agent-orchestrator SKILL.md skillA
agent-orchestrator from ssheleg/agent-stack is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add ssheleg/agent-stack/agent-orchestrator@git:20261025.28a0303Pins git:20261025.28a0303 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- ssheleg/agent-stack
- Path
plugins/agent-stack/skills/agent-orchestrator/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261025.28a0303, committed Oct 25, 2026
- First version recorded
- Oct 13, 2026
- Size
- 20,687 bytes
- Repository stars
- 4
- License
- MIT
Use when building an agent system (orchestrator, pipeline) or metering LLM spend. Triggers: "agent system" / "агентная система", "LLM billing". Not for one LLM call or prompt wording (agent-harness), evals (agent-evals) or protocols (agent-interop). Opt out: "no agent layer" / «без агентного слоя».
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Agent Orchestrator — Production Best Practices
Patterns from a production multi-agent system. **The body is decisions; the mechanisms are
one file away**, and it is held under a 4750-token budget — a body that grows absorbs the
layer that should have been split, and this one did until 2026-08-16.
## Triggers
"tool calling", "LLM router", "fallback chain", "memory layer", "token wallet", "роутер моделей", "слой памяти", "граф задач".
Also routed here by scope, the list the description carried until 0.30.0: tool-calling loops, human-checkpoint pipelines, provider routing, fallback/retry, memory architecture, retrieval and decay, context budgets, sub-agent coordination, error hierarchies; the work as a graph (parallel layers, fake edges, a checker before convergence); for resale: tiered wallets, one markup boundary, the saga across database and provider API, spend-delta polling, budget and loop guards, per-tenant keys.
Moved here from the description in 0.31.3: "оркестратор", "суб-агент", "human in the
loop", "человек в цикле", "биллинг LLM".
## Architecture Overview
```
User Question
↓
OrchestratorAgent.run(AgentContext)
…Read the whole file at its exact version.
How to install
mdr add ssheleg/agent-stack/agent-orchestrator@sha256:3164e6e172447f13The line at the top of this page pins the label git:20261025.28a0303, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_twxfvmrmqoedznee)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Oct 13, 2026 and Oct 25, 2026, about one every 3 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261025.28a0303 latest | 2026-10-25 | 28a0303 | 20,687 B | A | view · diff |
| git:20261023.244f284 | 2026-10-23 | 244f284 | 20,723 B | A | view · diff |
| git:20261020.672d5ff | 2026-10-20 | 672d5ff | 20,571 B | A | view · diff |
| git:20261019.baf2385 | 2026-10-19 | baf2385 | 20,414 B | A | view · diff |
| git:20261013.2b3d769 | 2026-10-13 | 2b3d769 | 20,286 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (20687 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
ssheleg/agent-stack · 4 stars · license MIT · pushed 2026-11-02 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_twxfvmrmqoedznee GET https://markdownregistry.com/api/v1/resolve?ref=ssheleg/agent-stack/agent-orchestrator GET https://markdownregistry.com/api/v1/blob/3164e6e172447f13a2045c7281b91d57882f13c0a2f9635721a09490a3c1a092
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from ssheleg/agent-stack
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