ssheleg skillsagent-stack

agent orchestrators, their evals, the protocols they speak, and the wallet under LLM resale

agent-stack

Production patterns for AI agent systems, in four skills. The orchestrator: tool-calling loops that survive context pressure, pipelines with human checkpoints and resume, provider routing with fallback and health checks, four memory layers with confidence decay, and the shape of the work as a graph — an edge that carries no data is no edge, and a parallel layer gets a checker before the node that consumes it. The harness: what the agent is TOLD — system prompts, tool descriptions, technique choice, workflow versus agent, static versus dynamic, plus a seven-track audit of somebody else's agent and a scanner for the defects that are mechanically visible. The evals: suites that measure whether it actually works. The interop layer: MCP 2026-07-28 and what it deprecated, A2A 1.0, the registry, the gateway. Plus the wallet side of reselling LLM access.

v0.13.2pinned in this release of the family
4skills in the pack
1routing rule it owns

What it ships

Each name below is an entry point an agent can be routed to.

Shape: static. Reference material, not a run. What varies is which reference a task loads, which the SKILL.md table decides in advance.


Install just this one

Every pack installs standalone. The whole family is one command.

any agent the skills CLI supports
$
npx skills add ssheleg/agent-stack
claude code, as a plugin
$
claude plugin marketplace add ssheleg/agent-stack && claude plugin install agent-stack@agent-stack

When the agent reaches for it

These are the rules the family writes into your agent's own instruction file — verbatim. Each one states the rule, the boundary in both directions, and the phrase that declines it.

/agent-stack — how an agent system is built, judged and metered

  • when: the thing being built is an agent
  • decline it: «без агентного слоя».

If agent-stack is installed, building an agent SYSTEM goes through it — the orchestrator's loop and the shape of its work as a graph, what the agent is told (system prompts, tool descriptions, workflow versus agent), the evals that say whether it got better, the protocols it speaks outward (MCP, A2A, the registry, the gateway), and the wallet under reselling LLM access. It owns the failures that surface only under load: a parallel layer consumed with no checker before it, a memory layer that never decays, a trajectory judged by its final answer alone, tokens metered after the provider already charged for them.

The boundary — "an agent system is being BUILT, not used." NOT through it: a single LLM call in a script, the wording of one prompt, the interface a person sees (super-ux, sheleg-design), taking the money — sheleg-dev charges the card and this meters what was burned behind it — and coordinating the agents editing THIS repository, which is agent-sync. Routing every sentence with the word "agent" in it here is how you teach an agent to route around it.

Refusal phrase: «без агентного слоя».

Among the routers: agent-sync says who is holding this file right now; agent-stack is about the agent being built. The first coordinates the work, the second is what the work produces.


The rest of the family

super-ux v0.48.0

what the interface must do and how it sounds

Scenario-driven UI development: a versioned design chain in docs/ux/ — the product vision, personas and jobs, user flows and the paid-acquisition funnel among them, a screens-and-states map with Figma frames…

7 skillsRead →

task-pipeline v1.77.0

how a change reaches the repository

Full-cycle delivery orchestrator: an intake grill turns the request into a complete brief, then ten gated stages carry it from docs to acceptance, refusing to advance until each gate passes.

3 skillsRead →

agent-sync v1.17.0

who is holding this file right now

Coordination plane for concurrent agents: leases with a TTL so two agents cannot claim the same work, race-free id reservation, a run journal and a generated board, over a pluggable knowledge cloud.

1 skillRead →

make-skill v0.23.1

how the skill or plugin itself is built

A skill that builds skills: create, retrofit, audit and publish agent skills and Claude Code plugins — Agent Skills standard conformance, marketplace layout, version sync, validator + CI, every distribution…

1 skillRead →

sheleg-design v1.49.1

how it looks and moves

The taste layer: cinematic scroll-driven landing pages (one scroll clock, motion that degrades to calm, WebGL particle formations), product-UI style packs with a ready token layer each, and the Figma border…

1 skill · a catalogue of its ownRead →

seo-aeo-audit v0.25.1

whether a machine will find it

Evidence-first website audit for search and answer engines: ten tracks from crawl access to AI citation mechanics, every finding backed by an observation and every recommendation tiered, ending in a…

1 skillRead →

sheleg-dev v0.10.0

integrations: money in, tracking, sign-in, speed

The integration layer a product reaches once it has users: Stripe subscription billing reconciled into your own database — checkout, renewals, seats and proration, refunds, claim-first webhook idempotency…

7 skillsRead →