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.

Cross-repo system-of-record: /Users/armanisadeghi/code/common-docs/systems/knowledge/rag/STATE.md — read it before touching this feature in ANY repo.

Editing rules for this package: CLAUDE.md · matrx_rag/FEATURE.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: /Users/armanisadeghi/code/common-docs/projects/knowledge-system/reality/code-truth/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-0.1.190.tar.gz (403.5 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-0.1.190-py3-none-any.whl (442.8 kB view details)

Uploaded Python 3

File details

Details for the file matrx_rag-0.1.190.tar.gz.

File metadata

  • Download URL: matrx_rag-0.1.190.tar.gz
  • Upload date:
  • Size: 403.5 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for matrx_rag-0.1.190.tar.gz
Algorithm Hash digest
SHA256 b0bd0f0d2d95b376ba6e6f3955f72de9e3d85215087f52e91d333521d3ca5c13
MD5 2bde2757e34c85c801bec5b64d7a36de
BLAKE2b-256 d89a7a5ec8c67d79624a3f8a483ee2edb2fe54d838a6d4673c054d86bcba42a2

See more details on using hashes here.

Provenance

The following attestation bundles were made for matrx_rag-0.1.190.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-0.1.190-py3-none-any.whl.

File metadata

  • Download URL: matrx_rag-0.1.190-py3-none-any.whl
  • Upload date:
  • Size: 442.8 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-0.1.190-py3-none-any.whl
Algorithm Hash digest
SHA256 4129041807ec262dadb2a66454f5f0c40a0e802da62900036b6ce3e8635a9681
MD5 b6363b7505a276d58bd9715543b3e81b
BLAKE2b-256 f4402e103d371bfb647ebd39385ed9c065ab85bc78302d0dead19da2483f297c

See more details on using hashes here.

Provenance

The following attestation bundles were made for matrx_rag-0.1.190-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

This release

0.1.190 This release

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

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