fulcra-agent-atc SKILL.md skillA

fulcra-agent-atc from ashfulcra/fulcra-tools is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ashfulcra/fulcra-tools/fulcra-agent-atc@git:20260907.6e828d3

Pins git:20260907.6e828d3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ashfulcra/fulcra-tools
Path
skills/fulcra-agent-atc/SKILL.md
Versions recorded
7
Latest version
git:20260907.6e828d3, committed Sep 7, 2026
First version recorded
Aug 21, 2026
Size
18,578 bytes
Repository stars
10
License
MIT

Model & cap routing (ATC) for a subscription fleet: declare your accounts once, then a capability-ranked router (`coord-engine route --needs …`) picks the cheapest model that can do the job across every subscription, a cross-account cap ledger keeps traffic inside its windows, and outcome logging demotes a model that keeps failing a task class. Standalone on one account; scales to a coord team of resident dispatchers.

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

# Fulcra Agent ATC

A subscription fleet — Claude Max, OpenAI/Codex plans, maybe a local ollama and a
hosted overflow lane, across one or several harnesses — has two failure modes that
waste money and stall work: it **burns frontier budget on mechanical work** a cheap
model would finish, and it **stalls on one capped account** — hitting a window cap on
one subscription while another sits idle. ATC (air-traffic control) is the routing
layer that fixes both, and it runs on **one account** the same way it runs on a fleet.

Three parts:

- **The map** — a packaged default model map (`map_version 2026-07-08`) tagging every
  model by capability (`code`, `architecture`, `writing`, `long-context`, `vision`,
  `fast`, `tool-use`) and a cost rank (1 = scarcest cap-weight, 9 = locally free). You
  declare accounts; the map says which models each can run and what they cost.
- **The router** — `coord-engine route <team> --needs …`: ranks the models that cover
  your declared needs **cheapest-capable-first**, filtered to the accounts that have
  headroom right now. `coord-engine headroom` is the shared cap ledger it reads.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ashfulcra/fulcra-tools/fulcra-agent-atc@sha256:7dfd770c626dee90

The line at the top of this page pins the label git:20260907.6e828d3, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_td3atcc4tbccqfqu.svg)](https://markdownregistry.com/a/art_td3atcc4tbccqfqu)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 7 versions of this file, between Aug 21, 2026 and Sep 7, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
git:20260907.6e828d3 latest2026-09-07 6e828d3 18,578 BA view · diff
git:20260905.4c27d3b2026-09-05 4c27d3b 18,584 BA view · diff
git:20260824.aa77bf12026-08-24 aa77bf1 18,584 BA view · diff
git:20260823.044e44a2026-08-23 044e44a 18,584 BA view · diff
git:20260823.77811292026-08-23 7781129 18,584 BA view · diff
git:20260822.37763552026-08-22 3776355 18,584 BA view · diff
git:20260821.dab79932026-08-21 dab7993 18,584 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (18578 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

GitHub

ashfulcra/fulcra-tools · 10 stars · license MIT · pushed 2026-11-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_td3atcc4tbccqfqu
GET https://markdownregistry.com/api/v1/resolve?ref=ashfulcra/fulcra-tools/fulcra-agent-atc
GET https://markdownregistry.com/api/v1/blob/7dfd770c626dee9089883f55275937084ec6d772c55b81bda8dd4d3930d5eeb3

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.

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