Show HN: Labgrid-MCP – let AI agents drive real embedded hardware labs
Paste the console log if it doesn't." Not only for chat: any MCP client, scripted or human-driven, gets a policy-gated remote-control surface over labgrid's mature driver ecosystem, with the reservations and ownership arbitration ad-hoc device servers don't have. Try it in 5 minutes (no hardware needed) Requires uv (its bundled uvx does the rest, including provisioning Python): uvx labgrid-mcp demo This boots a complete fake lab on your machine: a real labgrid coordinator and exporter, one demo board with a fake power switch and a fake serial console. Then ask your agent: "List places, then acquire demo-place" "Power demo-place on and read its power state" "Open the console on demo-place and read its output" Ctrl-C tears everything down.
- ▪Paste the console log if it doesn't." Not only for chat: any MCP client, scripted or human-driven, gets a policy-gated remote-control surface over labgrid's mature driver ecosystem, with the reservations and ownership arbitration ad-hoc dev
- ▪Try it in 5 minutes (no hardware needed) Requires uv (its bundled uvx does the rest, including provisioning Python): uvx labgrid-mcp demo This boots a complete fake lab on your machine: a real labgrid coordinator and exporter, one demo boar
- ▪Then ask your agent: "List places, then acquire demo-place" "Power demo-place on and read its power state" "Open the console on demo-place and read its output" Ctrl-C tears everything down.
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| Original publisher | GitHub |
| Canonical URL | https://github.com/onurcelep/labgrid-mcp |
| Publication time | Wed, 05 Aug 2026 12:39:57 +0000 |
| Retrieval time | 2026-08-05T13:05:41.698Z |
| Last seen | 2026-08-05T13:05:41.698Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | 84jxD1L0tbkB · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
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WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
labgrid-mcp Drive real embedded hardware from Claude, AI editors, and any MCP client. labgrid is the open-source framework embedded teams use to share lab hardware: boards ("places") with remotely switchable power, serial consoles, USB muxes, and flashing tools. labgrid-mcp is a Model Context Protocol server that plugs any labgrid lab into the MCP ecosystem, so agents and dev tools can work with the lab directly: "Acquire the rk3399 board, flash last night's image, power-cycle it, and tell me whether it reaches a login prompt. Paste the console log if it doesn't." Not only for chat: any MCP client, scripted or human-driven, gets a policy-gated remote-control surface over labgrid's mature driver ecosystem, with the reservations and ownership arbitration ad-hoc device servers don't have.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at GitHub.