pypi.org "rag" keyword
docuquery-ai 0.1.1
A powerful document query system using RAG and LLM technologies2 versions - Latest release: over 1 year ago - 8 downloads last month - 0 stars on GitHub - 1 maintainer
intellicache 0.1.0
An intelligent LLM caching library that combines semantic similarity, configurable judgment, and ...1 version - Latest release: 2 months ago - 17 downloads last month - 1 stars on GitHub - 1 maintainer
intelligence-suite 0.14.0
Modular knowledge retrieval suite: code, docs, APIs β all on-premise40 versions - Latest release: 4 months ago - 221 downloads last month - 0 stars on GitHub - 1 maintainer
intelai 0.1.7
Persona-Aware AI Analytics & RAG Copilot β multi-domain KPI intelligence, GraphRAG-lite, ML forec...6 versions - Latest release: 12 days ago - 164 downloads last month - 0 stars on GitHub - 1 maintainer
omnismart-personas 0.1.5
Role-based, data-scoped LLM persona templates + router for production analytics copilots.6 versions - Latest release: about 1 month ago - 166 downloads last month - 0 stars on GitHub - 1 maintainer
bm25s 0.3.12
An ultra-fast implementation of BM25 based on sparse matrices.61 versions - Latest release: 3 days ago - 1.29 million downloads last month - 1,796 stars on GitHub - 1 maintainer
bm25 0.3.12
A simple high-level API and CLI for BM25.15 versions - Latest release: 3 days ago - 1 dependent repositories - 1.38 thousand downloads last month - 1,796 stars on GitHub - 1 maintainer
Top 2.5% on pypi.org
31 versions - Latest release: over 1 year ago - 9 dependent packages - 30 dependent repositories - 58.3 thousand downloads last month - 2,305 stars on GitHub - 1 maintainer
beir 2.2.0
A Heterogeneous Benchmark for Information Retrieval31 versions - Latest release: over 1 year ago - 9 dependent packages - 30 dependent repositories - 58.3 thousand downloads last month - 2,305 stars on GitHub - 1 maintainer
selfmemory 0.9.6
Enhanced Memory Management for AI Agents36 versions - Latest release: 6 months ago - 128 downloads last month - 33 stars on GitHub - 1 maintainer
automagik-hive 0.2.0
Automagik Hive100 versions - Latest release: 12 months ago - 508 downloads last month - 24 stars on GitHub - 1 maintainer
rag-startups 0.9.2
Generate startup ideas grounded in real YC data using Retrieval-Augmented Generation (RAG).2 versions - Latest release: about 1 year ago - 30 downloads last month - 0 stars on GitHub - 1 maintainer
athena-agent 10.0.4 π°
A compounding context layer for AI agents β persistent memory, structured reasoning, and governed...4 versions - Latest release: about 8 hours ago - 309 downloads last month - 594 stars on GitHub - 1 maintainer
pmcgrab 3.0.1
PMC ID in. Clean paper JSON out. Add figure images when you need them. Parse PubMed Central and J...36 versions - Latest release: 5 months ago - 153 downloads last month - 24 stars on GitHub - 1 maintainer
memanto 0.2.26 π°
A companion memory agent that lets your agents focus and improve while you keep ownership of ever...39 versions - Latest release: 4 days ago - 1.87 thousand downloads last month - 2,314 stars on GitHub - 1 maintainer
langchain-hexread 0.1.0
LangChain document loader that turns PDFs and images into Markdown documents with the HexRead API.1 version - Latest release: 2 months ago - 0 stars on GitHub - 1 maintainer
hermes-memory-metronix 2026.34.1
Standalone Hermes memory-provider plugin scaffold for Metronix8 versions - Latest release: about 2 months ago - 49 downloads last month - 1 stars on GitHub - 1 maintainer
june-mcp 0.7.0
MCP server for JunΓͺ β give any MCP agent (Claude Desktop, Claude Code, β¦) a shared, cited knowled...21 versions - Latest release: 1 day ago - 3.41 thousand downloads last month - 1 stars on GitHub - 1 maintainer
docstrange 1.1.8
Extract and Convert PDF, Word, PowerPoint, Excel, images, URLs into multiple formats (Markdown, J...19 versions - Latest release: 11 months ago - 1.05 thousand downloads last month - 1,523 stars on GitHub - 1 maintainer
heta-framework 0.1.2
Composable knowledge-base framework for building, searching, and evaluating RAG systems from reci...3 versions - Latest release: 2 months ago - 23 downloads last month - 3 stars on GitHub - 1 maintainer
hexread 0.1.0
Official Python client for the HexRead API, which converts PDFs and images to Markdown.1 version - Latest release: 2 months ago - 14 downloads last month - 0 stars on GitHub - 1 maintainer
helm-agent-ops 1.0.0
Stability-first operations CLI for long-lived agent workspaces.15 versions - Latest release: 7 days ago - 48 downloads last month - 2 stars on GitHub - 1 maintainer
cymatix-context 0.11.0
Same query, same answer: deterministic RAG for agents8 versions - Latest release: 4 days ago - 511 downloads last month - 7 stars on GitHub - 1 maintainer
llama-index-readers-hexread 0.1.0
LlamaIndex reader that turns PDFs and images into Markdown documents with the HexRead API.1 version - Latest release: 2 months ago - 0 stars on GitHub - 1 maintainer
memanto-mcp 0.1.3 π°
Model Context Protocol (MCP) server for Memanto - persistent semantic memory for any MCP-compatib...4 versions - Latest release: 5 days ago - 313 downloads last month - 2,314 stars on GitHub - 1 maintainer
pykel 1.8.0
A production-grade agentic AI framework for Python: a unified multi-provider model gateway with b...4 versions - Latest release: 2 months ago - 1 maintainer
opendataloader-pdf 2.5.12
A Python wrapper for the opendataloader-pdf Java CLI.78 versions - Latest release: 5 days ago - 144 thousand downloads last month - 29,479 stars on GitHub - 1 maintainer
opendataloader-pdf-frankin 2.4.8
A Python wrapper for the opendataloader-pdf Java CLI.1 version - Latest release: 4 months ago - 8 downloads last month - 29,479 stars on GitHub - 1 maintainer
onyx-cli 1.4.4
Terminal interface for chatting with your Onyx agent27 versions - Latest release: 22 days ago - 3.37 thousand downloads last month - 32,328 stars on GitHub - 1 maintainer
onyx-devtools 0.13.9
Developer utilities for working on onyx.app68 versions - Latest release: 5 days ago - 286 thousand downloads last month - 32,328 stars on GitHub - 1 maintainer
Top 0.3% on pypi.org
520 versions - Latest release: 7 days ago - 1,062 dependent packages - 18,663 dependent repositories - 170 million downloads last month - 147,238 stars on GitHub - 1 maintainer
langchain 1.4.3
Building applications with LLMs through composability520 versions - Latest release: 7 days ago - 1,062 dependent packages - 18,663 dependent repositories - 170 million downloads last month - 147,238 stars on GitHub - 1 maintainer
memex-mcp 0.9.0
Trusted engineering context for agentic software engineering β a temporal knowledge graph served ...17 versions - Latest release: about 1 month ago - 255 downloads last month - 12 stars on GitHub - 1 maintainer
py-context-llm7 0.1.0 π°
Minimal Python client for https://api.context.llm7.io1 version - Latest release: about 1 year ago - 200 downloads last month - 1 stars on GitHub - 1 maintainer
qai-consultant-mcp 3.6.2
Local, keyless MCP server: standards-grounded QA knowledge retrieval (ISTQB, OWASP, IEEE, ISO, EU...13 versions - Latest release: 12 days ago - 851 downloads last month - 6 stars on GitHub - 1 maintainer
vectorize-client 0.4.0
Python client for the Vectorize API13 versions - Latest release: about 1 year ago - 442 downloads last month - 13 stars on GitHub - 1 maintainer
agentos-sdk 0.0.3 π°
AgentOS - TGSC3 versions - Latest release: about 1 year ago - 31 downloads last month - 32 stars on GitHub - 1 maintainer
globalgenie 2.0.2 π°
GlobalGenie: The Complete AI Agent Framework for building intelligent, autonomous agents with mem...4 versions - Latest release: about 1 year ago - 0 stars on GitHub - 1 maintainer
egile-mcp-starter 0.2.0
A comprehensive and extensible cookiecutter template system for creating Model Context Protocol (...2 versions - Latest release: about 1 year ago - 26 downloads last month - 1 stars on GitHub - 1 maintainer
web2llm 0.5.3
A tool to scrape web content into clean Markdown for LLMs.5 versions - Latest release: about 1 year ago - 69 downloads last month - 1 stars on GitHub - 1 maintainer
royalsolution-ontosight 0.2.0
Interactive visualization engine for knowledge graphs with CodeGraph panel support1 version - Latest release: 4 months ago - 10 downloads last month - 4,060 stars on GitHub - 1 maintainer
ontomem 0.6.1
A self-consolidating memory layer for AI agents with schema-first design, intelligent merging, an...19 versions - Latest release: 7 days ago - 3.8 thousand downloads last month - 24 stars on GitHub - 1 maintainer
hyperextract 0.10.5
An intelligent, LLM-powered knowledge extraction and evolution framework with semantic search cap...21 versions - Latest release: 7 days ago - 3.72 thousand downloads last month - 4,060 stars on GitHub - 1 maintainer
ontosight-codegraph 0.2.0
Visualize CodeGraph call subgraphs in OntoSight2 versions - Latest release: 4 months ago - 10 downloads last month - 4,060 stars on GitHub - 1 maintainer
pageindex-condb 1.0 π°
KV-cache native context database with reasoning-based tree retrieval1 version - Latest release: 4 months ago - 13 downloads last month - 63 stars on GitHub - 1 maintainer
china-law-mcp 0.1.1
δΈε½ζ³εΎζ‘ζ MCP ζε‘ε¨οΌ2.3 δΈζ‘η°θ‘ζ³ζ‘ζ£η΄’ + εΌη¨ζ ΈιͺοΌι²εΉ»θ§οΌοΌε θ΄Ήγε 注εγε API key2 versions - Latest release: 2 days ago - 131 downloads last month - 1 stars on GitHub - 1 maintainer
cortadel-pydantic-ai 0.1.0
Cortadel long-term graph memory as a native Pydantic AI capability β memory tools plus automatic ...1 version - Latest release: about 2 months ago - 22 downloads last month - 6 stars on GitHub - 1 maintainer
cortadel-crewai 0.1.0
Cortadel memory for CrewAI β self-hosted long-term temporal graph memory as a drop-in crewai.Memo...1 version - Latest release: about 2 months ago - 22 downloads last month - 6 stars on GitHub - 1 maintainer
cortadel 1.2.0
Official Python SDK for Cortadel β self-hosted long-term temporal graph memory for AI agents.4 versions - Latest release: about 1 month ago - 80 downloads last month - 6 stars on GitHub - 1 maintainer
cortadel-google-adk 0.1.0
Cortadel long-term memory for Google ADK β a BaseMemoryService, an auto-persist plugin, and memor...1 version - Latest release: about 2 months ago - 28 downloads last month - 6 stars on GitHub - 1 maintainer
document-data-extractor 1.0.4
Best open-source document to markdown extractor for LLM training data. Convert PDF, Word, PowerPo...5 versions - Latest release: about 1 year ago - 17 downloads last month - 8 stars on GitHub - 1 maintainer
deepcq 0.2.1
Deep Context Query β intent-aware memory querying for LLM agents2 versions - Latest release: 3 months ago - 46 downloads last month - 1 maintainer
rag-document-viewer 1.1.2
RAG Document Viewer7 versions - Latest release: about 1 year ago - 42 downloads last month - 20 stars on GitHub - 1 maintainer
corvidex-mcp 0.1.0
corvidex-mcp: an RTL-centric RAG and indexing MCP1 version - Latest release: 24 days ago - 149 downloads last month - 0 stars on GitHub - 1 maintainer
structchunk 0.1.0
Markdown chunker that respects your document's structure. Tables split at rows (not mid-row), hea...1 version - Latest release: 4 months ago - 115 downloads last month - 0 stars on GitHub - 1 maintainer
langgraph-sdk 0.4.5
SDK for interacting with LangGraph API103 versions - Latest release: 15 days ago - 41.7 million downloads last month - 42,446 stars on GitHub - 1 maintainer
langgraph-checkpoint-sqlite 3.1.1
Library with a SQLite implementation of LangGraph checkpoint saver.24 versions - Latest release: 2 months ago - 2.75 million downloads last month - 42,446 stars on GitHub - 1 maintainer
open-webui 0.11.4 π°
Open WebUI174 versions - Latest release: 14 days ago - 1.32 million downloads last month - 153,979 stars on GitHub - 1 maintainer
ragbee-fw 0.1.3
Lightweight RAG framework1 version - Latest release: about 1 year ago - 17 downloads last month - 1 stars on GitHub - 1 maintainer
graphiti-core-falkordb 0.19.10
A temporal graph building library11 versions - Latest release: about 1 year ago - 6.82 thousand downloads last month - 31,433 stars on GitHub - 1 maintainer
vectara-mcp 0.2.1
A Model Context Protocol (MCP) server that provides tools from Vectara8 versions - Latest release: 10 months ago - 4.67 thousand downloads last month - 29 stars on GitHub - 1 maintainer
langgraph-goodmem 0.2.1
LangGraph integration for GoodMem: long-term agent memory with semantic storage and retrieval.3 versions - Latest release: 7 days ago - 211 downloads last month - 0 stars on GitHub - 1 maintainer
goodmem-wandb 0.2.2
GoodMem retrieval for Weights & Biases Weave β traced ops, an evaluable weave.Model, and retrieva...4 versions - Latest release: 7 days ago - 318 downloads last month - 0 stars on GitHub - 1 maintainer
deepeval-goodmem 0.2.2
GoodMem retrieval for DeepEval β a traced retriever, LLMTestCase construction, and a retrieval-he...4 versions - Latest release: 7 days ago - 111 downloads last month - 0 stars on GitHub - 1 maintainer
langchain-goodmem 0.2.3
LangChain integration for GoodMem: long-term agent memory with semantic storage and retrieval.5 versions - Latest release: 8 days ago - 335 downloads last month - 0 stars on GitHub - 1 maintainer
heddle-ai 0.9.2
Config-driven multi-LLM workflow framework β define workers in YAML, chain them into pipelines, e...2 versions - Latest release: 5 months ago - 11 downloads last month - 2 stars on GitHub - 1 maintainer
hebbrix 2.6.1
Typed Python client for Hebbrix memory, retrieval, and outcome-learning APIs20 versions - Latest release: 2 days ago - 919 downloads last month - 0 stars on GitHub - 1 maintainer
crewai-goodmem 0.3.0
GoodMem knowledge storage and RAG tools for CrewAI agents4 versions - Latest release: 7 days ago - 109 downloads last month - 0 stars on GitHub - 1 maintainer
craftflow 1.0.0
A powerful workflow orchestration framework1 version - Latest release: over 1 year ago - 17 downloads last month - 7 stars on GitHub - 1 maintainer
hebb-mind 0.3.0
Hebb Mind β neuroscience-inspired long-term memory framework for AI agents (neurons that fire tog...11 versions - Latest release: 3 months ago - 24 downloads last month - 52 stars on GitHub - 1 maintainer
Top 3.8% on pypi.org
169 versions - Latest release: about 2 months ago - 5 dependent packages - 4 dependent repositories - 63.5 thousand downloads last month - 9,314 stars on GitHub - 1 maintainer
paper-qa 2026.8.12
LLM Chain for answering questions from docs169 versions - Latest release: about 2 months ago - 5 dependent packages - 4 dependent repositories - 63.5 thousand downloads last month - 9,314 stars on GitHub - 1 maintainer
Top 8.2% on pypi.org
2 versions - Latest release: 6 months ago - 12 downloads last month - 238 stars on GitHub - 2 maintainers
libsvs 0.3.0
Scalable Vector Search (SVS) shared and static libraries plus dependencies for C++ development2 versions - Latest release: 6 months ago - 12 downloads last month - 238 stars on GitHub - 2 maintainers
scalable-vs 0.4.0
Scalable Vector Search (SVS) is a performance library for vector similarity search.10 versions - Latest release: 4 months ago - 133 downloads last month - 238 stars on GitHub - 2 maintainers
headroom-ai 0.39.1 π°
The Context Optimization Layer for LLM Applications - Cut costs by 50-90%220 versions - Latest release: 9 days ago - 246 thousand downloads last month - 74,455 stars on GitHub - 2 maintainers
chunklet 1.4.0
A smart multilingual text chunker for LLMs, RAG, and beyond.19 versions - Latest release: about 1 year ago - 88 downloads last month - 85 stars on GitHub - 1 maintainer
lshrs 0.1.0
Redis-backed Locality Sensitive Hashing toolkit for fast approximate nearest neighbor search7 versions - Latest release: over 1 year ago - 34 downloads last month - 15 stars on GitHub - 1 maintainer
pylibseekdb-runtime 1.0.0.post1
OceanBase SeekDB4 versions - Latest release: 11 months ago - 84 downloads last month - 3,101 stars on GitHub - 1 maintainer
monitoring-rag 0.0.2
A comprehensive, framework-agnostic library for evaluating Retrieval-Augmented Generation (RAG) p...2 versions - Latest release: about 1 year ago - 25 downloads last month - 1 maintainer
localgenius 0.10.0
A personal MCP server that acts as a RAG source for your LLM11 versions - Latest release: about 1 year ago - 49 downloads last month - 1 maintainer
haystack-unirate 0.1.0
Haystack integration for the UniRate currency-exchange API β components for FX rate lookups, conv...1 version - Latest release: 2 months ago - 13 downloads last month - 0 stars on GitHub - 1 maintainer
haystack-praisonai 0.1.0
Haystack integration for PraisonAI multi-agent framework1 version - Latest release: 10 months ago - 8 downloads last month - 0 stars on GitHub - 1 maintainer
leann 0.3.7
LEANN - The smallest vector index in the world. RAG Everything with LEANN!30 versions - Latest release: 7 months ago - 3.61 thousand downloads last month - 13,009 stars on GitHub - 2 maintainers
pinetext 0.3.3
PineText20 versions - Latest release: 2 months ago - 284 downloads last month - 0 stars on GitHub - 1 maintainer
aquiles-rag 0.5.5
Aquiles-RAG is a high-performance Augmented Recovery-Generation (RAG) solution based on Redis, Qd...36 versions - Latest release: 9 months ago - 68 downloads last month - 30 stars on GitHub - 1 maintainer
memory-for-agents 0.0.1 π°
Placeholder package β install mcp-memory-service instead.1 version - Latest release: 5 months ago - 14 downloads last month - 1,984 stars on GitHub - 1 maintainer
mcp-memory-service 11.15.0 π°
Semantic memory layer for AI applications. REST API + MCP transport + knowledge graph + autonomou...334 versions - Latest release: 3 days ago - 8.65 thousand downloads last month - 1,984 stars on GitHub - 1 maintainer
mcp-memory-service-lite 11.15.0 π°
Lightweight semantic memory service with ONNX embeddings - no PyTorch required. 80% smaller insta...42 versions - Latest release: 3 days ago - 787 downloads last month - 1,984 stars on GitHub - 1 maintainer
ai-memory-service 0.0.1 π°
Placeholder package β install mcp-memory-service instead.1 version - Latest release: 5 months ago - 21 downloads last month - 1,984 stars on GitHub - 1 maintainer
agent-memory-service 0.0.1 π°
Placeholder package β install mcp-memory-service instead.1 version - Latest release: 5 months ago - 27 downloads last month - 1,984 stars on GitHub - 1 maintainer
betterdb-retrieval 0.5.0
Developer-facing retrieval SDK over Valkey Search: index lifecycle, upsert, and vector + filtered...6 versions - Latest release: 2 months ago - 74 downloads last month - 1,302 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
561 versions - Latest release: 5 days ago - 51 dependent packages - 2 dependent repositories - 555 thousand downloads last month - 26,667 stars on GitHub - 1 maintainer
haystack-ai 3.3.0
LLM framework to build customizable, production-ready LLM applications. Connect components (model...561 versions - Latest release: 5 days ago - 51 dependent packages - 2 dependent repositories - 555 thousand downloads last month - 26,667 stars on GitHub - 1 maintainer
pyspur 0.1.18
PySpur is a Graph UI for building AI Agents in Python18 versions - Latest release: over 1 year ago - 112 downloads last month - 5,794 stars on GitHub - 1 maintainer
ai-prishtina-text2sql-ltm 1.0.10 π°
Advanced Text-to-SQL library with AI features9 versions - Latest release: about 1 year ago - 379 downloads last month - 1 maintainer
text2sql-ltm 1.0.0
The most advanced Text-to-SQL library with revolutionary AI features1 version - Latest release: about 1 year ago - 64 downloads last month - 1 maintainer
Top 1.0% on pypi.org
116 versions - Latest release: almost 2 years ago - 21 dependent packages - 237 dependent repositories - 35.6 thousand downloads last month - 26,667 stars on GitHub - 1 maintainer
farm-haystack 1.26.4
LLM framework to build customizable, production-ready LLM applications. Connect components (model...116 versions - Latest release: almost 2 years ago - 21 dependent packages - 237 dependent repositories - 35.6 thousand downloads last month - 26,667 stars on GitHub - 1 maintainer
halu 0.1.4
Official Python client for the Komplex AI hallucination-detection API.6 versions - Latest release: 8 days ago - 378 downloads last month - 0 stars on GitHub - 1 maintainer
rag-assistant-ldxs 2.4.3
rag-assistant β AI Agent40 versions - Latest release: 26 days ago - 318 downloads last month - 0 stars on GitHub - 1 maintainer
halal-graphify 0.9.49
AI coding assistant skill (Claude Code, CodeBuddy, Codex, OpenCode, Kilo Code, Cursor, Gemini CLI...3 versions - Latest release: about 1 month ago - 37 downloads last month - 0 stars on GitHub - 1 maintainer
structured-writer-ldxs 3.2.1
structured-writer β AI Agent30 versions - Latest release: about 23 hours ago - 496 downloads last month - 3 stars on GitHub - 1 maintainer
crewai-lastsearch 1.0.0
CrewAI integration for LastSearch β research infrastructure with Grounded Intelligence for AI agents1 version - Latest release: about 1 month ago - 20 downloads last month - 20 stars on GitHub - 1 maintainer
repo-stargazer 0.3.0
Tell me about my stars6 versions - Latest release: about 1 year ago - 10 downloads last month - 12 stars on GitHub - 1 maintainer
hippo-memory-sdk 0.3.1
Make your agent's memory work like a brain. Hippo is long-term memory for coding agents.6 versions - Latest release: 1 day ago - 9 downloads last month - 772 stars on GitHub - 1 maintainer
Related Keywords
llm
2,948
ai
1,880
mcp
1,050
agents
941
python
815
embeddings
797
memory
773
ai-agents
674
agent
623
vector-database
610
langchain
589
retrieval
570
openai
518
vector-search
481
semantic-search
457
nlp
457
knowledge-graph
422
claude
358
retrieval-augmented-generation
353
anthropic
341
framework
328
llamaindex
287
ollama
271
gemini
259
data
253
cli
253
chatbot
247
knowledge-base
243
search
243
evaluation
230
machine-learning
225
agent-memory
223
model-context-protocol
220
pdf
210
markdown
204
open-source
199
local-first
196
langgraph
188
mcp-server
179
claude-code
177
sdk
164
fine-tuning
163
enterprise
161
chatgpt
157
context
155
application
153
agentic-ai
149
fastapi
149
developer-tools
147
generative-ai
144
graphrag
142
multi-agents
141
multi-agent
141
database
140
agent-framework
131
sqlite
130
chunking
127
artificial-intelligence
126
ocr
126
bm25
125
chromadb
122
api
122
ai-agent
122
hybrid-search
118
rust
117
vector
116
orchestration
116
ai-memory
116
qdrant
113
pgvector
111
context-engineering
111
observability
109
embedding
107
mlops
107
typescript
105
graph
104
agentic
103
long-term-memory
100
security
100
information-retrieval
97
hallucination
95
pydantic
95
document-processing
94
gpt
93
RAG
92
cursor
91
multimodal
91
tools
90
llms
89
llmops
89
obsidian
85
faiss
85
llama-index
80
self-hosted
78
ml
78
multiagent
76
guardrails
73
code-search
73
documentation
72
deepagents
71