Products in the survey
We checked how HALO can attach to each product the survey reviews, from the makers’ public documentation on 31 October 2026. Products change quickly, so treat this as a starting point and check the linked documentation before you rely on a row. “Unconfirmed” means the documentation does not say.
This page maps how each product could attach. So far three have been connected and tested, ChatGPT dots, Grok Bot, and Claude, and Muse has been prepared as a case. The connection protocol explains each way in.
A product falls into one of three groups:
- Plugin. The product’s agent can log its own steps to HALO, as a custom MCP server or, without MCP, over plain HTTP.
- Bridge. The product sends or exposes its own events, through webhooks, an event stream, an API, or an MCP server of its own, and HALO can read them. A bridge records what the product did without relying on the agent’s report. HALO does not ship bridges yet. Each would be a small adapter that turns a product’s events into HALO events and sends them over HTTP.
- Outside only. Nothing reaches HALO. Read mode and an A/B test at the product’s boundary under a test identity are what remain.
Plugin
Section titled “Plugin”| Product | How HALO attaches | Notes |
|---|---|---|
| ChatGPT dots | a custom MCP server, created as a personal plugin | tested on 31 October 2026 |
| Grok Bot | ask the bot in chat to add a custom MCP server | tested on 31 October 2026 |
| Claude (Cowork, Duet) | Customize, Connectors, Add custom connector | tested with Cowork on 31 October 2026. Paid plans. Scheduled tasks can use connectors. Duet reuses connected apps, but custom connectors are unconfirmed |
| Muse | a custom connector to HALO’s HTTP address, which Muse builds in chat | prepared as a case, not yet run. Meta’s documentation does not mention MCP |
| Manus | Connectors, Create, Add MCP by URL | whether scheduled tasks can call a custom server is unconfirmed |
| OpenClaw | openclaw mcp add, stdio or HTTP |
self-hosted. A separate test agent, which keeps tests out of the main agent’s memory, needs its own model credentials |
| Hermes Agent | mcp_servers in ~/.hermes/config.yaml |
self-hosted. Cron jobs can name the server |
| Vellum | assistant mcp add |
the hosted platform closes on 2 November 2026, and the self-hosted runtime stays |
| Pally | send the server’s address in chat | whether automations can call it is unconfirmed |
| Town | Integrations, Add an integration, server URL | routines can use it on paid plans |
| folk | connected apps | the steps for a custom server are unconfirmed |
| HeyClicky | a custom MCP connection by URL or command | macOS only |
| Gemini (scheduled actions, Tasks) | Connected Apps, Custom apps, in developer mode | US. Needs OAuth. Whether scheduled actions call custom apps is unconfirmed |
| Alexa+ | an MCP add-on through Alexa+ for Builders | developer preview, meant for brands rather than users |
Bridge
Section titled “Bridge”| Product | Events HALO could read | Notes |
|---|---|---|
| EAIA | a webhook after each LangGraph run or cron run, and LangSmith traces | the repository was archived in July 2026 |
| Omi | webhooks for live transcripts, new memories, and a daily summary, and Omi’s own MCP server | developer mode |
| Bee | a real-time event stream that can be forwarded to a webhook, a REST API, and a local MCP server | developer mode, integrations need Bee Pro |
| Memoket Gem | webhooks after each recording and summary, and a read-only MCP server | |
| Inbox Zero | a “Call webhook” rule action, and a REST API | |
| Kindroid | a REST API that HALO would poll | |
| Looki L1 | a REST API | access by approval |
| Leon | skills, and a local HTTP API | the API is undocumented |
| Soulog Sense | its own MCP server, read only | Max plan |
| Sony aibo | a Web API whose states HALO would poll | aibo’s memory is not exposed |
| Lio | robot APIs for partners | details unconfirmed |
| Windows Recall | snapshot export | EEA only |
| Siri on macOS 27 | the App Intents of a HALO app | only actions run through that app |
Outside only
Section titled “Outside only”| Domain | Products |
|---|---|
| Digital | Gemini Daily Brief, Today, Brea, Orchid, Instinct, Catch, Caddy |
| Phones and watches | Pixel Magic Cue, Samsung Now Nudge, Huawei Xiaoyi Suggestions, vivo Xiao V Suggestions, OPPO Xiaobu, Apple Watch Smart Stack hints |
| Wearables | Oura Advisor, RayNeo iO, Even Realities G2, MemoMind One |
| Home and companion robots | ElliQ, Amazon Astro, Casio Moflin, Loona Deskmate, Hyodol |
Instinct’s terms forbid automated use and benchmarking, so check them before any test.
Research systems
Section titled “Research systems”Research systems with released code connect through run-mode adapters rather than the plugin. An adapter runs a copy of the system’s code and cuts its channels from inside. The repository has adapters for 20 of the works the survey reviews, and Research systems shows their read-mode results.