin
    • claude-code-plugin-marketplace
    • hybrid-search

    githubgemessenes WachstumQuelle öffnen ↗

    Installieren /plugin marketplace add pinecone-io/pinecone-claude-code-plugin

    68GitHub-Sternestabil
  13. 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-Sternestabil
  14. 14

    MCP
    Aktiv

    Local-first MCP memory server: SQLite, FTS5 and vector search, AES-256-GCM. 55 tools, no cloud.

    RustLizenz: MIT

      mcpgemessenes WachstumQuelle öffnen ↗

      67GitHub-Sterne+14 (+26.4 %)
    • 15

      MCP
      Aktiv

      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

      PythonLizenz: MIT
      • ai-memory
      • ai-tools
      • anthropic
      • chromadb
      • claude-code

      githubgemessenes WachstumQuelle öffnen ↗

      66GitHub-Sternestabil
    • 16

      MCP
      Aktiv

      Token-efficient code review knowledge graph: semantic search and call-graph resolution.

      PythonLizenz: Apache-2.0

        mcpgemessenes WachstumQuelle öffnen ↗

        Installieren claude mcp add better-code-review-graph -- uvx better-code-review-graph

        66GitHub-Sternestabil
      • 17

        Skill
        Aktiv

        Agent skills for LandingAI's Agentic Document Extraction (ADE) — production-ready document AI for agentic coding assistants

        Lizenz: MIT
        • ade
        • agent-skills
        • claude
        • document-extraction
        • document-processing

        githubgemessenes WachstumQuelle öffnen ↗

        Installieren git clone https://github.com/landing-ai/ade-document-processing-skills ~/.claude/skills/ade-document-processing-skills

        64GitHub-Sternestabil
      • 18

        MCP
        Aktiv

        RuvNet 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),…

        JavaScript
        • agentdb
        • ai-agents
        • anthropic-claude
        • claude-code
        • claude-code-plugin

        githubgemessenes WachstumQuelle öffnen ↗

        64GitHub-Sternestabil
      • 19

        MCP
        Aktiv

        Semantic search and pattern discovery for Obsidian and markdown vaults.

        TypeScript

          mcpgemessenes WachstumQuelle öffnen ↗

          59GitHub-Sterne+7 (+13.5 %)
        • 20

          MCP
          Aufgegeben

          Multi-Agent Systems with Google's Agent Development Kit + A2A + MCP

          PythonLizenz: Apache-2.0
          • a2a
          • adk
          • agentdevelopmentkit
          • chatbot
          • cloudrun

          githubgemessenes WachstumQuelle öffnen ↗

          58GitHub-Sternestabil
        • 21

          Agent
          Aktiv

          专利侵权分析系统 —— 输入专利公开号，产出竞品侵权分析报告；同时打包成 skill，可被任意 agent（dsh, codex, claudecode 等） 调用。

          Python
          • agentic-ai
          • claim-chart
          • claude-code
          • claude-code-skill
          • codex

          githubgemessenes WachstumQuelle öffnen ↗

          57GitHub-Sternestabil
        • 22

          MCP
          Aktiv

          Local-first AI PKM for coding conversations: import Claude Code/Cursor/Codex, distill notes, semantic search, tag graph, MCP memory.

          TypeScriptLizenz: Apache-2.0
          • agent-skills
          • ai-memory
          • ai-tools
          • claude-code
          • codex

          githubgemessenes WachstumQuelle öffnen ↗

          57GitHub-Sterne+2 (+3.6 %)
        • 23

          Sonstige
          Aktiv

          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…

          RustLizenz: MIT
          • a2a
          • acp
          • ai-agent
          • claude
          • cli

          githubgemessenes WachstumQuelle öffnen ↗

          57GitHub-Sternestabil
        • 24

          MCP
          Aktiv

          Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, and context across sessions. Hybrid FTS5 + TF-IDF search with episode batching. Single SQLite DB, no external services. Alternative to claude-mem…

          JavaScriptLizenz: MIT
          • agent-memory
          • ai-coding-assistant
          • ai-memory
          • anthropic
          • claude

          githubgemessenes WachstumQuelle öffnen ↗

          56GitHub-Sterne+2 (+3.7 %)

        Lern- und Referenzressourcen

        Ranked by known GitHub stars, highest first; archived repositories come after maintained repositories. Diese Ressourcen bleiben getrennt zugänglich und fließen nicht in die Hauptwertung ein.

        1. 1

          membrane

          Skill
          RuhendQuelle öffnen ↗

          A selective learning and memory substrate for agentic systems — typed, revisable, decayable memory with competence learning and trust-aware retrieval.

          GoLizenz: MIT
          • agent
          • agent-framework
          • agent-memory
          • agent-skills
          • agentic
          github

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

          Ressourcegemessenes Wachstum
          94GitHub-Sternestabil