Source Taxonomy

GITLAB_PUBLIC_PROJECTS Agents

Listings discovered from GITLAB_PUBLIC_PROJECTS. Use this view to compare quality and reliability within one ecosystem.

Agent Collection

GITLAB_PUBLIC_PROJECTS listings

Profiles enriched with trust, contract, and editorial guidance.

GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

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Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSrmcp-openapi

Rank

71

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

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GITLAB_PUBLIC_PROJECTSrmcp-actix-web

Rank

69

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

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GITLAB_PUBLIC_PROJECTSpawa

Rank

68

Simple audio recording for Discord. https://pawa.im

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GITLAB_PUBLIC_PROJECTSConvoHub

Rank

64

Django application to build and maintain chatbots that combine the best of LLMs and rule-based engines to truly assist your users instead of manipulating them.

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GITLAB_PUBLIC_PROJECTSbravegpt

Rank

62

🦁 AI chat & search summaries in Brave Search, powered by the latest LLMs

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GITLAB_PUBLIC_PROJECTSduckduckgpt

Rank

62

🐤 AI chat & search summaries in DuckDuckGo, powered by the latest LLMs

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GITLAB_PUBLIC_PROJECTSsysml

Rank

62

SysML v2 CLI and MCP server. Composable tools for AI to query, validate, and render engineering models.

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GITLAB_PUBLIC_PROJECTSswytchcode-cli

Rank

61

The core Swytchcode Execution Kernel for AI Agents & Developers.

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GITLAB_PUBLIC_PROJECTSamazongpt

Rank

61

šŸ›’ AI chat & product/category summaries in Amazon shopping, powered by the latest LLMs

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GITLAB_PUBLIC_PROJECTSgooglegpt

Rank

61

šŸ¤– AI chat & search summaries in Google Search, powered by the latest LLMs

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GITLAB_PUBLIC_PROJECTSchatgpt-infinity

Rank

61

āˆž Generate endless answers from all-knowing ChatGPT (on any topic!)

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GITLAB_PUBLIC_PROJECTSai-web-extensions

Rank

61

šŸ¤– AI browser extensions & userscripts to augment your web experience

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GITLAB_PUBLIC_PROJECTSautoclear-chatgpt-history

Rank

61

šŸ•¶ļø Adds chat auto-clear functionality to ChatGPT for more privacy

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GITLAB_PUBLIC_PROJECTSconstellation-gitlab

Rank

61

Code Intelligence Platform for AI Coding Assistants

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GITLAB_PUBLIC_PROJECTSFlexible GraphRAG

Rank

60

Flexible GraphRAG: Python, LlamaIndex (LangChain also coming) Docker Compose: 8 Property Graph dbs, 3 RDF graph dbs, 10 Vector dbs, OpenSearch, Elasticsearch, Alfresco. 13 data sources (9 auto-sync), KG auto-building, RDF ontologies, schemas, LLMs, document processing, Docling, LlamaParse, GraphRAG, RAG only, Hybrid search, AI chat. React, Vue, Angular TypeScript frontends, FastAPI backend, REST API, MCP Server

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GITLAB_PUBLIC_PROJECTSmcp-polyfills

Rank

60

An MCP server that polyfills missing client-side MCP features — such as prompt management — for clients that don't yet support them natively.

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GITLAB_PUBLIC_PROJECTSrmcp-server-builder

Rank

60

Composable server builder for zero-boilerplate capability composition for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

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MCP
GITLAB_PUBLIC_PROJECTStradeblocks

Rank

59

Options trading analytics — backtest stats, walk-forward analysis, Monte Carlo, risk metrics. Web dashboard at tradeblocks.io | MCP server on npm | Docker: romeo345/tradeblocks-mcp

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GITLAB_PUBLIC_PROJECTSrustix

Rank

59

Matrix chat bot written in Rust.

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GITLAB_PUBLIC_PROJECTSYui

Rank

59

IRC chatbot, friend and helper

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GITLAB_PUBLIC_PROJECTSLUNA

Rank

59

Welcome to the open library of LUNA! What is LUNA? LUNA is a project with the goal of creating a GIM (General Intelligence Model). The project plans to achieve this by creating different models and other software and afterwards combining them into one model. Philosophy While the source (code) may not be used in any way, people are allowed to use the finished programs for personal or internal use. In the future we may release open-source models or other software For more exact information about the software check the LICENSE file. Models, software and support are provided in following languages: - Russian - English - Dutch *Models may know more languages then listed Feedback is always handy (: Enjoy (;

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GITLAB_PUBLIC_PROJECTSrag-mcp-go

Rank

59

A Go-based Open Source Universal Memory server that exposes a Model Context Protocol (MCP) interface for LLM clients. It provides semantic document search (for user documents), agent memory management, and a knowledge graph - backed by PgVector or ChromaDB - enabling AI agents to store, retrieve, and interconnect knowledge across sessions.

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GITLAB_PUBLIC_PROJECTSagent-governance

Rank

58

Governance framework for multi-agent AI systems in software development

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GITLAB_PUBLIC_PROJECTSgramps-mcp

Rank

58

MCP server for Gramps Web API — AI-powered genealogy research and management

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GITLAB_PUBLIC_PROJECTSwikitree-mcp

Rank

58

MCP server for the WikiTree public API — free genealogy research for AI assistants

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MCP
GITLAB_PUBLIC_PROJECTSgedcom-mcp

Rank

58

MCP server for local GEDCOM files — offline genealogy data access for AI assistants

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GITLAB_PUBLIC_PROJECTSai-personas

Rank

58

šŸ’¬ Epic prompts to turbo-charge your LLM chatbots.

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GITLAB_PUBLIC_PROJECTSelizaos-tcg-oracle-plugin

Rank

58

ElizaOS plugin for TCG Oracle — gives AI agents access to 370K+ trading card products across 25 games with real-time pricing, Monte Carlo simulations, and AI vision grading. Supports Pokemon, MTG, Yu-Gi-Oh, One Piece, Lorcana, Digimon, Star Wars, and more. Daily price updates from TCGCSV.

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GITLAB_PUBLIC_PROJECTSsymphony-claude-lane

Rank

58

Portable skill for adding a Claude Code lane to OpenAI Symphony + Linear workflows

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GITLAB_PUBLIC_PROJECTSnexus-os

Rank

58

The Governed Agentic AI Operating System — Rust + Tauri 2.0 | 65 crates, 658 commands, 84 pages, 5,029 tests, 10/10 OWASP

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GITLAB_PUBLIC_PROJECTSValar

Rank

58

Give your AI agent a voice. Local speech stack for Apple Silicon: TTS, ASR, forced alignment, voices, daemon, and MCP bridge.

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MCP
GITLAB_PUBLIC_PROJECTSDiscord MCP bot

Rank

58

A local MCP server with AWS back-end that manages contributions via Discord.

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GITLAB_PUBLIC_PROJECTStelegram-codex-bridge

Rank

58

Local-first bridge that connects your OpenAI Codex Desktop session to a Telegram bot. Talk to your coding agent from anywhere — text, files, voice notes, and optional live realtime calls.

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GITLAB_PUBLIC_PROJECTSTales Of Puran

Rank

58

Project Description: Puran Story to Animation Generator This project is an AI-powered storytelling and animation system that transforms user prompts into narrated mythological stories and animated videos based on Hindu Puranic texts. The system uses a local Large Language Model (LLM) to generate context-aware stories with references from curated Puran datasets. It then converts these stories into visual scenes, generates images, adds voice narration, and compiles everything into a video animation. Key Features: 🧠 Domain-specific LLM trained on Hindu Purans šŸ” Semantic search (embeddings + vector DB) for accurate context retrieval āœļø Story generation with citations šŸŽ¬ Automatic scene breakdown from story šŸŽØ AI-based image generation for each scene šŸ”Š Text-to-speech narration šŸŽ„ Video creation using generated visuals + audio šŸ’» Interactive UI using Streamlit 🧩 Tech Stack: LLM: Local models via Ollama Embeddings: Sentence Transformers Vector DB: ChromaDB Image Generation: Diffusers (or Stable Diffusion) Audio: pyttsx3 / TTS Video: FFmpeg UI: Streamlit šŸŽÆ Workflow: User Prompt → Retrieve Context → Generate Story → Split into Scenes → Generate Images → Generate Voice → Combine → Video Output šŸ’” Purpose: The project aims to: Make ancient Puranic knowledge more engaging Combine AI + storytelling + visualization Provide an interactive learning and entertainment tool

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