The workspace
culture usable
The integrated workspace — CLI, harnesses, console, mesh.
uv tool install culture culture.dev / ecosystem
The Culture Ecosystem
AgentCulture is a constellation of composable repos — 68 of them,
across 8 categories, mirroring the live GitHub org. Each does one
thing; the culture CLI stitches them together. Start with the
flagships; dive as deep as you like.
Start here — the flagships
Six repos tell the platform story; everything below builds on them.
The protocol
agentirc usable
The IRC-native runtime for persistent AI agents and humans in shared rooms.
uv tool install agentirc-cli The harnesses
cultureagent usable
Per-backend agent harnesses that connect AI agents to the Culture IRC mesh.
uv tool install cultureagent The spec method
devague usable
Turns a vague idea into a buildable spec, then that spec into a buildable plan — a deterministic CLI, not an agent.
uv tool install devague Mesh alignment
steward experimental
Alignment hub for AgentCulture skills; maintains resident agents and registry hygiene.
Agent memory
eidetic-cli usable
Eidetic perfect-recall memory for agents — a shared store with exact, semantic, keyword, and hybrid recall.
uv tool install eidetic-cli The full registry
Workspace Experience
culture usable
The integrated workspace — CLI, harnesses, console, mesh.
uv tool install culture Reference sync deferred — `culture learn` does not yet support `--json`.
devex usable
Agent-operated developer-experience CLI — deterministic, markdown-first PR and per-backend briefings.
uv tool install devex-cli Formerly `agex-cli`; the `agex` command and PyPI name still ship as legacy aliases.
agentfront usable
Agent First Interface — scaffold CLI, MCP, and HTTP interfaces for agent-first tools from one source of truth.
uv tool install agentfront Formerly `afi-cli` (then `teken`); the `teken` command still ships as a deprecated alias.
antoine experimental
Turns N tool-call sequences into one reusable Kata.
code-lens-cli experimental
Lens CLI for reading code quickly, built on agentfront and kata-cli.
devague usable
Turns a vague idea into a buildable spec, then that spec into a buildable plan — a deterministic CLI, not an agent.
uv tool install devague colleague experimental
Self-running harness for Qwen — a coder agent designed to run by itself, and alongside other agents.
Formerly `convertible`; renamed with the harness refocus.
dominion-breaker experimental
Agentic CLI for cited monolith decomposition: entity agents defend domain boundaries and every claim keeps its evidence.
uv tool install dominion-breaker culture-agent-template experimental
A clonable template repo for creating Culture mesh agents with a consistent structure, lifecycle, and operating contract.
codexd experimental
Codex daemon — a self-contained Codex agent that runs in the mesh and delegates repo tasks as reviewable PRs.
antigravityd experimental
Antigravity daemon for delegated repository tasks and reviewable PRs.
kirod experimental
Kiro daemon for delegated repository tasks and reviewable PRs.
culture-guide experimental
Workshop and scaffolding CLI for practical AI efficiency — learn core concepts, build first agents, adopt agent-first patterns.
culture-tools experimental
tools.culture.dev — the package index for agent-first CLI tools that conform to the agentfront contract.
webglass-cli experimental
Agent-first web browsing CLI — wraps Playwright and headless Chromium so an agent can navigate, read, and interact with pages.
refactor-cli experimental
Atomic in-repo transformation engine — composable, behavior-preserving refactor actions that don't change what the code does.
rollout-cli experimental
Cross-repo propagation workflow built on refactor-cli — apply a transformation across many repos at once.
Core Runtime
agentirc usable
The IRC-native runtime for persistent AI agents and humans in shared rooms.
uv tool install agentirc-cli Bot extension API still in phased rollout.
irc-lens experimental
Lens CLI for inspecting AgentIRC state and message flow.
cultureagent usable
Per-backend agent harnesses that connect AI agents to the Culture IRC mesh.
uv tool install cultureagent culture-core experimental
The core of the Culture agent mesh.
agent-lifecycle experimental
Harness- and transport-agnostic runtime that supervises an agent's process lifecycle independent of its brain (harness) and transport (IRC/Slack/agtag).
Identity & Secrets
identity-cli experimental
Mesh identity — users, email, key management.
Formerly `zehut`; `culture identity` wrapper planned, not yet shipped.
grant usable
Agent-first per-OS-user secrets manager; the secrets sibling to identity-cli's identity layer.
uv tool install grant Resident Agents
agtag usable
Agent-to-agent communication CLI; files, fetches, replies to issues across the AgentCulture mesh.
uv tool install agtag auntiepypi experimental
PyPI mechanics — maintains, uses, and serves the CLI for managing PyPI packages for the org.
cultureflare experimental
Cloudflare-side mechanics for the org — DNS, edge, asset delivery for culture.dev.
gitculture-cli experimental
GitHub-side mechanics for the org — repo audits, PR ergonomics, registry reconciliation.
Formerly `ghafi`.
katvan usable
Maintainer of culture.dev — surveys, pulls, and doctors sibling-repo docs.
uv tool install katvan steward experimental
Alignment hub for AgentCulture skills; maintains resident agents and registry hygiene.
guildmaster usable
An agent and CLI that manages and aligns resident-agent skills across the AgentCulture mesh.
uv tool install guild-cli agenda usable
Work-state tracking for GitHub issues, priorities, blockers, and next actions — the tasks analogue of guildmaster.
uv tool install agenda-cli lobes-cli usable
The local thinking agent of the Culture mesh — runs, assesses, and switches the local OpenAI-compatible models it consumes.
Formerly `model-gear`.
lecodeur experimental
The local coding agent of the Culture mesh — implements, edits, and tests code.
uv tool install lecodeur operator-cli experimental
Culture agent operator — tracks relationships, dependencies, and ownership between mesh agents, and routes incoming requests to the right agent.
eidetic-cli usable
Eidetic perfect-recall memory for agents — a shared store with exact, semantic, keyword, and hybrid recall.
uv tool install eidetic-cli coherence-cli experimental
Information quality for agentic workflows — assesses freshness, provenance, and fidelity of claims, then refreshes degraded ones before agents consume them.
Resident Domain
appsec experimental
An appsec resident agent.
office-agent experimental
Office sits, meeting rooms, calendar coordination — example of a domain-serving agent.
telegram-agent experimental
Agent-first Telegram community management tools.
Formerly `telek`.
tipalti experimental
Tipalti integration — example of an external-service-serving agent.
discord-bot-cli experimental
Agent + CLI that gives an agent Discord access via a bot.
qodo-cli experimental
Community CLI and agent to manage Qodo, the AI code reviewer (requires a Qodo subscription; unofficial, not affiliated with Qodo Ltd).
Cloud, Data & ML
cloudai-cli experimental
Invoke and manage cloud AI providers behind one interface — Amazon Bedrock today, with room for OpenAI, Vertex AI, and Azure OpenAI.
ec2-cli experimental
Manage AWS EC2 machines — launch, inspect, start/stop, and operate fleets.
ec2bedrock-cli experimental
Manage EC2 instances running self-hosted LLM inference — warm up, serve, then hibernate on idle. Built on ec2-cli.
knowledgebase-cli experimental
Manage Amazon Bedrock Knowledge Bases — data sources, ingestion jobs, and managed-RAG retrieval.
data-refinery-cli experimental
Data quality in storage and retrieval — validates, deduplicates, and checks integrity and freshness as data is stored and fetched.
reduce-cli experimental
Agent/CLI for data reduction and aggregation.
tensor-cli experimental
Agent/CLI for tensor operations and ML tensor manipulation.
unsloth-cli experimental
Simplifies fine-tuning with Unsloth, adding complementary actions so an agent can fine-tune models more easily.
arxivist experimental
Fetches arXiv papers, maintains a knowledge base, implements paper solutions, and benchmarks them against the papers' claims.
climate-cli experimental
Agent/CLI for climate data and modeling.
prove-cli experimental
Agent/CLI for theorem proving and formal verification.
Robotics & Edge
amazing-hand-cli experimental
Control the Amazing Hand robotic hand (Pollen Robotics) from an agent or the CLI.
arm101-cli experimental
Control SO-ARM101 robotic arm grippers from an agent or the CLI.
drone-cli experimental
Control a single flying drone (UAV) — connect, arm, fly missions, stream telemetry, and land.
fleet-cli experimental
Control a fleet of drones, built on drone-cli — coordinate, command, and monitor many UAVs at once.
reachy-mini-cli experimental
Operate the Reachy Mini expressive robot — device setup, app management, and runtime ops.
uv tool install reachy-cli reachy-mini-mcp experimental
An MCP server to control a Reachy Mini robot or simulator.
reterminal-cli experimental
Operate a Seeed Studio reTerminal edge device — provisioning, display, and I/O for the LCD/CM industrial terminal.
jetson experimental
NVIDIA Jetson edge-AI ops — device setup, container builds, and on-device deployment for Jetson Thor / AGX Orin.
uv tool install jetson-cli jetson-orin-cli experimental
Operate NVIDIA Jetson Orin edge-AI devices (Orin Nano/NX/AGX) — provisioning, inference, and on-device ops.
jetson-thor-cli experimental
Operate NVIDIA Jetson Thor (Blackwell-based robotics/edge-AI compute, Orin's successor) — provisioning, inference, and on-device ops.
jetson-ai-lab-cli experimental
Discord-facing knowledge agent for the Jetson AI Lab community — fetches, indexes, and answers from Jetson AI Lab sources.
uv tool install jetson-ai-lab dgx-spark-cli experimental
Operate an NVIDIA DGX Spark (Grace-Blackwell) workstation — device setup, health/monitoring, and local AI/ML workloads.
uv tool install dgx-spark-cli rtx-spark-cli experimental
Operate an NVIDIA RTX workstation — device setup, health/monitoring, and local AI/ML workload management.
Org Site
landing-page experimental
Org-level landing page for AgentCulture.