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 mista: la crescita misurata ha la precedenza. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

  1. 1
    SconosciutoUltimo commit: non disponibile

    Temporal memory MCP server with LanceDB vector search, weight-decay scoring, and LLM consolidation

    mcpmomentum stimatoApri fonte ↗

    Installa claude mcp add mem-context -- uvx mem-context

    21download in 7 giorni
  2. 2
    SconosciutoUltimo commit: non disponibile

    Local-first bookmark management with semantic search and AI-powered organization

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add bookmark-lens -- uvx bookmark-lens

    21download in 7 giornistabile
  3. 3
    Attivo

    Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add rag-mcp -- uvx jaimenbell-rag-mcp

    0stelle GitHubstabile
  4. 4
    SconosciutoUltimo commit: non disponibile

    Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.

    mcpmomentum stimatoApri fonte ↗

    Installa claude mcp add memforge-memory -- npx @memforgeai/memory-service

    17download in 7 giorni
  5. 5
    Dormiente

    Knowledge API for AI agents — content, agent directory, model benchmarks, semantic search.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add voidfeed-mcp -- npx voidfeed-mcp

    0stelle GitHubstabile
  6. 6

    MCP
    SconosciutoUltimo commit: non disponibile

    Persistent memory for AI agents with rollback, audit trails, and semantic search.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add novyx-mcp -- uvx novyx-mcp

    15download in 7 giornistabile
  7. 7
    Dormiente

    Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add local-faiss-mcp -- uvx local-faiss-mcp

    33stelle GitHubstabile
  8. 8
    Abbandonato

    MCP server for YandexGPT — completions, embeddings, classification, summarization (Russia)

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add yandexgpt-mcp -- npx @theyahia/yandexgpt-mcp

    0stelle GitHubstabile
  9. 9

    Agente
    Attivo

    The Memory Layer for AI Agents - Drop-in memory infrastructure for AI agents and apps. Context that persists. Built for production.

    githubcrescita misurataApri fonte ↗

    64 602stelle GitHub+387 (+0.60 %)
  10. 10

    Altro
    Attivo

    The Postgres development platform. Supabase gives you a dedicated Postgres database to build your web, mobile, and AI applications.

    githubcrescita misurataApri fonte ↗

    108 763stelle GitHub+260 (+0.24 %)
  11. 11

    Altro
    Attivo

    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…

    githubcrescita misurataApri fonte ↗

    24 768stelle GitHub+142 (+0.58 %)
  12. 12

    Altro
    Attivo

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

    githubcrescita misurataApri fonte ↗

    311stelle GitHub+6 (+2.0 %)
  13. 13

    Libreria
    Attivo

    Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you…

    githubcrescita misurataApri fonte ↗

    39 475stelle GitHub+37 (+0.09 %)
  14. 14

    Altro
    Attivo

    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.

    githubcrescita misurataApri fonte ↗

    154 271stelle GitHub+567 (+0.37 %)
  15. 15

    Altro
    Attivo

    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/

    githubcrescita misurataApri fonte ↗

    34 347stelle GitHub+116 (+0.34 %)
  16. 16

    Agente
    Attivo

    TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.

    githubcrescita misurataApri fonte ↗

    40 484stelle GitHub+6 (+0.01 %)
  17. 17

    Altro
    Attivo

    Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.

    githubcrescita misurataApri fonte ↗

    9 433stelle GitHub+9 (+0.10 %)
  18. 18

    Altro
    Attivo

    Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search

    githubcrescita misurataApri fonte ↗

    45 938stelle GitHub+100 (+0.22 %)
  19. 19

    Altro
    Attivo

    Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for…

    githubcrescita misurataApri fonte ↗

    26 400stelle GitHub+54 (+0.20 %)
  20. 20

    Altro
    Attivo

    High-performance data engine for AI and multimodal workloads. Process images, audio, video, and structured data at any scale

    githubcrescita misurataApri fonte ↗

    5 736stelle GitHub+5 (+0.09 %)
  21. 21

    Agente
    Attivo

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

    githubcrescita misurataApri fonte ↗

    11 453stelle GitHub+32 (+0.28 %)
  22. 22

    Altro
    Attivo

    Graph-Native Infrastructure for Context and Accountable AI Systems

    githubcrescita misurataApri fonte ↗

    11 740stelle GitHub+678 (+6.1 %)
  23. 23

    Libreria
    Attivo

    LakeSoul is an end-to-end, realtime cloud-native Lakehouse framework for fast data ingestion, concurrent updates, incremental analytics, multimodal data processing and vector search — powering next-generation BI and AI workloads.

    githubcrescita misurataApri fonte ↗

    3 249stelle GitHub+2 (+0.06 %)
  24. 24

    App
    Attivo

    World's first open-source enterprise world model.

    githubcrescita misurataApri fonte ↗

    2 428stelle GitHub+1 596 (+191.8 %)

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
    AttivoApri fonte ↗

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

    github

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

    Risorsacrescita misurata
    135 793stelle GitHub+1 057 (+0.78 %)