Getting it into your agent
This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.
/plugin marketplace add fabric-testbed/claude-plugin-marketplace/plugin install fablibWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/fabric-testbed/claude-plugin-marketplace/fabric-fpga)<a href="https://agentmods.dev/skills/fabric-testbed/claude-plugin-marketplace/fabric-fpga"><img src="https://agentmods.dev/badge/skills/fabric-testbed/claude-plugin-marketplace/fabric-fpga/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/fabric-testbed/claude-plugin-marketplace/fabric-fpga"><img src="https://agentmods.dev/badge/skills/fabric-testbed/claude-plugin-marketplace/fabric-fpga.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00019 | $0.02277 |
| Opus 5.5 | $0.00008 | $0.00911 |
| Sonnet 5.5 | $0.00004 | $0.00455 |
| Haiku 4.5 | $0.00002 | $0.00228 |
Grade B, and why
fabric-fpga scanned grade B with 2 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
f"sudo {tools_location}/Vivado_Lab_Lin_{version}/xsetup " Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
f"curl -k -u {nginx_user}:{nginx_password} " How it starts
The opening of the file, as written. The whole thing — 286 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Instructions
When invoked, generate code to provision FPGA nodes on FABRIC and flash bitstreams. There are three main workflows:
- ESnet — Docker-based SmartNIC firmware using
esnet-smartnic-fw - NEU — Vivado Lab Tools CLI-based flashing
- XDMA — Alveo shell-based flashing with
xbflash2
Help the user choose the right workflow and generate setup code including slice creation, tool installation, flashing, PCI rescan, and verification.
API Reference
FPGA Component
# Only available FPGA model
node.add_component(model='FPGA_Xilinx_U280', name='fpga1')
Finding Sites with FPGAs
site = fablib.get_random_site(
filter_function=lambda x: x['fpga_u280_available'] > 0
)
PCI Rescan (After Flashing)
# FABlib method (preferred)
node.rescan_pci(component_name="fpga1")
# Verify devices
stdout, _ = node.execute("lspci | grep Xilinx")
Patterns
FPGA Slice Creation
from fabrictestbed_extensions.fablib.fablib import FablibManager
fablib = FablibManager()
site = fablib.get_random_site(
filter_function=lambda x: x['fpga_u280_available'] > 0
)
slice = fablib.new_slice(name="fpga-experiment")
node = slice.add_node(
name="fpga-node",
site=site,
cores=8,
ram=32,
disk=200,
image="docker_ubuntu_20",
)
node.add_component(model="FPGA_Xilinx_U280", name="fpga1")
node.add_fabnet()
slice.submit()
ESnet Workflow (Docker-Based)
node = slice.get_node(name="fpga-node")
# Download Docker images and firmware from FABRIC storage
nginx_user = "fpga_tools"
nginx_password = "secret-password"
tools_location = "/home/ubuntu"
downloads = [
"smartnic-docker-images/smartnic-dpdk-docker.tar.gz",
"smartnic-docker-images/xilinx-labtools-docker-2023.2_1013_2256.tar.gz",
"esnet-smartnic-fw/esnet-smartnic-fw.tar.gz",
]
for file in downloads:
node.execute(
f"curl -k -u {nginx_user}:{nginx_password} "
f"https://resources.fabric-testbed.net/fpga-tools/{file} "
f"> {tools_location}/{file.split('/')[-1]}"
)
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 286 lines · 19 tokens per session scan B 0fff1054a732
fabric-fpga is a skill published in the GitHub repository fabric-testbed/claude-plugin-marketplace (2 stars, last pushed 8mo ago), licensed Apache-2.0. It adds 19 tokens to every session and 2,277 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it B with 2 findings (asks for root, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
fabric-fpga compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| fabric-fpgafabric-testbed/claude-plugin-marketplace | Skill | 2 | 8mo ago | Apache-2.0 | B | 19 | Claude Code |
| gke-compute-classesgoogle/skills | Skill | 22k | yesterday | Apache-2.0 | A | 83 | Claude Code, Codex |
| jetson-diagnosticNVIDIA/skills | Skill | 3.9k | yesterday | Apache-2.0 | A | 30 | Claude Code, Codex |
| holoscan-install-wheelNVIDIA/skills | Skill | 3.9k | yesterday | Apache-2.0 | A | 34 | Claude Code, Codex |
| offensive-z-waveSnailSploit/Claude-Red | Skill | 10k | 25d ago | MIT | A | 113 | Claude Code, Codex |
| doca-socket-relayNVIDIA/skills | Skill | 3.9k | yesterday | Apache-2.0 | A | 236 | Claude Code, Codex |
| hsb-flashNVIDIA/skills | Skill | 3.9k | yesterday | Apache-2.0 | B | 94 | Claude Code |