Le descrizioni degli strumenti sono in inglese.

RAG e ricerca

Recupero, database vettoriali, embedding e ricerca semantica.

136

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
skills
Skill
AttivoUltimo commit 2 giorni fa · 2026-09-02
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
githubcreato 7 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/qdrant/skills ~/.claude/skills/skills
230stelle GitHub+4 (+1.8 %)
2
PatentRadar
Agente
AttivoUltimo commit 6 giorni fa · 2026-08-29
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
githubcreato 4 mesi facrescita misurataApri fonte ↗
58stelle GitHub+1 (+1.8 %)
3
obsidian-second-brain
Skill
AttivoUltimo commit oggi · 2026-09-03
Persistent memory for Claude Code and 6 other CLI agents, stored as plain markdown in your Obsidian vault. Stop re-explaining your projects, decisions and people every session. 45 commands: hybrid semantic search, self-rewriting notes,…
PythonLicenza: MIT
- agent-skills
- ai-agents
- ai-note-taking
- ai-second-brain
- anthropic
githubcreato 5 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/eugeniughelbur/obsidian-second-brain ~/.claude/skills/obsidian-second-brain
4 314stelle GitHub+73 (+1.7 %)
4
ruvnet-brain
MCP
AttivoUltimo commit 1 giorno fa · 2026-09-03
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
githubcreato 2 mesi facrescita misurataApri fonte ↗
65stelle GitHub+1 (+1.6 %)
5
total-agent-memory
MCP
AttivoUltimo commit 8 giorni fa · 2026-08-27
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
PythonLicenza: MIT
- ai-memory
- ai-tools
- anthropic
- chromadb
- claude-code
githubcreato 6 mesi facrescita misurataApri fonte ↗
67stelle GitHub+1 (+1.5 %)
6
llm
Agente
AttivoUltimo commit 1 giorno fa · 2026-09-03
Ruby's capable AI runtime
RubyLicenza: MIT
- a2a
- a2a-client
- agent
- agent2agent
- agents
githubcreato 23 mesi facrescita misurataApri fonte ↗
139stelle GitHub+2 (+1.5 %)
7
MindMemOS
Skill
AttivoUltimo commit 2 giorni fa · 2026-09-02
Python
- agent
- agent-memory
- agent-skills
- agentic
- dsh-plugin
githubcreato 2 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/mindscale-noah/MindMemOS ~/.claude/skills/MindMemOS
975stelle GitHub+13 (+1.4 %)
8
zvec
Skill
AttivoUltimo commit oggi · 2026-09-04
A lightweight, lightning-fast, in-process vector database
C++Licenza: Apache-2.0
- agent-skills
- db
- embedded
- faiss
- fts
githubcreato 9 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/alibaba/zvec ~/.claude/skills/zvec
15 741stelle GitHub+209 (+1.3 %)
9
orchestkit
Skill
AttivoUltimo commit 1 giorno fa · 2026-09-03
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
githubcreato 8 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add yonatangross/orchestkit
227stelle GitHub+3 (+1.3 %)
10
mcp-local-rag
MCP
AttivoUltimo commit 5 giorni fa · 2026-08-29
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
githubcreato 10 mesi facrescita misurataApri fonte ↗
381stelle GitHub+5 (+1.3 %)
11
headroom
MCP
AttivoUltimo commit oggi · 2026-09-04
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
PythonLicenza: Apache-2.0
- agent
- ai
- anthropic
- claude-code
- compression
githubcreato 7 mesi facrescita misurataApri fonte ↗
68 835stelle GitHub+901 (+1.3 %)
12
Master-skill
Skill
AttivoUltimo commit 1 giorno fa · 2026-09-03
FoJin-powered Buddhist AI persona framework — source-grounded, boundary-aware, fidelity-tested, runtime-ready.
PythonLicenza: MIT
- agent-skills
- ai-persona
- bdrc
- buddhism
- chinese-buddhism
githubcreato 5 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/xr843/Master-skill ~/.claude/skills/Master-skill
382stelle GitHub+5 (+1.3 %)
13
deepdive
Skill
AttivoUltimo commit 3 giorni fa · 2026-09-01
Deepdive skill for Claude Code — 12-phase research pipeline: plan-review gate, parallel sub-agent search, claims-ledger triangulation with dissent protection, relevance × authority evidence filter, multi-angle red team, four-layer citation…
PythonLicenza: MIT
- agent-skills
- agentic-workflow
- ai-research-assistant
- anthropic
- citation-verification
githubcreato 3 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/Socialpranker/deepdive ~/.claude/skills/deepdive
393stelle GitHub+5 (+1.3 %)
14
llm-wiki-newsroom
Skill
AttivoUltimo commit 2 giorni fa · 2026-09-02
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,…
PythonLicenza: MIT
- agentic-ai
- ai-agents
- claude
- claude-code
- claude-skills
githubcreato 2 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/alfadur7/llm-wiki-newsroom ~/.claude/skills/llm-wiki-newsroom
80stelle GitHub+1 (+1.3 %)
15
memsearch
Skill
AttivoUltimo commit 2 giorni fa · 2026-09-02
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
githubcreato 6 mesi facrescita misurataApri fonte ↗
Installa /plugin marketplace add zilliztech/memsearch
2 560stelle GitHub+32 (+1.3 %)
16
Corpus2Skill
Skill
AttivoUltimo commit 14 giorni fa · 2026-08-21
Distill any document corpus into a navigable skill hierarchy for LLM agents — no retrieval system needed at serve time.
PythonLicenza: MIT
- agent-skills
- emnlp-2026
- enterprise-search
- llm
- llm-agents
githubcreato 4 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/dukesun99/Corpus2Skill ~/.claude/skills/Corpus2Skill
84stelle GitHub+1 (+1.2 %)
17
ratel
MCP
AttivoUltimo commit 1 giorno fa · 2026-09-03
Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.
TypeScriptLicenza: MIT
- accuracy
- agents
- claude-skills
- context
- harness
githubcreato 9 mesi facrescita misurataApri fonte ↗
434stelle GitHub+5 (+1.2 %)
18
Claude-Patent-Creator
MCP
AttivoUltimo commit 11 giorni fa · 2026-08-24
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
githubcreato 9 mesi facrescita misurataApri fonte ↗
178stelle GitHub+2 (+1.1 %)
19
SR-Agents
Skill
AttivoUltimo commit 2 mesi fa · 2026-07-02
SRA-Bench and SR-Agents: a benchmark and toolkit for skill-retrieval-augmented LLM agents.
PythonLicenza: MIT
- agent-memory
- agent-skills
- agentic-ai
- benchmark
- llm-based-agents
githubcreato 4 mesi facrescita misurataApri fonte ↗
Installa git clone https://github.com/oneal2000/SR-Agents ~/.claude/skills/SR-Agents
102stelle GitHub+1 (+0.99 %)
20
altk-evolve
MCP
AttivoUltimo commit 2 giorni fa · 2026-09-02
Self improving agents through iterations
PythonLicenza: Apache-2.0
- agent-learning
- agent-memory
- agentic-workflows
- ai-agents
- claude-code
githubcreato 8 mesi facrescita misurataApri fonte ↗
105stelle GitHub+1 (+0.96 %)
21
deja-vu
MCP
AttivoUltimo commit 4 giorni fa · 2026-08-31
Search your past AI coding sessions — Claude Code, Codex, Cursor and 17 more. Indexes the session history they already wrote to disk, including months from before you installed it, and recalls it in any of them. No LLM, no embeddings, one…
GoLicenza: MIT
- agent-memory
- ai-memory
- claude-code
- claude-code-hooks
- claude-code-plugins
githubcreato 52 giorni facrescita misurataApri fonte ↗
742stelle GitHub+7 (+0.95 %)
22
trpc-agent-go
MCP
AttivoUltimo commit oggi · 2026-09-04
A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.
GoLicenza: Apache-2.0
- a2a
- a2a-protocol
- ag-ui
- agent
- agent-framework
githubcreato 15 mesi facrescita misurataApri fonte ↗
1 763stelle GitHub+16 (+0.92 %)
23
com.apple-rag/mcp-server
MCP
AttivoUltimo commit 2 giorni fa · 2026-09-02
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
TypeScriptLicenza: MIT
mcpcreato 13 mesi facrescita misurataApri fonte ↗
Server remoto da dichiarare nella configurazione MCP https://mcp.apple-rag.com
117stelle GitHub+1 (+0.86 %)

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
agent-systems-handbook
Agente
AttivoUltimo commit 1 giorno fa · 2026-09-03Apri 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
githubattivo 1 giorno facreato 4 mesi faRisorsacrescita misurata
316stelle GitHub+3 (+0.96 %)
2
dspy-skills
Skill
AttivoUltimo commit 2 mesi fa · 2026-06-23Apri 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
attivo 2 mesi facreato 8 mesi faRisorsacrescita misurata
122stelle GitHub+1 (+0.83 %)

RAG e ricerca

Utilizzo

Attività

Ordina per

Classifica degli strumenti

skills

PatentRadar

obsidian-second-brain

ruvnet-brain

total-agent-memory

llm

MindMemOS

zvec

orchestkit

mcp-local-rag

headroom

Master-skill

deepdive

llm-wiki-newsroom

memsearch

Corpus2Skill

ratel

Claude-Patent-Creator

SR-Agents

altk-evolve

deja-vu

trpc-agent-go

com.apple-rag/mcp-server

Risorse didattiche e di riferimento

agent-systems-handbook

dspy-skills