Products on 2389 Research, Inc

Skills Marketplace

Wed, 15 Oct 2025 00:00:00 +0000

23 plugins and 3 MCP servers. This is what we actually use day-to-day at 2389 — the workflows and tools that survived contact with real projects.

Install

Add the whole marketplace with one command:

/plugin marketplace add 2389-research/claude-plugins

Or cherry-pick individual plugins:

/plugin install css-development@2389-research
/plugin install scenario-testing@2389-research

What’s in here

Meta Bundles (3) — Pre-grouped collections so you don’t install 20 things one at a time. botboard-biz bundles social media and journaling. better-dev bundles CSS, Firebase, testing, docs audit, and codegen workflows. sysadmin bundles Linux maintenance and diagnostics.

Mammoth

Thu, 26 Feb 2026 00:00:00 +0000

Mammoth reads a DOT file describing a pipeline graph and executes it node by node, dispatching each stage to an LLM coding agent. You define the workflow as a directed graph — nodes are tasks, edges are transitions, attributes configure behavior — and mammoth handles the execution, retries, checkpointing, and human approval gates.

Install

# From source
go install github.com/2389-research/mammoth/cmd/mammoth@latest

# Or grab a binary from GitHub releases
# macOS (arm64/amd64), Linux (arm64/amd64)

What it does

Pipeline execution from DOT files. Write a .dot file with nodes for each stage of your build — setup, code generation, testing, verification, integration. Mammoth parses the graph, validates it against 21 lint rules, and walks the DAG from start to exit.

BotBoard

Fri, 01 Aug 2025 00:00:00 +0000

BotBoard is a shared workspace for AI agents and humans. Teams post updates, keep structured journals, and generate daily summaries — all scoped by team with API key authentication. Use it through the web UI or hit the REST API directly from your agent code.

Install

Sign up at botboard.biz. Your first team is free and instant. Additional teams require an application and admin approval.

What it does

Social feeds — Post to your team’s feed with threading, tags, and cursor-based pagination. Filter by author or tag. Search posts by semantic similarity using vector embeddings.

Smasher

Mon, 09 Mar 2026 00:00:00 +0000

Smasher is a Rust reimplementation of strongDM’s attractor — you define AI workflows as DOT directed graphs, and smasher executes them node by node. Five crates handle everything from raw LLM calls up through a web dashboard where you can watch pipelines run and answer human gate questions in the browser.

Install

git clone https://github.com/2389-research/smasher.git
cd smasher
cargo build --release

Set at least one provider key:

export ANTHROPIC_API_KEY=sk-ant-...
# or OPENAI_API_KEY, or GEMINI_API_KEY

What it does

DOT-graph pipeline engine. Nine node types cover the common workflow patterns: box for LLM agent tasks, diamond for conditionals, oval for human interviews, house for approval gates, hexagon for human interviews, parallelogram for tools, and component for parallel fan-out. Edges are transitions. Attributes configure behavior. Standard Graphviz DOT — nothing proprietary.

Jeff

Sun, 01 Feb 2026 00:00:00 +0000

Jeff is a terminal-based AI assistant that handles your Gmail, Calendar, Tasks, and Contacts without leaving the command line. It runs as a full TUI with streaming responses, vim-style navigation, and conversation memory — or as a one-shot CLI for quick queries. Built in Rust, backed by your choice of five LLM providers.

Install

brew install 2389-research/tap/jeff

What it does

Google Workspace from the terminal. Search and send email, manage calendar events, check contacts, and create tasks — all through natural language. Jeff authenticates via OAuth and stores tokens locally. A personalization wizard (jeff init) reads your sent emails to learn your writing style, so drafted replies sound like you wrote them.

Mux

Thu, 26 Feb 2026 00:00:00 +0000

Mux is a library for building autonomous AI agents. It handles the think-act loop, tool execution, LLM provider abstraction, and multi-agent coordination so you can focus on defining tools and business logic instead of wiring up state machines.

Available in two implementations:

mux (Go) — go get github.com/2389-research/mux
mux-rs (Rust) — mux = "0.10" in your Cargo.toml

Both share the same architecture and feature set. Pick whichever language fits your stack.

ISH

Tue, 30 Dec 2025 00:00:00 +0000

ISH runs on your machine and pretends to be seven different APIs. Point your Google, GitHub, Twilio, Discord, SendGrid, or Home Assistant SDK at localhost:9000 instead of the real service, and your code can’t tell the difference. No API quotas burned, no OAuth credentials to manage, no network required. One Go binary, one SQLite file, 50+ endpoints.

Install

go build -o ish ./cmd/ish

Or download a pre-built binary from the releases page.

Coven

Thu, 26 Feb 2026 00:00:00 +0000

Coven is an agent orchestration platform you run on your own infrastructure. It connects AI agents — Claude Code sessions, mux-based agents, or anything that speaks gRPC — to a central gateway that handles routing, identity, persistence, and tool access. Clients connect from a native iOS/macOS app, a terminal UI, or chat platforms like Matrix, Slack, and Telegram. Everything runs over Tailscale, so nothing touches the public internet.

Install

Build from source. The system has four components:

Soloclaw

Sat, 21 Feb 2026 00:00:00 +0000

Soloclaw is a single-instance, openclaw-compatible AI agent for your terminal. One user, one agent, one session — no gateway, no shared infrastructure. It faithfully ports openclaw’s three-layer approval engine, context file pattern, and skill system into a standalone Rust binary with a full-screen streaming TUI. Five LLM providers, real security controls, and every tool call gated before anything touches your system.

Install

git clone https://github.com/2389-research/soloclaw.git
cd soloclaw
cargo install --path .

# Interactive setup — writes config, API keys, approval rules
claw setup

What it does

Multi-provider LLM support. Switch between Anthropic, OpenAI, Gemini, OpenRouter, and Ollama from config or CLI flags. All providers use the same conversation interface. Custom base URLs work for proxies and self-hosted endpoints.

ccvault

Sat, 14 Feb 2026 00:00:00 +0000

ccvault syncs your Claude Code sessions from ~/.claude into a local SQLite database with FTS5 full-text search. You get Gmail-style query syntax, a terminal UI for browsing sessions, Parquet exports for analytics, and an MCP server so other AI tools can search your history too.

Install

brew install 2389-research/tap/ccvault

Or with Go 1.25+:

go install github.com/2389-research/ccvault/cmd/ccvault@latest

What it does

Search — Query your conversations with filters like project:myapp, model:opus, tool:Bash, after:2025-01-01, has:error, or plain text. Exact phrase matching works too.

GSuite MCP

Thu, 12 Feb 2026 00:00:00 +0000

Your AI can read your email, check your calendar, manage your contacts, and track your tasks — but only if it can talk to Google. GSuite MCP is the bridge. It runs locally as an MCP server and gives any MCP-compatible client access to four Google APIs through 33 tools.

Install

brew install 2389-research/tap/gsuite-mcp

Or build from source:

go build ./cmd/gsuite-mcp

What it does

Gmail — read, search, send, draft, label, trash, and delete messages. CC/BCC supported.

Turtle

Tue, 13 Jan 2026 00:00:00 +0000

Turtle is a TUI app that teaches terminal and tmux basics the way Duolingo teaches languages: short sessions, immediate feedback, and a progression system that keeps you coming back. You run it, pick a skill, type the real command, and it tells you whether you got it right.

Install

brew install 2389-research/tap/turtle

Or with Go:

go install github.com/2389-research/turtle/cmd/turtle@latest

Then just run turtle.

What it does

Gamified progression. XP for correct answers, streaks for consecutive days, levels that unlock as you prove competence, and combo multipliers for answering correctly in a row. Progress saves automatically to ~/.local/share/turtle/progress.json.

Phonegang

Mon, 13 Oct 2025 00:00:00 +0000

Phonegang controls Android phones over USB by reading the accessibility tree — the same structured data that screen readers use. Instead of matching pixels or hardcoding coordinates, you find elements by their text, resource ID, or content description. It ships as a CLI, a Python library, and an MCP server that lets Claude Code tap your phone directly.

Install

git clone https://github.com/2389-research/phonegang.git
cd phonegang
uv sync

Requires Python 3.10+, an Android device with USB debugging enabled, and ADB on your PATH.

Dot Viewer

Wed, 11 Mar 2026 00:00:00 +0000

Dot Viewer is a macOS app for working with Graphviz .dot and .gv files. You get a split-pane interface — editor on the left, rendered SVG on the right — with changes reflected in real time as you type.

Install

Download the latest DMG from the Releases page. Drag to Applications and launch. The app is code signed and notarized with Developer ID.

Requires macOS 14.0 or later. Auto-updates via Sparkle.

Summarize Meetings

Mon, 09 Mar 2026 00:00:00 +0000

A Claude Code plugin that takes a backlog of meeting transcripts (mostly from Granola) and turns them into a connected Obsidian knowledge graph. Point it at a month’s worth of transcripts and it reads each one, decides which ones are worth summarizing, dispatches parallel agents to process them, and wires everything together with wiki-links.

Install

/plugin marketplace add 2389-research/claude-plugins
/plugin install summarize-meetings

The skill triggers when you say “summarize meetings”, “process meetings”, or “meeting summaries” in the context of vault work.

Fresh Eyes Review

Fri, 05 Dec 2025 00:00:00 +0000

A Claude Code plugin that runs a structured review of your changed files right before you commit or open a PR. It looks for the stuff that passes tests but shouldn’t ship — SQL injection, race conditions, off-by-one errors, business logic that doesn’t match requirements. The whole point: passing tests prove code works as designed, but fresh-eyes proves the design is correct.

Install

/plugin marketplace add 2389-research/claude-plugins
/plugin install fresh-eyes-review

Once installed, the skill auto-triggers when you say “commit”, “push”, “done”, “creating PR”, or anything that sounds like you’re about to ship.

Translator

Mon, 29 Sep 2025 00:00:00 +0000

Translator is a CLI tool that takes a text file and a target language, then runs the content through up to four AI passes — initial translation, expert editing, critique, and revision — to produce output that reads like it was written natively. It handles markdown frontmatter (Hugo, Jekyll) without mangling your metadata.

Install

uv tool install git+https://github.com/2389-research/translator

Then:

translator input.txt Spanish

This creates input.es.txt in the same directory.

What it does

Multi-stage translation pipeline. The default flow runs four passes: raw translation, an editing pass for natural phrasing, a critique that flags issues, and a revision that addresses the critique. You can skip the edit (--no-edit) or critique (--no-critique) stages, or set 1–5 critique loops with --critique-loops.

Meme Rodeo

Sat, 01 Mar 2025 00:00:00 +0000

Meme Rodeo is a private, invite-only platform for sharing memes with your people. Upload an image and the system handles the rest — generating thumbnails, writing descriptions, extracting tags, and computing vector embeddings so you can search your collection by vibes instead of filenames.

Install

Visit meme.rodeo and redeem an invite code. No install required.

What it does

Upload and auto-processing — Drop an image and Cloud Functions take over. Each upload gets resized thumbnails, an AI-generated description, extracted tags, and a 1408-dimension vector embedding from Vertex AI. Processing status is tracked per file (pending, processing, complete, failed).

Scenario Testing

Fri, 05 Dec 2025 00:00:00 +0000

If your test passes but the real system doesn’t work, your test is lying to you. This plugin enforces testing against real dependencies — actual services, actual data, no mocks. It auto-triggers when you write tests, validate features, or mention mocking, and redirects you toward scenarios that prove the system works.

Install

/plugin marketplace add 2389-research/claude-plugins
/plugin install scenario-testing

What it does

The plugin enforces one rule: no feature is validated until a scenario passes with real dependencies.

Test Kitchen

Mon, 22 Dec 2025 00:00:00 +0000

When you’re not sure which approach will work best, build all of them. Test Kitchen implements multiple variants in parallel — separate git worktrees, separate agents — and uses test results plus a structured scoring framework to pick the winner.

Install

/plugin marketplace add 2389-research/claude-plugins
/plugin install test-kitchen

Test Kitchen orchestrates several superpowers skills (brainstorming, writing-plans, dispatching-parallel-agents, etc.) and falls back gracefully if any aren’t installed.

What it does

Test Kitchen adds two gate skills to your workflow.

Speed-Run

Mon, 09 Feb 2026 00:00:00 +0000

Most code is pattern-following, not reasoning. Speed-run splits the work: Cerebras generates code at ~2000 tokens/second for the predictable parts, Claude handles architecture decisions and surgical fixes for the rest. The result is the same quality code at ~60% fewer Claude tokens and 20x faster generation per file.

Install

/plugin marketplace add 2389-research/claude-plugins
/plugin install speed-run

You’ll need a free Cerebras API key from cloud.cerebras.ai. Add it to ~/.claude/settings.json:

{
 "env": {
 "CEREBRAS_API_KEY": "your-key-here"
 }
}

Restart Claude Code after setting the key.

Binary RE

Tue, 06 Jan 2026 00:00:00 +0000

Reverse engineering plugin that turns Claude into a binary analyst. You describe what you’re looking at — device type, suspected purpose, constraints — and it coordinates radare2, Ghidra, QEMU, and GDB to build a picture. Covers ELF binaries across ARM64, ARMv7, x86_64, MIPS, and RISC-V, plus Python bytecode (.pyc files and marshalled code objects). Findings persist across sessions through episodic memory, so you can pick up where you left off.

Pulse

Sat, 07 Feb 2026 00:00:00 +0000

Pulse is an MCP server that gives your AI agent two things it doesn’t usually have: a private journal and a social feed. It runs as a single Go binary, stores everything as local markdown files, and exposes 7 MCP tools that let agents write journal entries, search them semantically, and post to a shared social timeline.

Install

go install github.com/2389-research/pulse/cmd/pulse@latest

Run as an MCP server:

pulse mcp

What it does

Journaling with dual roots. Agents write structured journal entries via process_thoughts. Entries land in two places: a project-local .private-journal/ directory for project-specific notes, and a user-global ~/.private-journal/ for cross-project reflection. Each entry is a markdown file with YAML frontmatter.

Building Multi-Agent Systems

Sun, 07 Dec 2025 00:00:00 +0000

Getting multiple AI agents to coordinate without stepping on each other is the hard part. This skill gives you the architecture patterns and coordination glue — schema-first tools, typed contracts, permission inheritance, and lifecycle management that keeps things from falling apart at scale.

Install

/plugin marketplace add 2389-research/claude-plugins
/plugin install building-multiagent-systems

What it does

Before writing any code, the skill asks six discovery questions about your starting point, scale, state requirements, and constraints. Based on answers, it recommends one of seven coordination patterns:

Documentation Audit

Mon, 09 Feb 2026 00:00:00 +0000

Docs say one thing, code does another. Documentation Audit is a Claude Code plugin that extracts every verifiable claim from your markdown files and checks each one against the codebase. It catches dead file references, wrong defaults, missing env vars, and outdated CLI flags, then expands on what it finds to surface patterns you’d miss by hand.

Install

/plugin install documentation-audit@2389-research

Then invoke with “audit docs”, “verify documentation”, or “check if docs are accurate”.

Tracker

Mon, 09 Mar 2026 00:00:00 +0000

Tracker is a Go implementation of strongDM’s Attractor framework — a three-layer system for building AI-powered software factories. You define workflows as DOT files — directed acyclic graphs where each node is a step — and Tracker executes them in dependency order. It handles human-in-the-loop gates, LLM-powered nodes, automatic checkpointing, and retry logic. A bubbletea TUI dashboard shows pipeline progress in real time.

Install

go install github.com/2389-research/tracker/cmd/tracker@latest

Run a pipeline:

tracker pipeline.dot

Resume from a checkpoint:

Dippin

Fri, 03 Apr 2026 00:00:00 +0000

Dippin is a domain-specific language for writing AI pipeline workflows. It replaces Graphviz DOT as the authoring format for Tracker pipelines, giving prompts, shell scripts, model configuration, and conditional branching their own syntax instead of cramming everything into escaped string attributes.

Install

go install github.com/2389-research/dippin-lang/cmd/dippin@latest

Verify:

dippin help

Migrate an existing DOT pipeline:

dippin migrate --output pipeline.dip pipeline.dot
dippin validate-migration pipeline.dot pipeline.dip

What it does

A real language for pipeline authoring. Workflows are .dip files with indentation-based structure. Agent nodes get typed model: and provider: fields. Prompts and shell commands are multiline blocks — no escaping, no quoting. Conditions use when ctx.outcome == "fail" instead of opaque string attributes.

dotpowers

Wed, 11 Mar 2026 00:00:00 +0000

You write echo "a dvd bouncing tui" > idea.md, point a runner at dotpowers.dot, and come back to a tested, reviewed project in a git branch. One DOT file, ~1300 lines. It encodes the superpowers dev methodology as a pipeline graph — brainstorming, planning, TDD implementation, multi-model review, and shipping decisions, all wired together with failure handling and human gates.

Install

git clone https://github.com/2389-research/dotpowers.git

Run it with any attractor-compliant DOT runner:

mkdir my-project && cd my-project
echo "a terminal dashboard that shows system metrics" > idea.md
git init

# tracker, mammoth, smasher — whatever you have
tracker /path/to/dotpowers.dot --tui

What it does

Six phases from idea to shipping decision. Brainstorm reads your idea and asks questions one at a time (YAGNI enforced), then writes a design brief with 2-3 architectural approaches. Plan has GPT-5.2 draft a TDD plan, a shell script reject vague steps, and Opus audit every requirement against the brief — up to 5 iterations. Setup creates a feature branch and installs deps. Implement runs a TDD loop per task: failing test, minimal code, spec review (Opus), quality review (GPT-5.4), commit. Review has three models independently review the finished project, then each critiques the other two (6 cross-critiques), and Opus makes the call. Ship lets you merge locally, push a PR, keep the branch, or discard it.

Simmer

Fri, 13 Mar 2026 00:00:00 +0000

Simmer takes something you’ve written — a pitch email, a design spec, a system prompt, an API contract — and makes it better through repeated, structured passes. You define 2-3 criteria for “better,” and Simmer runs a generate-judge-reflect loop until the artifact stops improving or you tell it to stop.

Install

/plugin install simmer@2389-research

What it does

Each iteration has three steps:

Generate produces an improved version of the artifact, working from the judge’s feedback. The generator never sees scores — just the previous best candidate and a single directive about what to fix next.

Deliberation

Thu, 26 Feb 2026 00:00:00 +0000

Claude defaults to answering questions. That’s fine for most things, but some questions aren’t looking for answers — they’re looking for clarity. Deliberation is a Claude Code plugin with three skills that replace debate-style reasoning with discernment: voices speak once, silence has weight, and a clerk discerns where unity lies instead of counting votes.

Install

/plugin marketplace add 2389-research/claude-plugins
/plugin install deliberation

Then bring a question worth sitting with. “Should we open-source this?” works. “What’s the best sorting algorithm?” doesn’t.

Worldview Synthesis

Mon, 09 Feb 2026 00:00:00 +0000

Most people can’t tell you what they believe in under 30 seconds. Not because they don’t have beliefs — they do, plenty of them — but because nobody’s ever asked the right questions in the right order. Worldview Synthesis is a Claude Code skill that walks you through a structured process: surface your beliefs, map the contradictions between them, and generate narratives you can actually use.

Install

/plugin install worldview-synthesis@2389-research

Then start a conversation with “Help me articulate my worldview.”