Le descrizioni degli strumenti sono in inglese.

RAG e ricerca

Recupero, database vettoriali, embedding e ricerca semantica.

Utilizzo

Attività

Ordina per

147

Classifica degli strumenti

Classifica per crescita misurata e normalizzata tra le fonti. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

  1. 1

    Skill
    Attivo

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

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

    githubcrescita misurataApri fonte ↗

    Installa /plugin marketplace add zilliztech/memsearch

    2 532stelle GitHub+20 (+0.80 %)
  2. 2

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

    githubcrescita misurataApri fonte ↗

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

    965stelle GitHub+14 (+1.5 %)
  3. 3

    MCP
    Attivo

    Codebase understanding for AI coding agents — symbol graph, blast radius, semantic search.

    GoLicenza: MIT

      mcpcrescita misurataApri fonte ↗

      35stelle GitHub+3 (+9.4 %)
    • 4

      Altro
      Attivo

      Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders.

      TypeScriptLicenza: Apache-2.0
      • agent-workflow
      • agentic-workflow
      • agents
      • ai
      • aiagents

      githubcrescita misurataApri fonte ↗

      29 502stelle GitHub+29 (+0.10 %)
    • 5

      Agente
      Attivo

      SHM v6.9.1 DepFix — 自演化超图记忆系统（Recuris 闭环 + 批量写入 46x + 依赖修复）

      PythonLicenza: MIT
      • a2a
      • ai-agent
      • hypergraph
      • knowledge-graph
      • mcp

      githubcrescita misurataApri fonte ↗

      6stelle GitHub+1 (+20.0 %)
    • 6

      Skill
      Attivo

      A lightweight, lightning-fast, in-process vector database

      C++Licenza: Apache-2.0
      • agent-skills
      • db
      • embedded
      • faiss
      • hnsw

      githubcrescita misurataApri fonte ↗

      Installa git clone https://github.com/alibaba/zvec ~/.claude/skills/zvec

      15 539stelle GitHub+25 (+0.16 %)
    • 7

      MCP
      Attivo

      AI-powered code indexer with semantic search and knowledge graphs

      RustLicenza: Apache-2.0

        mcpcrescita misurataApri fonte ↗

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

        459stelle GitHub+9 (+2.0 %)
      • 8

        Agente
        Attivo

        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

        githubcrescita misurataApri fonte ↗

        101stelle GitHub+4 (+4.1 %)
      • 9

        MCP
        Attivo

        Google NotebookLM over MCP + a local HTTP REST API. Citation-backed Q&A, audio/video/content generation, multi-account rotation. For Claude Code, Codex, Cursor, n8n, Zapier, Make.

        TypeScriptLicenza: MIT
        • agentic-skill
        • anthropic
        • automation
        • citations
        • claude-code

        githubcrescita misurataApri fonte ↗

        168stelle GitHub+5 (+3.1 %)
      • 10

        Skill
        Attivo

        Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.

        • agent-memory
        • ai
        • ai-agents
        • ai-memory
        • anthropic

        githubcrescita misurataApri fonte ↗

        Installa git clone https://github.com/jaredrhod/ai-memory-vault ~/.claude/skills/ai-memory-vault

        594stelle GitHub+8 (+1.4 %)
      • 11

        Skill
        Attivo

        Production-grade AI coding rules for Cursor and Claude Code. 15 rules + 9 doc templates + skills + agents + MCP setup. Drop into any project.

        PythonLicenza: MIT
        • ai-agents
        • ai-coding
        • ai-development
        • ai-engineer
        • automation

        githubcrescita misurataApri fonte ↗

        Installa git clone https://github.com/aiagentwithdhruv/ai-dev-stack ~/.claude/skills/ai-dev-stack

        10stelle GitHub+1 (+11.1 %)
      • 12

        MCP
        Attivo

        Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.

        ↓ 61 download/settimanaTypeScriptLicenza: Apache-2.0

          mcpcrescita misurataApri fonte ↗

          Installa claude mcp add obsidian-brain -- npx obsidian-brain

          10stelle GitHub+1 (+11.1 %)
        • 13

          MCP
          Attivo

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

          ↓ 1 242 download/settimanaTypeScriptLicenza: AGPL-3.0

            mcpcrescita misurataApri fonte ↗

            Installa claude mcp add socraticode -- npx socraticode

            3 275stelle GitHub+12 (+0.37 %)
          • 14

            Skill
            Attivo

            🤖 Curated AI OSINT resources — Google dorks, Shodan queries, GitHub dorks, and techniques to discover exposed LLM endpoints, leaked AI API keys, misconfigured vector databases, and unprotected AI agents

            • agent-skills
            • ai-osint
            • ai-security
            • bug-bounty
            • clawhavoc

            githubcrescita misurataApri fonte ↗

            Installa git clone https://github.com/7WaySecurity/ai_osint ~/.claude/skills/ai_osint

            157stelle GitHub+4 (+2.6 %)
          • 15

            Altro
            Dormiente

            nano-degree in Agentic AI

            PythonLicenza: MIT
            • a2a
            • acp
            • agent
            • mcp
            • rag

            githubcrescita misurataApri fonte ↗

            13stelle GitHub+1 (+8.3 %)
          • 16

            MCP
            Dormiente

            Cross-session memory for AI agents - knowledge graph, scoring, semantic search

            ↓ 292 download/settimanaTypeScriptLicenza: MIT

              mcpcrescita misurataApri fonte ↗

              Installa claude mcp add agent-knowledge -- npx agent-knowledge

              13stelle GitHub+1 (+8.3 %)
            • 17

              Altro
              Attivo

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

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

              githubcrescita misurataApri fonte ↗

              308stelle GitHub+5 (+1.7 %)
            • 18

              Skill
              Attivo

              Hivemind turns your traces into reusable skills across agents

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

              githubcrescita misurataApri fonte ↗

              Installa /plugin marketplace add activeloopai/hivemind

              1 592stelle GitHub+8 (+0.51 %)
            • 19

              MCP
              Attivo

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

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

              githubcrescita misurataApri fonte ↗

              377stelle GitHub+5 (+1.3 %)
            • 20

              Skill
              Attivo

              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

              PythonLicenza: Apache-2.0
              • agent-skills
              • ai-agents
              • claude-code
              • codex
              • cursor

              githubcrescita misurataApri fonte ↗

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

              228stelle GitHub+4 (+1.8 %)
            • 21

              MCP
              Attivo

              Context Engineering: Build Consistent, Accurate, Predictable AI Systems

              PythonLicenza: Apache-2.0
              • agent-skills
              • agentic-ai
              • context-engineering
              • generative-ai
              • llm

              githubcrescita misurataApri fonte ↗

              133stelle GitHub+3 (+2.3 %)
            • 22

              MCP
              Attivo

              Local repo context for coding assistants with semantic search and graph relationships.

              ↓ 392 download/settimanaJavaScript

                mcpcrescita misurataApri fonte ↗

                Installa claude mcp add cortex -- npx @danielblomma/cortex-mcp

                18stelle GitHub+1 (+5.9 %)
              • 23

                Agente
                Dormiente

                Agent registration, discovery, and reliable async messaging — in one broker.

                Python
                • a2a
                • a2a-protocol
                • a2discovery
                • agent
                • agent-communication

                githubcrescita misurataApri fonte ↗

                18stelle GitHub+1 (+5.9 %)
              • 24

                MCP
                Attivo

                Graph-powered code intelligence with semantic search and knowledge graph for AI assistants

                ↓ 107 download/settimanaTypeScriptLicenza: NOASSERTION

                  mcpcrescita misurataApri fonte ↗

                  Installa claude mcp add codeseeker -- npx codeseeker

                  19stelle GitHub+1 (+5.6 %)

                Risorse didattiche e di riferimento

                Classifica per crescita misurata e normalizzata tra le fonti. Queste risorse restano accessibili separatamente e non partecipano alla classifica principale.

                1. 1

                  agent-systems-handbook

                  Agente
                  AttivoApri fonte ↗

                  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
                  githubRisorsacrescita misurata
                  317stelle GitHub+4 (+1.3 %)