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-0.1.143.tar.gz (415.5 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-0.1.143-py3-none-any.whl (455.2 kB view details)

Uploaded Python 3

File details

Details for the file matrx_rag-0.1.143.tar.gz.

File metadata

  • Download URL: matrx_rag-0.1.143.tar.gz
  • Upload date:
  • Size: 415.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for matrx_rag-0.1.143.tar.gz
Algorithm Hash digest
SHA256 d9df510fbe000c06afec7724146b1126945279052530bea82a48dde9452ee649
MD5 3618738acb687756f1f5b23e4203afb4
BLAKE2b-256 ef55710f298ca1d372ab734a081c93ee194aa82884b21d4759161796a04ae9d1

See more details on using hashes here.

Provenance

The following attestation bundles were made for matrx_rag-0.1.143.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-0.1.143-py3-none-any.whl.

File metadata

  • Download URL: matrx_rag-0.1.143-py3-none-any.whl
  • Upload date:
  • Size: 455.2 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-0.1.143-py3-none-any.whl
Algorithm Hash digest
SHA256 427e109e7c1fb4151361e6aab383834d174a96a61df2a95e631474a3db13af12
MD5 c5312fdd487e5eee5253d8f22d6ff4e5
BLAKE2b-256 b111682704112a67203ce65a5f0255e96a06333f5d40c87c570a809fa9bb455f

See more details on using hashes here.

Provenance

The following attestation bundles were made for matrx_rag-0.1.143-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

This release

0.1.143 This release

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

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