Research and write from your own sources

Tool

Langroid

Coding

langroid

Python framework for building LLM applications with collaborating multi-agent message passing

multi-agentraglocal-firstmessage-passing

Tool

Zotero MCP

MemoryData Wrangling

cookjohn

It's a plugin extension in Zotero. Zotero MCP Plugin enables integration between AI assistants and Zotero through MCP. Zotero MCP Plugin 是一

zoterocitation-managementliterature-reviewsemantic-search

Tool

Exa

Research

exa-labs

Embeddings-based web Search, Contents, Answer and Agent APIs for retrieval inside agents; the separate Exa MCP server is already catalogued.

searchvector-dbragsemantic-search

Tool

Moss

Memory

usemoss

Knowledge-retrieval service that injects semantic search results into an agent's LLM context.

ragsemantic-searchhybrid-searchlow-latency

Tool

JustHireMe

ResearchMemory

vasu-devs

Local-first AI job intelligence workbench for scraping roles, ranking fit, and generating tailored application materials.

recruitingproductivityresume-tailoringsemantic-searchlocal-firstdesktop

Tool

Scope Recall Hermes

Memory

410979729

Hermes Agent memory plugin/provider for scope-aware recall, SQLite truth, LanceDB semantic search, and hybrid retrieval.

ragsemantic-searchvector-dbsqlite

Tool

VelesDB

MemoryInterface

cyberlife-coder

VelesDB is a local‑first AI data engine written in Rust that unifies vectors, full‑text and graph in a single file with a familiar SQL‑like

local-firstragvector-dbknowledge-graph

Tool

Memvid

Memory

memvid

Single-file memory layer giving AI agents retrieval and long-term memory without a vector database

ragsemantic-searchlocal-firstlightweight

Tool

MIND-Mem

Memory

star-ga

GitNexus turns a repo into an AST‑driven knowledge graph directly in the browser: Tree‑sitter parses the code, KuzuDB st

hybrid-searchbm25vector-dblocal-first

Tool

Omega Memory

CodingMemory

omega-memory

Persistent memory for AI coding agents

local-firstsemantic-searchcross-modelknowledge-graph

Tool

Hivemind

Memory

activeloopai

Agent memory is not a missing layer anymore. Mnemory, Engram, mem0, Supermemory, Letta, OpenContext and OpenClaw memory

ragshared-memoryvector-dbevaluation

Tool

Infigraph

CodingMemory

intuit

Ask a coding agent where something lives and it keyword-greps, so a function sharing one word with your query outranks t

astknowledge-graphsemantic-searchlocal-first

Tool

Mnemory

MemorySecurity

fpytloun

Mnemory is a self-hosted MCP server that turns agent memory into shared infrastructure. One command (uvx mnemory) runs i

local-firstvector-dbfact-extractionsemantic-search

Tool

Swiftide

CodingMemory

bosun-ai

You wire up a few agent steps, run it, and it dies halfway. The calls ran, the tokens are gone, and the cause was one ba

ragsearchorchestrationstreaming

Tool

EmbedAnything

Data WranglingMemoryInference

StarlightSearch

Rust-based inference, ingestion and indexing library for embeddings and retrieval, with Python bindings.

local-firstcloudragsdk

Framework

OpenExecutive

MemoryCoding

SenteLabsAI

AI-powered virtual executive team — a single coherent executive persona backed by 8 specialist Claude agents.

productivitymulti-agentragvector-dbepisodic-memory

Tool

OB1

Memory

NateBJones-Projects

Self-hosted vector-database memory with an open MCP protocol so multiple AI clients share one persistent store

vector-dblocal-firstsupabaseknowledge-base

Tool

Metronix Memory

Memory

mtrnix

Metronix Memory is a self-hosted memory backend for agents over MCP: ingest files and Saa...

ragknowledge-graphlocal-firstollama

Tool

Claude Context

CodingMemory

zilliztech

MCP plugin indexing a codebase into a vector database for semantic search from AI coding agents

vector-dbmilvusbm25semantic-search

Tool

Contextplus

Coding

ForLoopCodes

On codebases with millions of lines, tools that walk import graphs miss semantic neighbors and full files blow the conte

ragastcode-intelligencevector-db

Tool

Amnesia

Memory

maksika

Memory layer for AI assistants and agents that persists user, session and agent context and retrieves it with multi-signal semantic search

semantic-searchvector-dbraglong-term-memory

Tool

AgentBrain

Memory

LightHaru

🧠 Brain-inspired cognitive architecture plugin for AI agents — persistent memory, evolving personality, neurochemistry-driven mood, learnin

cognitive-architecturepersonalityemotion-modelinglocal-first

Agentwork

ConnectorsMemory

Connects to a team's existing tools and answers questions across them in plain language with checkable sources

productivityslacknotionknowledge-baserag

App

LLM Wiki

MemoryResearch

nashsu

LLM Wiki is a cross-platform desktop application that turns your documents into an organized, interlinked knowledge base.

productivityknowledge-basevector-dbknowledge-graphdocument-processing