This is an early release preview. You may encounter bugs.

Catalogue

Submit a tool

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

56 tools · showing 1–24

#knowledge-graph ×
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+
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+
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

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+
Harness

EvoScientist

Research

EvoScientist

Harness Vibe Research with Self-evolving AI Scientists

ai-scientistdeep-researchmulti-agentself-improvement

A
Tool

GraphRAG

Coding

microsoft

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

knowledge-graphraggptorchestration

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
Platform

Neo4j

Memory

neo4j

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

knowledge-graphgraphragvector-db

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
Platform

FalkorDB

CodingDeployment

FalkorDB

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

knowledge-graphgraphrag

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

MemMachine

Memory

MemMachine

MemMachine is an open-source long-term memory layer for AI agents and LLM-powered applications.

long-term-memoryknowledge-graphpersonalizationepisodic-memory

A
Tool

Code-Graph-RAG

CodingMemoryData Wrangling

vitali87

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

knowledge-graphtree-sittermemgraphast

A
Tool

CodeGraph

CodingMemory

colbymchenry

Pre-indexed code knowledge graph for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer

knowledge-graphcode-intelligencesearchtoken-optimization

A
Tool

Graphiti

Memory

getzep

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

knowledge-graphtemporal-graphragneo4j

A
Tool

Codebase Memory MCP

CodingMemory

DeusData

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 langu

code-intelligencetree-sitterknowledge-graphsqlite

A
Tool

Understand Anything

CodingMemory

Lum1104

Turn any code into an interactive knowledge graph you can explore, search, and ask questions about.

knowledge-graphcodebase-analysiscode-understandingvisualization

A
Tool

Omnigraph

MemoryCoding

ModernRelay

Point a dozen agents at one shared graph and they overwrite each other's writes, with no way to review what changed befo

knowledge-graphlakehouseversioningmulti-agent

A
Tool

Core

MemoryConnectors

RedPlanetHQ

Monday morning, the hard part is not opening Claude Code. It is knowing which ticket changed, which PR comment matters,

productivityassistantknowledge-graphtask-managementlocal-first

A
Tool

Gortex

CodingMemory

zzet

Gortex indexes repositories into a code graph and tags each call edge with how it was resolved: name-only match, tree-si

code-intelligenceknowledge-graphtree-sittertoken-optimization

A
Tool

Mex

CodingMemory

mex-memory

Persistent project memory for AI coding agents. Structured scaffold + drift detection CLI.

code-intelligencedrift-detectiontoken-optimizationknowledge-graph

A