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People Context

JinyangWang27

Local-first memory for AI agents about the people in your life. MCP server + CLI on SQLite. Never phones home.

A

Aictx

oldskultxo

Repo-local continuity runtime for AI coding agents. Helps them continue from the same inspectable work state instead of starting cold. Stop onboarding your coding agents like rookies every session.

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MCP Duckdb Memory Server

IzumiSy

MCP Memory Server with DuckDB backend

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Knowledge

olafgeibig

A MCP server that is a locally running knowledge base with a hybrid vector and graph RAG engine using LightRAG

V

Vidxp

grayhatdevelopers

VidXP (Video eXPlain) - Video Indexing Engine. Search in videos in natural language. Connect your Hermes / Claude / OpenClaw agents, allow them to understand videos with low token cost.

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MetaSearchMCP

gefsikatsinelou

Open-source metasearch backend, MCP server, and AI search API for LLM agents. Python FastAPI search gateway with Google search via SerpBase and Serper, multi-engine search aggregation, structured JSON

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Srclight

srclight

Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerated semantic search, 1

O

Openexp

anthroos

Outsource your understanding. Capture every human-AI decision as a step in a trajectory; grade trajectories retroactively when outcomes land (deal closed, sprint shipped). Hooks + MCP server for Claud

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Smart Connections

msdanyg

Give Claude semantic memory of your Obsidian vault — local semantic search over Smart Connections embeddings via MCP. Multi-vault, block-level, 100% private.

C

Ctxd

ctxd-dev

Your AI agents can't see your files. ctxd connects your cloud data and makes it searchable via API, CLI, or MCP.

A

Awesome Agent Memory

mnemoverse

A curated list of memory systems, frameworks, benchmarks, and research for AI agents.

O

Ocpp Rag

nader0913

MCP server with RAG knowledge base for OCPP 1.6, OCPP 2.0.1, and EV charging standards

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Minirag

sfrangulov

Local-first RAG MCP server in Python: hybrid search (semantic + BM25 keyword boost) over your own documents. 11 MCP tools + CLI, markitdown ingestion for 12 formats, multilingual embeddings, LanceDB.

R

Recallium

recallium-ai

Engineering memory for coding agents: the decisions, fixes and constraints behind your code, with who recorded them, the files and the commit, recalled by every agent on the team in Claude Code, Codex

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MCP Memory Server

Amio242

Persistent Shared Memory Server for AI Agents via MCP

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Stashseek

deequoique

Chat with the videos you've saved: evidence-backed answers with timestamps that jump back to the source. Browser extension + MCP, self-hostable. 和你收藏的视频对话，答案带时间戳，一键回到原视频。

O

Orionbelt Analytics

ralforion

Ontology-based MCP server that analyzes database schemas (PostgreSQL, Snowflake, ClickHouse, Dremio) and generates RDF/OWL ontologies with SQL mappings for fan-trap-free Text-to-SQL.

A

Ai Memory

Resmi

io.github.alphaonedev

Persistent memory for any AI — zero token cost until recall

O

Okto Pulse

OktoLabsAI

Local-first, spec-driven SDLC workbench with governance gates, knowledge graphs, and MCP for AI coding agents.

A

Ai Memory

alphaonedev

Persistent memory for any AI — MCP server, HTTP API, CLI. Works with Claude, ChatGPT, Grok, Gemini, Codex, Cursor, OpenClaw, and any MCP client. One Rust binary; SQLite or PostgreSQL + Apache AGE + pg

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Kiso

oak-invest

Publishing engine, MCP server and Java library for Open Knowledge Format (OKF)

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MCP Rdf Explorer

emekaokoye

A Model Context Protocol (MCP) server that provides conversational interface for the exploration and analysis of RDF (Turtle) based Knowledge Graph in Local File mode or SPARQL Endpoint mode.

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ContextCore

qingsongcui

Senrelay · 续境 — Local-first macOS multi-Agent conversation relay, source-linked persistent memory, and unified host configuration workbench.

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Memory Plus

Yuchen20

𝑴𝒆𝒎𝒐𝒓𝒚-𝑷𝒍𝒖𝒔 is a lightweight, local RAG memory store for MCP agents. Easily record, retrieve, update, delete, and visualize persistent "memories" across sessions—perfect for developers wo

Q

Qdrant Loader

cbtw-apac

Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligen

R

Rag Code

doITmagic

Privacy-first semantic code navigation MCP server using RAG. Features deep AST multi-language support (Go, PHP/Laravel/WP, JS/TS/React, Python), 100% local LLMs (Ollama), and vector search (Qdrant) fo

D

Daidocs

Kerneta

Open plain-text file format for AI memory. Your assistant's long-term memory as .dai files on your disk: readable by Claude, GPT, Gemini, Cursor, local models and grep (all LLM models work). MCP serve

D

Distill Kura

lna-lab

蒸留蔵 — distilled long-term memory for agents: recall by meaning, writing gated by evidence, one kura per agent mode. Ships as a DeepSeek Harness plugin and an MCP server.

R

Roampal Core

roampal-ai

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.

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Rekal

janbjorge

Long-term memory for LLMs. MCP server backed by hybrid search in a single SQLite file.

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Knowledge Base

jeanibarz

This MCP server provides tools for listing and retrieving content from different knowledge bases.

O

OneSelf

ptonlix

One self. One context. Every AI.

D

DuDuClaw

zhixuli0406

Turn AI coding CLIs (Claude Code, Codex, Antigravity) into AI employees on LINE, Telegram, Discord, Slack and 7 more chat apps. A judge reviews each result, every cost is logged, memory stays on your

K

Kk Knowledge Agent

kanna12580

轻量级知识库系统，支持知识库管理、文本/txt 上传、语义检索、流式返回，并将检索能力封装为 MCP Server，供 Agent 调用。

A

Agora Code

thebnbrkr

Persistent memory and codebase intelligence for AI coding agents, indexes symbols, tracks sessions, and exposes structured project knowledge through an MCP server so agents stop re-reading files and s

I

IronRAG

mlimarenko

One-click knowledge system for documents, internal bots, and AI agents