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-0.1.137.tar.gz (400.9 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-0.1.137-py3-none-any.whl (438.0 kB view details)

Uploaded Python 3

File details

Details for the file matrx_rag-0.1.137.tar.gz.

File metadata

  • Download URL: matrx_rag-0.1.137.tar.gz
  • Upload date:
  • Size: 400.9 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for matrx_rag-0.1.137.tar.gz
Algorithm Hash digest
SHA256 c236dfec90870c70e9684765ada9caa6621975296606371848e13b8b31794fe0
MD5 96df7e7dc0897aac139b9bef5183a899
BLAKE2b-256 912f4678f325ea3820775264593f03207880372860a72cf8a0fc3d8da5c72d7a

See more details on using hashes here.

Provenance

The following attestation bundles were made for matrx_rag-0.1.137.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-0.1.137-py3-none-any.whl.

File metadata

  • Download URL: matrx_rag-0.1.137-py3-none-any.whl
  • Upload date:
  • Size: 438.0 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-0.1.137-py3-none-any.whl
Algorithm Hash digest
SHA256 69e3b8d5838141e47c5184a12785cec5fbe48d5d7778eea0758e4bdfd23c2286
MD5 5b04cdf27767841c7123e52143f9539c
BLAKE2b-256 02e940b3d1930eb84d3eb632e63a95c5287fed76e19e78513185dc6a245433ae

See more details on using hashes here.

Provenance

The following attestation bundles were made for matrx_rag-0.1.137-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

This release

0.1.137 This release

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

0.1.129

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