Model Context Protocol (MCP)

VoiceStudio

debpalash/VoiceStudio

Huia Project Score 80

VoiceStudio is a desktop app that runs speech AI on your own computer: it clones and designs voices, generates speech from text, dubs videos, transcribes audio and has a dictation widget. The app is built on Electron with a Python backend. Its default speech engine is k2-fsa's OmniVoice, and the feature catalog lists more than a dozen alternatives, among them CosyVoice 3, KittenTTS, MLX-Audio and IndexTTS 2.5. Transcription defaults to WhisperX, with Faster-Whisper, Parakeet, Moonshine and others available. Models are downloaded when a workspace first needs them. The project says its tools cover 646 languages, a figure that also appears in the transcription tool of its MCP docs. Beyond the desktop workspaces, VoiceStudio exposes a local API and an MCP server on port 3900, so coding agents can generate speech, clone a voice or transcribe a file. The README states that local workflows stay on your hardware, remote workers are optional and usage analytics only run with consent. Version 0.5.3 was the last release built on Tauri; current releases are Electron only, and Tauri users have to install the new app separately.

Stars

61K

Language

Python

License

AGPL-3.0

Momentum

+16.0% 7dTrending

ECC

affaan-m/ECC

Huia Project Score 73

ECC is an open-source system that adds reusable engineering workflows, skills, agents, memory, rules, hooks and security checks to coding agents. Its main path is Claude Code, with guided installation also available for Codex and Kimi Code. The repository also contains adapters for other coding agents, but the project warns that support is not equal across them. The current repository includes 68 agents, 293 skills and 94 legacy command shims. The supplied workflows cover tasks such as planning, testing, implementation, review, build repair, security and architecture. ECC also includes AgentShield integration for scanning agent configuration, prompts, hooks, MCP settings, permissions, secrets and related files. Hooks and memory can enforce checks outside the prompt, store session information and support its continuous-learning system. The easiest starting point is the ecc-universal guided installer. Claude Code setup needs Node.js 18 or newer, Git and Claude Code 2.1 or newer on PATH. The multi-agent installer can configure Claude Code, Codex and Kimi Code in one reviewed flow. Kimi installation is more limited: ECC writes managed project files but does not configure Kimi hooks, model or provider settings, or authentication.

Stars

278K

Language

JavaScript

License

MIT

Momentum

+2.2% 7dEstablished

codebase-memory-mcp

DeusData/codebase-memory-mcp

Huia Project Score 71

codebase-memory-mcp is an MCP server, written in C, that parses a code repository into a knowledge graph so an AI coding agent can ask structural questions (what calls this function, which HTTP routes exist, what a change affects) instead of reading files one by one. It ships as one native executable for macOS, Linux and Windows. Parsing uses tree-sitter grammars compiled into the binary, and the README lists 162 languages. A hybrid LSP layer adds type resolution for a smaller set, including Python, TypeScript, Go, Java and Rust. Agents reach the graph through 17 MCP tools covering search, call tracing, architecture overviews, change detection, Cypher queries and architecture decision records. A 3D graph viewer is built into the binary and opens at localhost:9749. The installer finds supported agents on your machine and writes their MCP configuration; the README counts 45 client surfaces, among them Claude Code, Codex, Gemini CLI, Cursor and Windsurf. The authors describe the design in an arXiv preprint and report 83% answer quality with 10 times fewer tokens than file-by-file exploration across 31 repositories. Indexing and queries run locally without an API key.

Stars

46K

Language

C

License

MIT

Momentum

+1.6% 7dEstablished

mempalace

MemPalace/mempalace

Huia Project Score 69

MemPalace is a Python memory layer for AI assistants: it saves your past conversations and project files word for word on your own machine, then lets you or your agent search them by meaning. The project deliberately avoids summarizing what it stores. Records are filed into a hierarchy the authors call a palace: each person or project gets a wing, subjects inside it become rooms, and the original text sits in drawers. A search can then stay inside one wing instead of scanning everything. ChromaDB is the default vector store, and the repository ships opt-in adapters for SQLite, a native Rust engine, Milvus, Qdrant and pgvector. Day to day, you point the mempalace CLI at a code folder or at Claude Code session logs, and it indexes them. An MCP server exposes the palace to agents with 45 tools, and hooks for Claude Code, Codex CLI and Cursor save sessions on a schedule and before context compression. The README reports 96.6% recall at five on the LongMemEval benchmark using plain semantic search with no language model involved, and says the scripts to reproduce that figure are in the repository.

Stars

60K

Language

Python

License

MIT

Momentum

+0.2% 7dEstablished

An AI code editor and coding agent that plans, writes and reviews code on your desktop, in the terminal, in Slack and in the cloud.

Anthropic's coding agent that reads a codebase, edits files and runs commands from the terminal, IDE, desktop app or web.

GitHub's AI coding assistant for code completion, chat, agent mode, code review and cloud agents across editors, the CLI and GitHub.

Workflow automation platform for technical teams, with a visual editor, code steps, AI agent nodes, and cloud or self-hosted deployment.

A test runbook for web and mobile apps: an AI assistant drafts the plan, and testers or agents record results over MCP.

Mac app that keeps an encrypted, searchable memory of your screen and meetings, with local MCP access for AI coding agents.

AI support agent for website chat that answers from your help content with citations, runs approved tasks and hands off to people.

A free, open-source desktop video editor that AI agents drive over MCP while you watch each edit and can undo it.

Watches production logs, metrics and traces, investigates issues and opens pull requests with fixes for your team to review.

MCP server that grounds AI agents in full-text computer science papers from top-tier conferences, for students and researchers.

Context.dev's scraping API that turns any URL into Markdown, HTML, JSON or screenshots for AI agents and apps.

AI video generator that turns a prompt or screen recording into onboarding, training, demo and explainer videos for teams.

Video reference library that turns launch films and explainers into blueprints and prompt recipes Claude and other agents can build from.

A guide for building MCP servers that let language models use external services and APIs through well-designed tools, in Python with FastMCP or TypeScript with the MCP SDK.

Claude Code, Claude.ai, Claude API·★ 180K·checked Oct 4, 2026