matrx-rag

Multi-tenant RAG: hybrid retrieval, chunking, embeddings, ingestion, PDF + image + repo pipelines, agent-extraction indexing, NER/KG writes, priority-aware ranking — extracted from aidream/services/rag/ so any host (aidream's cloud server, matrx-local) can consume the same stack.

Documentation hub: docs/rag_and_ner/README.md
(Vision in docs/knowledge/ · code truth in docs/rag_and_ner/reality/ · backlog in 00_CLEANUP.md.)

What it does

  • Ingestion: ingest_source(source_kind, source_id, ...) — chunk → embed → upsert; NER inline for non-code sources.
  • PDF / image / code repo pipelines with provenance.
  • Hybrid search: pgvector HNSW + lexical FTS → RRF → optional Cohere → MMR.
  • Priority-aware ranking: agent-extracted chunks with non-zero priority.
  • Agent-extraction → RAG: extraction_indexing materializes page-extraction payloads as chunks.
  • Data stores: curated buckets with scoped search.
  • Eval harness: retrieval + answer quality assessment.

Host integration

  • aidream wires the package in aidream/package_integration.py::_configure_matrx_rag (NER extractor, embedding cache, ORM models, search callable).
  • aidream/services/rag/ is a re-export shim; HTTP routes live in aidream/api/routers/rag.py.
  • Auto-ingest (gates, budget, scope suggestions) lives in aidream/services/auto_ingest/ — not in this package.

Schema

Migrations: matrx_rag/migrations/ (mirrored in db/migrations/ until package owns the runner).
ORM / pgvector notes: docs/rag_and_ner/reality/04_ORM_AND_SCHEMA.md.

Package development

See CLAUDE.md for injection seams, test baselines, and the no-aidream-imports rule.

Key dates

PyPI data
Data sourced directly from PyPI's database.
  • Released:
Newer release available (0.1.192)

1 maintainer

PyPI data
Data sourced directly from PyPI's database.
Avatar for armanisadeghi from gravatar.com armanisadeghi

Credits

Author: Matrx

License

MIT License (MIT)

Requires

Python >=3.13

Provides Extra

api dev host

Tags

embeddings matrx pgvector rag retrieval supabase

Classifiers

Report project as malware

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

matrx_rag-0.1.129.tar.gz (400.7 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

matrx_rag-0.1.129-py3-none-any.whl (437.7 kB view details)

Uploaded Python 3

File details

Details for the file matrx_rag-0.1.129.tar.gz.

File metadata

  • Download URL: matrx_rag-0.1.129.tar.gz
  • Upload date:
  • Size: 400.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for matrx_rag-0.1.129.tar.gz
Algorithm Hash digest
SHA256 b28a80c0f5f3aedd782b1b9f568ea101c62582e42a6f8035dc9f37d498fb43e2
MD5 ac548e5e893a59901987e8199189d215
BLAKE2b-256 dca272a197bb310b5dd6a23a10114806fd9b0dd08225e4886034d5dfa1254c56

See more details on using hashes here.

Provenance

The following attestation bundles were made for matrx_rag-0.1.129.tar.gz:

Publisher: publish-package.yml on AI-Matrix-Engine/aidream

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file matrx_rag-0.1.129-py3-none-any.whl.

File metadata

  • Download URL: matrx_rag-0.1.129-py3-none-any.whl
  • Upload date:
  • Size: 437.7 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for matrx_rag-0.1.129-py3-none-any.whl
Algorithm Hash digest
SHA256 a53c95c68658a74e9c037581c749061461babf72d7e2de92195d6b8829602aec
MD5 d75f11b82cebab274b07732bf51909e3
BLAKE2b-256 84e277b04613c190eb5fca8a1a5a6c3607be685c48b7d078b2223baa3096a9dc

See more details on using hashes here.

Provenance

The following attestation bundles were made for matrx_rag-0.1.129-py3-none-any.whl:

Publisher: publish-package.yml on AI-Matrix-Engine/aidream

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

0.1.192

2 files

0.1.191

2 files

0.1.190

2 files

0.1.189

2 files

0.1.188

2 files

0.1.187

2 files

0.1.186

2 files

0.1.185

2 files

0.1.184

2 files

0.1.183

2 files

0.1.182

2 files

0.1.181

2 files

0.1.180

2 files

0.1.179

2 files

0.1.178

2 files

0.1.177

2 files

0.1.176

2 files

0.1.175

2 files

0.1.174

2 files

0.1.173

2 files

0.1.172

2 files

0.1.171

2 files

0.1.170

2 files

0.1.169

2 files

0.1.168

2 files

0.1.167

2 files

0.1.166

2 files

0.1.165

2 files

0.1.164

2 files

0.1.163

2 files

0.1.162

2 files

0.1.161

2 files

0.1.160

2 files

0.1.159

2 files

0.1.158

2 files

0.1.157

2 files

0.1.156

2 files

0.1.155

2 files

0.1.154

2 files

0.1.153

2 files

0.1.152

2 files

0.1.151

2 files

0.1.150

2 files

0.1.149

2 files

0.1.148

2 files

0.1.147

2 files

0.1.146

2 files

0.1.145

2 files

0.1.144

2 files

0.1.143

2 files

0.1.142

2 files

0.1.141

2 files

0.1.140

2 files

0.1.139

2 files

0.1.138

2 files

0.1.137

2 files

0.1.136

2 files

0.1.135

2 files

0.1.134

2 files

0.1.133

2 files

0.1.132

2 files

0.1.131

2 files

0.1.130

2 files

This release

0.1.129 This release

2 files

0.1.128

2 files

0.1.127

2 files

0.1.126

2 files

0.1.125

2 files

0.1.124

2 files

0.1.123

2 files

0.1.122

2 files

0.1.121

2 files

0.1.120

2 files

0.1.119

2 files

0.1.118

2 files

0.1.117

2 files

0.1.116

2 files

0.1.115

2 files

0.1.114

2 files

0.1.113

2 files

0.1.112

2 files

0.1.111

2 files

0.1.110

2 files

0.1.109

2 files

0.1.108

2 files

0.1.107

2 files

0.1.106

2 files

0.1.105

2 files

0.1.104

2 files

0.1.103

2 files

0.1.102

2 files

0.1.101

2 files

0.1.100

2 files

0.1.99

2 files

0.1.98

2 files

0.1.97

2 files

0.1.96

2 files

0.1.95

2 files

0.1.94

2 files

0.1.93

2 files

0.1.92

2 files

0.1.91

2 files

0.1.90

2 files

0.1.89

2 files

0.1.88

2 files

0.1.87

2 files

0.1.86

2 files

0.1.85

2 files

0.1.84

2 files

0.1.83

2 files

0.1.82

2 files

0.1.81

2 files

0.1.80

2 files

0.1.79

2 files

0.1.78

2 files

0.1.77

2 files

0.1.76

2 files

0.1.75

2 files

0.1.74

2 files

0.1.73

2 files

0.1.72

2 files

0.1.71

2 files

0.1.70

2 files

0.1.69

2 files

0.1.68

2 files

0.1.67

2 files

0.1.66

2 files

0.1.65

2 files

0.1.64

2 files

0.1.63

2 files

0.1.62

2 files

0.1.61

2 files

0.1.60

2 files

0.1.59

2 files

0.1.58

2 files

0.1.57

2 files

0.1.56

2 files

0.1.55

2 files

0.1.54

2 files

0.1.53

2 files

0.1.52

2 files

0.1.51

2 files

0.1.50

2 files

0.1.49

2 files

0.1.48

2 files

0.1.47

2 files

0.1.46

2 files

0.1.45

2 files

0.1.44

2 files

0.1.43

2 files

0.1.42

2 files

0.1.41

2 files

0.1.40

2 files

0.1.39

2 files

0.1.38

2 files

0.1.37

2 files

0.1.36

2 files

0.1.35

2 files

0.1.34

2 files

0.1.33

2 files

0.1.32

2 files

0.1.31

2 files

0.1.30

2 files

0.1.29

2 files

0.1.28

2 files

0.1.27

2 files

0.1.26

2 files

0.1.25

2 files

0.1.24

2 files

0.1.23

2 files

0.1.22

2 files

0.1.21

2 files

0.1.20

2 files

0.1.19

2 files

0.1.18

2 files

0.1.17

2 files

0.1.16

2 files

0.1.15

2 files

0.1.14

2 files

0.1.13

2 files

0.1.12

2 files

0.1.11

2 files

0.1.10

2 files

0.1.9

2 files

0.1.8

2 files

0.1.7

2 files

0.1.6

2 files

0.1.5

2 files

0.1.4

2 files

0.1.3

2 files

0.1.2

2 files

0.1.1

2 files

0.1.0

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page