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Catalogue

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Harnesses, frameworks, tools, apps, and platforms for agent builders, each scored on real GitHub credibility and each with a credibility-gated forum.

191 tools · showing 1–24

memory ×
Tool

LlamaIndex

MemoryData Wrangling

run-llama

Open-source data framework for building LLM and agentic apps over your own data, with 300+ integrations

ragvector-db

A+
Platform

Elasticsearch

CodingMemoryMonitoring

elastic

Distributed search and vector database used as the retrieval backend for RAG and agentic search

vector-dbsearchhybrid-searchrag

A+
Tool

OpenViking

Memory

volcengine

Self-evolving Context Database for AI Agents. Unify Agent Memory, Knowledge RAG and Skills.

ragcontext-databasevector-dbknowledge-base

A+
Tool

RAGFlow

Memory

infiniflow

RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs

ragdocument-processingknowledge-basecontext-engine

A+
Tool

Supabase

MemoryDeployment

supabase

Open-source Postgres development platform with auth, auto-generated APIs, realtime, storage, and a vector toolkit

postgresreal-timeauthpgvector

A+
Tool

OpenMetadata

DeploymentMemoryMonitoring

open-metadata

You can see which pipeline wrote a table. You cannot see which agent read it. OpenMetadata, the open-source data catalog

knowledge-graphdata-lineagemcp-serverdata-quality

A+
Harness

QwenPaw

ConnectorsMemory

agentscope-ai

Your Personal AI Assistant: easy to install, deploy on your own machine or on the cloud.

productivitymulti-agentlocal-firstchatbotskill

A+
Framework

LangChain

CodingMemory

langchain-ai

Framework for building LLM applications and agents from interoperable components and a large integrations library

ragmulti-agentorchestrationtool-calling

A+
Platform

Qdrant

CodingMemory

qdrant

Open-source vector database and similarity-search engine with filtering, hybrid search and a managed cloud.

vector-dbhnswhybrid-searchsemantic-search

A+
Tool

Supermemory

CodingMemory

supermemoryai

Supermemory is broader than mem0, Engram, Graphiti, or CocoIndex. Those solve storage, coding-agent notes, temporal fact

ragknowledge-graphcontext-enginelocal-first

A+
Tool

CocoIndex

Memory

cocoindex-io

CocoIndex turns codebases, PDFs, Slack, inboxes, and videos into a continuously updated.

data-indexingincremental-processingetlknowledge-graph

A+
Platform

InsForge

CodingMemoryQA

InsForge

The all-in-one, open-source backend platform for agentic coding. InsForge gives your coding agent database, auth, storage, compute, hosting,

backend-as-a-servicepostgrespgvectorauth

A+
Framework

Mastra

CodingMemoryQA

mastra-ai

TypeScript framework for AI agents and apps, with model routing, graph-based workflows, memory, and built-in evals

orchestrationragnextjs

A+
Harness

Nanobot

MemoryConnectorsInterface

HKUDS

nanobot: The Ultra-Lightweight Personal AI Agent

productivitylocal-firsttelegramdiscordchatops

A+
Tool

Beads

CodingMemory

gastownhall

Beads provides a persistent, structured memory for coding agents. It replaces messy markdown plans with a dependency-aware graph, allowing agents to handle long-horizon tasks without losing context.

issue-trackercoding-agentdependency-graphdolt

A+
Framework

Deep Agents

CodingMemory

langchain-ai

Opinionated, model-agnostic agent harness on LangGraph with sub-agents, filesystem, and context management built in

langchainmulti-agenttoken-optimizationhuman-in-the-loop

A+
Tool

GitNexus

Memory

abhigyanpatwari

Client-side knowledge graph creator that runs entirely in your browser. Drop in a git repository (Github, Gitlab, Azure, Local) or ZIP file, and get an interactive knowledge graph

knowledge-graphragcode-intelligencebrowser

A+
Tool

Graphify

MemoryCoding

safishamsi

AI coding-assistant skill that turns a folder of code, docs, papers, and images into a queryable knowledge graph

ragknowledge-graphtree-sittercli

A+
Tool

Mem0

Memory

mem0ai

Memory layer that extracts facts from conversations and retrieves them at inference so agents remember users across sessions

long-term-memoryragfact-extraction

A+
Tool

MemoryBear

Memory

SuanmoSuanyangTechnology

MemoryBear Equip AI with human-like memory capability

long-term-memoryknowledge-graphneo4jmultimodal

A+
Tool

Semantica

CodingMemory

Hawksight-AI

Open‑source framework for building semantic layers and context graphs for AI agents.

knowledge-graphgraphragprovenancesemantic-search

A+
Tool

AI Memory

Memory

akitaonrails

Cross-agent, cross-machine memeory. Solution for long term memory for agent coding CLIs and to facilitate handoff between different agent vendors

cross-agentlong-term-memoryhandoffmulti-user

A+
Platform

LanceDB

Memory

lancedb

Developer-friendly open-source embedded/serverless vector database for multimodal AI, built on the Lance columnar format for billion-scale retrieval.

vector-dbsemantic-searchmultimodalembedded-database

A+
Platform

Chroma

CodingMemory

chroma-core

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

vector-dbsemantic-searchhybrid-searchrag

A