BCI Report Explorer

by twu31co.huggingface.twu31/bci-report-explorer

Browse BCI Report EEG results; query them over MCP

  • Remote endpoint
  • 7 tools
  • MIT

Uptime

Checked  · every day

100%from 4 days of checks

Up without downtime on 4 of 4 days with data.

  • No downtime
  • Degraded
  • Down over 5 minutes
  • No data
  • Not checked yet

Response time

Median 1110 ms, slowest 5% 1203 ms for the handshake and the tool list, over 30 days.

1500 ms750 ms0

How far each check got

  • Reached the address 100%
  • Completed the handshake 100%
  • Listed its tools 100%

7 tools at the last answer.

Every day
DayResultChecksMedian
3 Nov (today)No downtime11123 ms
2 NovNo downtime1of 11137 ms
1 NovNo downtime1of 11134 ms
31 OctNo downtime11110 ms

A failure counts as down time only when a second check five minutes later fails too. How we check

Connect to the publisher's own endpoint

Add to ~/.gemini/settings.json:

{
  "mcpServers": {
    "bci-report-explorer": {
      "url": "https://twu31-bci-report-explorer.hf.space/gradio_api/mcp/sse"
    }
  }
}
For agents: the install prompt

Every step above as one Markdown text, for an assistant installing it for you.

# Install the MCP server BCI Report Explorer (`co.huggingface.twu31/bci-report-explorer`)

Its page: https://plug.directory/servers/co.huggingface.twu31/bci-report-explorer

It runs on the publisher's servers; the client connects to its URL.

Use the section for the person's client.

## Claude Desktop

Paste into Settings › Connectors › Add custom connector:

```text
https://twu31-bci-report-explorer.hf.space/gradio_api/mcp/sse
```

## Claude Code

Run in a terminal:

```sh
claude mcp add --transport sse bci-report-explorer https://twu31-bci-report-explorer.hf.space/gradio_api/mcp/sse
```

## Cursor, Devin Desktop, LM Studio, Gemini CLI, oterm, ECA

Merge into the place for the person's client:

- Cursor: ~/.cursor/mcp.json
- Devin Desktop: ~/.config/devin/mcp_config.json
- LM Studio: mcp.json (Program › Install › Edit mcp.json)
- Gemini CLI: ~/.gemini/settings.json
- oterm: config.json in oterm's data folder (~/Library/Application Support/oterm on macOS, ~/.local/share/oterm on Linux, %APPDATA%\oterm on Windows)
- ECA: ~/.config/eca/config.json (global) or .eca/config.json in the project

```json
{
  "mcpServers": {
    "bci-report-explorer": {
      "url": "https://twu31-bci-report-explorer.hf.space/gradio_api/mcp/sse"
    }
  }
}
```

## VS Code

Merge into .vscode/mcp.json:

```json
{
  "servers": {
    "bci-report-explorer": {
      "type": "sse",
      "url": "https://twu31-bci-report-explorer.hf.space/gradio_api/mcp/sse"
    }
  }
}
```

## Zed

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## Cline, AnythingLLM, Augment Code

Merge into the place for the person's client:

- Cline: cline_mcp_settings.json (MCP Servers › Configure › Configure MCP Servers)
- AnythingLLM: anythingllm_mcp_servers.json in the AnythingLLM storage plugins directory
- Augment Code: Augment Settings Panel – MCP section – Import from JSON (VS Code extension)

```json
{
  "mcpServers": {
    "bci-report-explorer": {
      "type": "sse",
      "url": "https://twu31-bci-report-explorer.hf.space/gradio_api/mcp/sse"
    }
  }
}
```

## Continue

Merge into ~/.continue/config.yaml:

```yaml
mcpServers:
  - name: "bci-report-explorer"
    type: sse
    url: "https://twu31-bci-report-explorer.hf.space/gradio_api/mcp/sse"
```

## Goose

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## Codex

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## mcp-client-cli, TUUI, BoltAI, Bob Shell, Kiro, Kiro CLI

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## Agenvoy

This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.

## Amp

Merge into ~/.config/amp/settings.json (user) or .amp/settings.json (workspace):

```json
{
  "amp.mcpServers": {
    "bci-report-explorer": {
      "url": "https://twu31-bci-report-explorer.hf.space/gradio_api/mcp/sse"
    }
  }
}
```

Then restart the client, or reload its MCP servers, and ask it to list the server's tools to confirm it started.

Tools 7

  • bci_report_explorer_cite How to cite BCI Report, its licences, links, and what this Space indexes. Tool names: Gradio API /cite; MCP on the Hugging Face Space bci_report_explorer_cite. Returns: JSON text: the Zenodo concept DOI and BibTeX, the licences of the aggregate results (CC BY 4.0), the code (MIT) and the recordings (their own), and project links.
  • bci_report_explorer_get_dataset_results Every indexed figure computed on one dataset, with its licence and credit. Not a ranking: compare only within one protocol or group. Tool names: Gradio API /get_dataset_results; MCP on the Hugging Face Space bci_report_explorer_get_dataset_results. Returns: JSON text: dataset licence and credit lines, and rows grouped by comparison group. An unknown dataset is a tool error listing candidates.
  • bci_report_explorer_get_method_results Every indexed figure for one method, grouped by protocol or topic. Not a ranking: compare only within one protocol or group. Paired contrasts between two methods are listed under both. Matching is case-insensitive; a unique partial name also works. Tool names: Gradio API /get_method_results; MCP on the Hugging Face Space bci_report_explorer_get_method_results. Returns: JSON text: rows grouped by comparison group, each with value, interval, n, chance and caveats; fields shared by a group are given once on the group. An unknown name is a tool error listing candidates.
  • bci_report_explorer_get_protocol_results Every published method row for one core protocol, in published order. Values are copied unchanged from the pinned BCI Report dataset. Rows are not ranked; compare them only within this protocol. EEGPT, frozen, follows in its own block (eegpt_frozen), beside the core matrix: grouped, never ranked, called above or below a published row only where the file says their 95% intervals do not overlap, with the gap. Tool names: Gradio API /get_protocol_results; MCP on the Hugging Face Space bci_report_explorer_get_protocol_results. Returns: JSON text: the protocol descriptor and its rows (value, 95% interval, n, chance, caveats); release_id, source_url and other fields shared by all rows are given once beside the rows.
  • bci_report_explorer_get_question One of the site's seventeen questions: its short answer, paired contrasts and measurements. Tool names: Gradio API /get_question; MCP on the Hugging Face Space bci_report_explorer_get_question. Returns: JSON text: the question, the short answer as the site publishes it, paired contrasts with intervals and verdict wording as given, measurements, and related held items (for questions-in-language also the wordings its page shows; for new-ssvep-frequencies what each card did not run; for data-quality its two status cases). The pilot-studies, beyond-scalp-eeg, clinical-groups, data-quality and new-ssvep-frequencies answers carry their notices: pilots and NeuroLM's panel sit outside every leaderboard, rights gaps, EEGPT's licence status, the clinical disclaimer, MC_RTT's one animal and ds007420's counts-only check.
  • bci_report_explorer_list_holds Results that are held, status-only, withheld, not run or not published. Listed by name, status and reason only. No figure is given for any of them, because none is published. Tool names: Gradio API /list_holds; MCP on the Hugging Face Space bci_report_explorer_list_holds. Returns: JSON text: held items grouped by source file and release (each with its name, status, reason and source URL), and, on request, the not-published register by release.
  • bci_report_explorer_list_protocols List the eight fixed core protocols of BCI Report (no scores). Each protocol is a separate comparison with its own cohort, metric and chance level, so figures are comparable only within one protocol. Use a returned protocol_id with get_protocol_results. Tool names: Gradio API /list_protocols; MCP on the Hugging Face Space bci_report_explorer_list_protocols. Returns: JSON text: protocols with id, title, dataset, cohort size, metric, chance level, limitation and page URL, plus provenance and notices.

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