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Research and write from your own sources

Deep-research pipelines, drafting tools and retrieval over your own documents.

94 tools · showing 25–48

Platform

Chroma

CodingMemory

chroma-core

Open-source embedding/search database for retrieval and agent memory, self-hosted or cloud

vector-dbsemantic-searchhybrid-searchrag

A
Tool

Claude-Mem

Memory

thedotmack

Compresses Claude Code sessions into a local SQLite and Chroma memory store, queryable from other agents over MCP

sqlitevector-dbragcross-session

A
Tool

Crawl4AI

Research

unclecode

Reliable, large-scale web extraction, now built to be drastically more cost-effective. than any of the existing solutions.

scraperagplaywrightdocker

A
Tool

GraphRAG

Coding

microsoft

Pipeline that uses LLMs to build knowledge graphs from unstructured text for retrieval-augmented generation

knowledge-graphraggptorchestration

A
Platform

OpenRAG

CodingMemory

langflow-ai

OpenRAG is a comprehensive, single package Retrieval-Augmented Generation platform built on Langflow, Docling, and Opensearch.

ragdocument-processingsemantic-searchlangflow

A
Tool

Phoenix

Monitoring

Arize-ai

Open-source AI observability platform for tracing, evaluating, and troubleshooting LLM and agent applications

observabilityevaluationllmopsrag

A
Tool

WrenAI

Data WranglingInterface

Canner

GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natural-language question

productivitytext-to-sqlsemantic-layerbusiness-intelligencerag

A
Tool

GBrain

MemoryData Wrangling

garrytan

Local knowledge brain that indexes a vault into Postgres and exposes retrieval, synthesis, and a graph over MCP

postgresknowledge-graphraglocal-first

A
Tool

Hindsight

Memory

vectorize-io

Agent memory system that stores and retrieves long-term memories so agents learn across sessions, not just recall history

long-term-memorydockerevaluationrag

A
Platform

Neo4j

Memory

neo4j

Graph database used as agent memory and the store behind GraphRAG.

knowledge-graphgraphragvector-db

A
Tool

WeKnora

MemoryCoding

Tencent

Self-hostable document-knowledge framework combining RAG Q&A, a ReAct reasoning agent, and auto-generated wikis

ragreact-agentknowledge-basevector-db

A
Framework

Docker Agent

Deployment

docker

Docker Agent ships a full agent runtime as a Docker plugin: define agents in YAML, run with docker agent run, distribute

dockeroci-registryyaml-configmulti-agent

A
Tool

HelixDB

Memory

HelixDB

HelixDB collapses Postgres + Qdrant + Neo4j into one Rust process on LMDB. Single access path: HelixQL queries, compiled

vector-dbknowledge-graphrag

A
Tool

OpenDataLoader PDF

Data Wrangling

opendataloader-project

Extract Markdown, JSON (with bounding boxes), and HTML from any PDF.

document-processingocraccessibilityrag

A
Tool

VoltAgent

CodingInterfaceMonitoring

VoltAgent

TypeScript framework and console for building, observing, and operating AI agents

ragobservabilityorchestrationmcp-server

A
Tool

Cognee

Memory

topoteretes

Open-source AI memory platform that builds a self-hosted knowledge graph to give agents persistent long-term memory

knowledge-graphragvector-dblocal-first

A
Tool

EverOS

Memory

EverMind-AI

Self-evolving memory across Agent and platform. The one portable memory layer for every agent they use - Claude Code, Codex, OpenClaw, Herme

raglocal-firstmarkdownsqlite

A
Platform

FalkorDB

CodingDeployment

FalkorDB

Graph database using sparse-matrix representation and linear algebra, aimed at knowledge graphs for LLMs

knowledge-graphgraphrag

A
Tool

DeepEval

Coding

confident-ai

Open-source framework for unit-testing and evaluating LLM apps with ready-made metrics that run locally

evaluationragpytest

A
Tool

Graphiti

Memory

getzep

Graphiti is a framework for building and querying temporal context graphs for AI agents.

knowledge-graphtemporal-graphragneo4j

A
Tool

LEANN

Memory

StarTrail-org

Stop storing embeddings, and still keep your recall. LEANN is a low‑storage vector index that recomputes embeddings on t

vector-dbraglocal-firstlow-storage

A
Tool

Local Deep Research

Research

LearningCircuit

Self-hosted assistant that runs iterative, cited research across search engines with local or cloud LLMs

productivitylocal-firstragcitationsollama

A
Tool

PaddleOCR

Data Wrangling

PaddlePaddle

OCR toolkit that converts PDFs and images into structured Markdown or JSON, with text, table, formula, and layout recognition

productivityocrdocument-processingtable-recognitionvision-language-model

A
Tool

PageIndex

MemoryResearch

VectifyAI

PageIndex: Document Index for Vectorless, Reasoning-based RAG.

ragvectorless-retrievaldocument-processingmcp-server

A

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