RAG e ricerca

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

   sentence-transformers

   Libreria

   SconosciutoUltimo commit: non disponibile

   Embeddings, Retrieval, and Reranking

   • Transformer Networks
   • BERT
   • XLNet
   • sentence embedding
   • PyTorch

   pypicrescita misurataApri fonte ↗

   Installa pip install sentence-transformers

   5 313 257download in 7 giorni-2 351 474 (-30.7 %)
2. 2

   langchain

   Libreria

   SconosciutoUltimo commit: non disponibile

   Typescript bindings for langchain

   • llm
   • ai
   • gpt3
   • chain
   • prompt

   npmcrescita misurataApri fonte ↗

   Installa npm install langchain

   1 972 550download in 7 giorni+62 399 (+3.3 %)
3. 3

   llama-index

   Libreria

   SconosciutoUltimo commit: non disponibile

   Interface between LLMs and your data

   • LLM
   • NLP
   • RAG
   • data
   • devtools

   pypicrescita misurataApri fonte ↗

   Installa pip install llama-index

   735 891download in 7 giorni-755 018 (-50.6 %)
4. 4

   io.github.giancarloerra/socraticode

   MCP

   AttivoUltimo commit 5 giorni fa · 2026-08-28

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

   ↓ 1 242 download/settimanaTypeScriptLicenza: AGPL-3.0

   mcpcreato 6 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add socraticode -- npx socraticode

   3 275stelle GitHub+12 (+0.37 %)
5. 5

   io.github.Lyellr88/marm-mcp-server

   MCP

   AttivoUltimo commit 5 giorni fa · 2026-08-28

   Universal MCP Server with advanced AI memory capabilities and semantic search.

   ↓ 913 download/settimanaPythonLicenza: Apache-2.0

   mcpcreato 14 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add marm-mcp-server -- uvx marm-mcp-server

   339stelle GitHub+4 (+1.2 %)
6. 6

   io.github.AINative-Studio/ainative-memory-mcp

   MCP

   AttivoUltimo commit 32 giorni fa · 2026-08-01

   Cloud-persistent, semantic-search memory MCP — drop-in for server-memory, backed by ZeroDB.

   ↓ 508 download/settimanaJavaScriptLicenza: MIT

   mcpcreato 2 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add ainative-memory-mcp -- npx ainative-memory-mcp

   0stelle GitHubstabile
7. 7

   io.github.DanielBlomma/cortex

   MCP

   AttivoUltimo commit 10 giorni fa · 2026-08-23

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

   ↓ 392 download/settimanaJavaScript

   mcpcreato 6 mesi facrescita misurataApri fonte ↗

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

   18stelle GitHubstabile
8. 8

   Srclight

   MCP

   SconosciutoUltimo commit: non disponibile

   Deep code indexing for AI agents. FTS5 + embeddings + call graphs + git intelligence. Fully local.

   mcpcrescita misurataApri fonte ↗

   Installa claude mcp add srclight -- uvx srclight

   350download in 7 giornistabile
9. 9

   io.github.keshrath/agent-knowledge

   MCP

   DormienteUltimo commit 4 mesi fa · 2026-04-21

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

   ↓ 292 download/settimanaTypeScriptLicenza: MIT

   mcpcreato 5 mesi facrescita misurataApri fonte ↗

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

   13stelle GitHub+1 (+8.3 %)
10. 10

    io.github.caelum29/calibre-mcp

    MCP

    AttivoUltimo commit 12 giorni fa · 2026-08-21

    Calibre ebook library server: search, read content, curate metadata, semantic search, gated writes.

    ↓ 191 download/settimanaTypeScriptLicenza: MIT

    mcpcreato 2 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add calibre-mcp -- npx calibre-mcp

    12stelle GitHub+2 (+20.0 %)
11. 11

    io.github.iamvirul/wso2-docs-mcp-server

    MCP

    AttivoUltimo commit 9 giorni fa · 2026-08-24

    Semantic search over WSO2 docs (APIM, MI, Choreo, Ballerina) via RAG and pgvector.

    ↓ 188 download/settimanaTypeScriptLicenza: Apache-2.0

    mcpcreato 5 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add wso2-docs-mcp-server -- npx wso2-docs-mcp-server

    3stelle GitHubstabile
12. 12

    io.github.KIOKO-LAB/freshvault

    MCP

    AttivoUltimo commit 27 giorni fa · 2026-08-06

    Local semantic search over your Obsidian vault - always fresh, never reindex.

    ↓ 126 download/settimanaJavaScriptLicenza: MIT

    mcpcreato 46 giorni facrescita misurataApri fonte ↗

    Installa claude mcp add freshvault -- npx freshvault

    0stelle GitHubstabile
13. 13

    Obsidian Everywhere

    MCP

    AttivoUltimo commit 5 giorni fa · 2026-08-28

    Graph context, semantic search, guarded edits, and reviewable Git for local Obsidian vaults.

    ↓ 123 download/settimanaTypeScriptLicenza: MIT

    mcpcreato 49 giorni facrescita misurataApri fonte ↗

    Installa claude mcp add obsidian-everywhere -- npx obsidian-everywhere

    13stelle GitHubstabile
14. 14

    Obsidian Semantic Search

    MCP

    AttivoUltimo commit 27 giorni fa · 2026-08-06

    Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.

    ↓ 111 download/settimanaJavaScriptLicenza: MIT

    mcpcreato 3 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add obsidian-semantic-mcp -- npx @dalecb/obsidian-semantic-mcp

    0stelle GitHubstabile
15. 15

    io.github.jghiringhelli/codeseeker

    MCP

    AttivoUltimo commit 21 giorni fa · 2026-08-12

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

    ↓ 107 download/settimanaTypeScriptLicenza: NOASSERTION

    mcpcreato 11 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add codeseeker -- npx codeseeker

    19stelle GitHub+1 (+5.6 %)
16. 16

    MantisBT MCP Server

    MCP

    SconosciutoUltimo commit: non disponibile

    MantisBT MCP server – manage issues, notes, files, tags, and relationships. With semantic search.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add mantisbt-mcp-server -- npx @dpesch/mantisbt-mcp-server

    106download in 7 giornistabile
17. 17

    SAME - Stateless Agent Memory Engine

    MCP

    AttivoUltimo commit 19 giorni fa · 2026-08-13

    Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

    ↓ 92 download/settimanaGoLicenza: NOASSERTION

    mcpcreato 6 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add same -- npx @sgx-labs/same

    23stelle GitHubstabile
18. 18

    FO Semantic MCP

    MCP

    SconosciutoUltimo commit: non disponibile

    Semantic search over 50,000+ Dynamics 365 F&O artifacts: tables, forms, classes, and more.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add fo-semantic-mcp -- npx fo-semantic-mcp

    86download in 7 giornistabile
19. 19

    io.github.varun29ankuS/shodh-memory

    MCP

    AttivoUltimo commit 9 giorni fa · 2026-08-24

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

    ↓ 85 download/settimanaRustLicenza: Apache-2.0

    mcpcreato 9 mesi facrescita misurataApri fonte ↗

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

    276stelle GitHub+1 (+0.36 %)
20. 20

    Alibaba Cloud DashScope — Qwen

    MCP

    AttivoUltimo commit 4 giorni fa · 2026-08-29

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

    ↓ 84 download/settimanaJavaScriptLicenza: Apache-2.0

    mcpcreato 7 mesi facrescita misurataApri fonte ↗

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

    105stelle GitHub+7 (+7.1 %)
21. 21

    Picsha AI

    MCP

    SconosciutoUltimo commit: non disponibile

    AI-native digital asset management: semantic search, generative image edits, and CDN delivery.

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add picsha -- npx @picsha-ai/mcp-server

    76download in 7 giornistabile
22. 22

    ai.wild-card/deepcontext

    MCP

    SconosciutoUltimo commit: non disponibile

    Advanced codebase indexing and semantic search MCP server

    mcpcrescita misurataApri fonte ↗

    Installa claude mcp add deepcontext -- npx @wildcard-ai/deepcontext

    74download in 7 giornistabile
23. 23

    io.github.jyswee/agenticmemory

    MCP

    AttivoUltimo commit 39 giorni fa · 2026-07-25

    Persistent memory for AI agents — history, context, semantic search, queues. 17 tools, stdio/SSE.

    ↓ 74 download/settimanaLicenza: NOASSERTION

    mcpcreato 42 giorni facrescita misurataApri fonte ↗

    Installa claude mcp add agenticmemory -- npx agmry

    1stelle GitHubstabile
24. 24

    IBM watsonx.ai Granite

    MCP

    AttivoUltimo commit 4 giorni fa · 2026-08-29

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

    ↓ 73 download/settimanaJavaScriptLicenza: Apache-2.0

    mcpcreato 7 mesi facrescita misurataApri fonte ↗

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

    105stelle GitHub+7 (+7.1 %)
25. 25

    IBM Granite via x402

    MCP

    AttivoUltimo commit 4 giorni fa · 2026-08-29

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

    ↓ 70 download/settimanaJavaScriptLicenza: Apache-2.0

    mcpcreato 7 mesi facrescita misurataApri fonte ↗

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

    105stelle GitHub+7 (+7.1 %)