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
    Attivo

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

    mcpcrescita misurataApri fonte ↗

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

    105stelle GitHubstabile
  2. 2
    Attivo

    x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add ibm-x402-mcp -- npx @three-ws/ibm-x402-mcp

    105stelle GitHubstabile
  3. 3
    Attivo

    Self improving agents through iterations

    githubcrescita misurataApri fonte ↗

    104stelle GitHubstabile
  4. 4

    Skill
    Attivo

    SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.

    githubcrescita misurataApri fonte ↗

    Installa git clone https://github.com/oneal2000/SR-Agents ~/.claude/skills/SR-Agents

    102stelle GitHub+1 (+0.99 %)
  5. 5
    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。

    githubcrescita misurataApri fonte ↗

    100stelle GitHub-1 (-0.99 %)
  6. 6

    Skill
    Attivo

    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,…

    githubcrescita misurataApri fonte ↗

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

    100stelle GitHubstabile
  7. 7
    Attivo

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

    githubcrescita misurataApri fonte ↗

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

    99stelle GitHub+5 (+5.3 %)
  8. 8

    Agente
    Attivo

    🚀 Way Back Home

    githubcrescita misurataApri fonte ↗

    96stelle GitHubstabile
  9. 9

    Skill
    Attivo

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

    githubcrescita misurataApri fonte ↗

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

    84stelle GitHub+1 (+1.2 %)
  10. 10
    Attivo

    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,…

    githubcrescita misurataApri fonte ↗

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

    81stelle GitHub+1 (+1.2 %)
  11. 11
    Attivo

    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.

    githubcrescita misurataApri fonte ↗

    72stelle GitHub+2 (+2.9 %)
  12. 12

    MCP
    Attivo

    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.…

    githubcrescita misurataApri fonte ↗

    71stelle GitHubstabile
  13. 13
    Attivo

    The official Pinecone marketplace for Claude Code Plugins

    githubcrescita misurataApri fonte ↗

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

    68stelle GitHubstabile
  14. 14
    Attivo

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

    githubcrescita misurataApri fonte ↗

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

    68stelle GitHubstabile
  15. 15
    Attivo

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

    mcpcrescita misurataApri fonte ↗

    67stelle GitHubstabile
  16. 16
    Attivo

    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

    githubcrescita misurataApri fonte ↗

    67stelle GitHub+1 (+1.5 %)
  17. 17
    Attivo

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

    mcpcrescita misurataApri fonte ↗

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

    66stelle GitHubstabile
  18. 18
    Attivo

    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),…

    githubcrescita misurataApri fonte ↗

    65stelle GitHub+1 (+1.6 %)
  19. 19
    Attivo

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

    githubcrescita misurataApri fonte ↗

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

    64stelle GitHubstabile
  20. 20

    MCP
    Attivo

    Semantic search and pattern discovery for Obsidian and markdown vaults.

    mcpcrescita misurataApri fonte ↗

    59stelle GitHubstabile
  21. 21

    Agente
    Attivo

    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。

    githubcrescita misurataApri fonte ↗

    59stelle GitHub+2 (+3.5 %)
  22. 22

    Altro
    Attivo

    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…

    githubcrescita misurataApri fonte ↗

    58stelle GitHub+1 (+1.8 %)
  23. 23
    Attivo

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

    githubcrescita misurataApri fonte ↗

    58stelle GitHub+3 (+5.5 %)
  24. 24
    Attivo

    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…

    githubcrescita misurataApri fonte ↗

    57stelle GitHub+3 (+5.6 %)

Risorse didattiche e di riferimento

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

  1. 1
    AttivoApri fonte ↗

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

    github

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

    Risorsacrescita misurata
    94stelle GitHubstabile