Le descrizioni degli strumenti sono in inglese.

RAG e ricerca

Recupero, database vettoriali, embedding e ricerca semantica.

Utilizzo

Attività

Ordina per

142

Classifica degli strumenti

Ranked by normalized popularity across sources. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

  1. 1

    MCP
    Attivo

    AURA is a production-tested SRE agent platform you can deploy in minutes. AURA handles the guardrails, APIs, state management, streaming, and failure handling required to put AI to work safely on production infrastructure.

    RustLicenza: Apache-2.0
    • a2a
    • ai-agent-framework
    • ai-agents
    • ai-sre
    • aiops

    githubcrescita misurataApri fonte ↗

    291stelle GitHub+33 (+12.8 %)
  2. 2

    MCP
    Attivo

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

    ↓ 85 download/settimanaRustLicenza: Apache-2.0

      mcpcrescita misurataApri fonte ↗

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

      276stelle GitHubstabile
    • 3

      Skill
      Attivo

      全流程 智能招投标 Agent：标书生成 · 招投标解读 · 标书检查 · 标书文档ai排版 · 商机发现 一键完成。 21 项合规检查 · 多模型切换 · RAG 知识库 · OCR 抽取。 从招标公告到可交付 docx 文档，全流程 AI 自动化。

      PythonLicenza: AGPL-3.0
      • agent-skills
      • agentic-workflow
      • ai-agent
      • bid-management
      • bidding

      githubcrescita misurataApri fonte ↗

      Installa git clone https://github.com/guangshu100/BidMaster-Pro ~/.claude/skills/BidMaster-Pro

      244stelle GitHub+25 (+11.4 %)
    • 4

      MCP
      Attivo

      A semantic search engine for files and code.

      PythonLicenza: MIT

        mcpcrescita misurataApri fonte ↗

        Installa claude mcp add vexor -- uvx vexor

        239stelle GitHubstabile
      • 5

        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

        230stelle GitHub+4 (+1.8 %)
      • 6

        Skill
        Attivo

        The Complete AI Development Toolkit for Claude Code. 106 skills, 36 agents, 171 hooks. Install `ork` for stable (v9.x), or `ork-alpha` for the v10 line, which ships daily.

        TypeScriptLicenza: MIT
        • agent-orchestration
        • agents
        • ai-agents
        • ai-development
        • anthropic

        githubcrescita misurataApri fonte ↗

        Installa /plugin marketplace add yonatangross/orchestkit

        227stelle GitHub+3 (+1.3 %)
      • 7

        MCP
        Attivo

        Pure instruction-pack skill wrapping Ai2's Asta MCP server (Semantic Scholar). Intent-to-tool routing, safe defaults, multi-agent.

        Licenza: MIT
        • academic
        • agent-skill
        • agent-skills
        • asta
        • asta-skill

        githubcrescita misurataApri fonte ↗

        183stelle GitHub-1 (-0.54 %)
      • 8

        MCP
        Attivo

        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…

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

        githubcrescita misurataApri fonte ↗

        178stelle GitHub+2 (+1.1 %)
      • 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 ↗

        173stelle GitHub+8 (+4.8 %)
      • 10

        Altro
        Attivo

        Deploy intelligence. Open-source infrastructure for AI agents in production.

        • a2a
        • agent-framework
        • agent-orchestration
        • agent-server
        • agentic-ai

        githubcrescita misurataApri fonte ↗

        169stelle GitHub-7 (-4.0 %)
      • 11

        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

        161stelle GitHub+7 (+4.5 %)
      • 12

        Altro
        Attivo

        剧本分镜工具智能体（PenShot）：电影/动漫/短剧/小说/剧本→分镜→片段→prompt | 基于 LangGraph+LLM，自动解析任意格式剧本，生成 Sora/Veo/Runway 等模型可用的连贯text-to-video提示词。保持角色/剧情跨片段一致，支持 MCP/REST API/函数调用 | Python库 + A2A集成。（LLM-powered screenplay-to-video-prompt agent. Break scripts into…

        PythonLicenza: MIT
        • agent-to-agent
        • ai-filmmaking
        • ai-video-generation
        • character-consistency
        • function-calling

        githubcrescita misurataApri fonte ↗

        160stelle GitHub+7 (+4.6 %)
      • 13

        Skill
        Attivo

        Local-first, auditable Python code agent. Ships its own 30-task hidden-test benchmark plus SWE-bench Verified scored by the official harness -- every number reproducible, negative results included.

        PythonLicenza: MIT
        • agent
        • agent-evaluation
        • agent-skills
        • code-agent
        • llm

        githubcrescita misurataApri fonte ↗

        Installa git clone https://github.com/hwfengcs/DM-Code-Agent ~/.claude/skills/DM-Code-Agent

        151stelle GitHubstabile
      • 14

        Agente
        Attivo

        Ruby's capable AI runtime

        RubyLicenza: MIT
        • a2a
        • a2a-client
        • agent
        • agent2agent
        • agents

        githubcrescita misurataApri fonte ↗

        139stelle GitHub+2 (+1.5 %)
      • 15

        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 ↗

        136stelle GitHub+5 (+3.8 %)
      • 16

        Skill
        Attivo

        A self-hosted knowledge platform for humans and AI agents — publish wikis, blogs, and portable Agent Skills.

        TypeScriptLicenza: Apache-2.0
        • agent-skills
        • ai-agent
        • blog
        • golang
        • knowledge-base

        githubcrescita misurataApri fonte ↗

        Installa git clone https://github.com/Ciao1019/Petrichor ~/.claude/skills/Petrichor

        127stelle GitHub+1 (+0.79 %)
      • 17

        Skill
        Attivo

        Local-first AI knowledge app and Agent Skill with evidence-backed Wiki, an interactive knowledge universe, Viki Q&A, and shareable knowledge galaxies.

        JavaScriptLicenza: MIT
        • agent-skills
        • ai-agents
        • ai-assistant
        • claude-code
        • codex

        githubcrescita misurataApri fonte ↗

        Installa git clone https://github.com/NimaChu/my-wiki ~/.claude/skills/my-wiki

        123stelle GitHubstabile
      • 18

        Skill
        Attivo

        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…

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

        githubcrescita misurataApri fonte ↗

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

        123stelle GitHub+1 (+0.82 %)
      • 19

        MCP
        Attivo

        Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients

        TypeScriptLicenza: MIT

          mcpcrescita misurataApri fonte ↗

          Server remoto da dichiarare nella configurazione MCP https://mcp.apple-rag.com

          117stelle GitHub+1 (+0.86 %)
        • 20

          MCP
          Attivo

          Self improving agents through iterations

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

          githubcrescita misurataApri fonte ↗

          105stelle GitHub+1 (+0.96 %)
        • 21

          MCP
          Attivo

          Pay-per-use IBM Granite AI via x402: chat, code, embeddings, forecasting. USDC on Base or Solana.

          JavaScriptLicenza: Apache-2.0

            mcpcrescita misurataApri fonte ↗

            Server remoto da dichiarare nella configurazione MCP https://three.ws/api/ibm-mcp

            105stelle GitHubstabile
          • 22

            MCP
            Attivo

            Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.

            ↓ 84 download/settimanaJavaScriptLicenza: Apache-2.0

              mcpcrescita misurataApri fonte ↗

              Installa claude mcp add alibaba-cloud -- npx @three-ws/alibaba-cloud-mcp

              105stelle GitHubstabile
            • 23

              MCP
              Attivo

              IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.

              ↓ 73 download/settimanaJavaScriptLicenza: Apache-2.0

                mcpcrescita misurataApri fonte ↗

                Installa claude mcp add ibm-watsonx -- npx @three-ws/ibm-watsonx-mcp

                105stelle GitHubstabile

              Risorse didattiche e di riferimento

              Ranked by normalized popularity across sources. Queste risorse restano accessibili separatamente e non partecipano alla classifica principale.

              1. 1

                dspy-skills

                Skill
                AttivoApri fonte ↗

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

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

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

                Risorsacrescita misurata
                122stelle GitHub+1 (+0.83 %)
              2. 2

                atlas-agent-control-plane

                Skill
                AttivoApri fonte ↗

                AtlasAgent - an auditable AI agent control plane: evidence-backed memory, governed tool runtime, checkpoint DAG recovery, and a 55-chapter engineering tutorial. FastAPI / Next.js PWA / Textual TUI

                PythonLicenza: MIT
                • agent
                • agent-framework
                • agent-orchestration
                • agent-skills
                • agentic-ai
                github

                Installa git clone https://github.com/malevrigns/atlas-agent-control-plane ~/.claude/skills/atlas-agent-control-plane

                Risorsacrescita misurata
                110stelle GitHub+44 (+66.7 %)