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-1 809 510 (-25.4 %)
2. 2

   langchain

   Libreria

   SconosciutoUltimo commit: non disponibile

   Typescript bindings for langchain

   • llm
   • ai
   • gpt3
   • chain
   • prompt

   npmcrescita misurataApri fonte ↗

   Installa npm install langchain

   1 997 384download in 7 giorni-22 207 (-1.1 %)
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

   762 620download in 7 giorni-556 575 (-42.2 %)
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 6 giorni fa · 2026-08-28

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

   ↓ 913 download/settimanaPythonLicenza: Apache-2.0

   mcpcreato 15 mesi facrescita misurataApri fonte ↗

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

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

   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
7. 7

   io.github.caelum29/calibre-mcp

   MCP

   AttivoUltimo commit 13 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 %)
8. 8

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

   MCP

   AttivoUltimo commit 10 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 6 mesi facrescita misurataApri fonte ↗

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

   3stelle GitHubstabile
9. 9

   io.github.KIOKO-LAB/freshvault

   MCP

   AttivoUltimo commit 28 giorni fa · 2026-08-06

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

   ↓ 126 download/settimanaJavaScriptLicenza: MIT

   mcpcreato 47 giorni facrescita misurataApri fonte ↗

   Installa claude mcp add freshvault -- npx freshvault

   0stelle GitHubstabile
10. 10

    Obsidian Everywhere

    MCP

    AttivoUltimo commit 6 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
11. 11

    Obsidian Semantic Search

    MCP

    AttivoUltimo commit 28 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
12. 12

    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 %)
13. 13

    SAME - Stateless Agent Memory Engine

    MCP

    AttivoUltimo commit 20 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
14. 14

    io.github.varun29ankuS/shodh-memory

    MCP

    AttivoUltimo commit 10 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 %)
15. 15

    Alibaba Cloud DashScope — Qwen

    MCP

    AttivoUltimo commit 5 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 %)
16. 16

    IBM watsonx.ai Granite

    MCP

    AttivoUltimo commit 5 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 %)
17. 17

    IBM Granite via x402

    MCP

    AttivoUltimo commit 5 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 %)
18. 18

    marocain.investments — {GIN} real-estate intelligence (Morocco)

    MCP

    AttivoUltimo commit 14 giorni fa · 2026-08-20

    {GIN} verdict, M-Value AVM, market facts + semantic search for Moroccan real estate. Moat-safe.

    ↓ 62 download/settimanaJavaScriptLicenza: MIT

    mcpcreato 2 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add marocain-mcp-server -- npx @marocain/mcp-server

    1stelle GitHubstabile
19. 19

    Obsidian Brain

    MCP

    AttivoUltimo commit 21 giorni fa · 2026-08-12

    Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.

    ↓ 61 download/settimanaTypeScriptLicenza: Apache-2.0

    mcpcreato 4 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add obsidian-brain -- npx obsidian-brain

    10stelle GitHub+1 (+11.1 %)
20. 20

    Local Memory

    MCP

    AttivoUltimo commit 12 giorni fa · 2026-08-21

    Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

    ↓ 59 download/settimanaTypeScriptLicenza: MIT

    mcpcreato 4 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add local-memory-mcp -- npx @studiomeyer/local-memory-mcp

    11stelle GitHubstabile
21. 21

    io.github.flytohub/flyto-indexer

    MCP

    AttivoUltimo commit 8 giorni fa · 2026-08-25

    Code intelligence MCP server — impact analysis, semantic search, dependency graphs

    ↓ 57 download/settimanaPythonLicenza: Apache-2.0

    mcpcreato 7 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add flyto-indexer -- uvx flyto-indexer

    4stelle GitHubstabile
22. 22

    io.github.spuentesp/lain

    MCP

    AttivoUltimo commit 5 giorni fa · 2026-08-28

    High-performance knowledge graph MCP server for AI coding agents with semantic search.

    ↓ 50 download/settimanaRustLicenza: MIT

    mcpcreato 4 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add lain -- npx @spuentesp/lain-mcp

    6stelle GitHubstabile
23. 23

    io.github.evan-moon/memex

    MCP

    AttivoUltimo commit 5 giorni fa · 2026-08-29

    Local-first second brain with semantic search. Markdown notes indexed by a local ML model.

    ↓ 49 download/settimanaTypeScriptLicenza: MIT

    mcpcreato 4 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add memex -- npx @evan-moon/memex

    3stelle GitHubstabile
24. 24

    Distillery

    MCP

    AttivoUltimo commit 21 giorni fa · 2026-08-13

    Knowledge base for Claude Code with semantic search, feed intelligence, and teams

    ↓ 29 download/settimanaPythonLicenza: NOASSERTION

    mcpcreato 5 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add distillery-mcp -- uvx distillery-mcp

    24stelle GitHubstabile
25. 25

    io.github.jaimenbell/rag-mcp

    MCP

    AttivoUltimo commit 12 giorni fa · 2026-08-21

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

    ↓ 17 download/settimanaPythonLicenza: MIT

    mcpcreato 2 mesi facrescita misurataApri fonte ↗

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

    0stelle GitHubstabile