EmbeddingGemma 2 Explorer
by jrhode666co.huggingface.jrhode666/embeddinggemma-2-explorer
Any-to-any search with EmbeddingGemma 2
- Remote endpoint
- 4 tools
- APACHE-2.0
Uptime
Checked · every day
99.34%from 4 days of checks
Up without downtime on 3 of 4 days with data; down 35 minutes in all, on 2 November.
- No downtime
- Degraded
- Down over 5 minutes
- No data
- Not checked yet
Response time
Median 1170 ms, slowest 5% 1981 ms for the handshake and the tool list, over 30 days.
How far each check got
- Reached the address 90.9%
- Completed the handshake 36.3%
- Listed its tools 36.3%
4 tools at the last answer; the list changed on 2 Nov.
Every day
| Day | Result | Checks | Median |
|---|---|---|---|
| 3 Nov (today) | No downtime | 1 | 1090 ms |
| 2 Nov | Down 35 minutes | 8of 1 | 1717 ms |
| 1 Nov | No downtime | 1of 1 | 1930 ms |
| 31 Oct | No downtime | 1 | 1282 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
Paste into Settings › Connectors › Add custom connector:
https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse Run in a terminal:
claude mcp add --transport sse embeddinggemma-2-explorer https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse Add to ~/.cursor/mcp.json:
Add to ~/.config/devin/mcp_config.json:
Add to mcp.json (Program › Install › Edit mcp.json):
Add to ~/.gemini/settings.json:
Add to config.json in oterm's data folder (~/Library/Application Support/oterm on macOS, ~/.local/share/oterm on Linux, %APPDATA%\oterm on Windows):
Add to ~/.config/eca/config.json (global) or .eca/config.json in the project:
{
"mcpServers": {
"embeddinggemma-2-explorer": {
"url": "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
}
}
} Add to .vscode/mcp.json:
{
"servers": {
"embeddinggemma-2-explorer": {
"type": "sse",
"url": "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
}
}
} Add to ~/.config/zed/settings.json:
{
"context_servers": {
"embeddinggemma-2-explorer": {
"url": "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
}
}
} This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.
Add to cline_mcp_settings.json (MCP Servers › Configure › Configure MCP Servers):
Add to anythingllm_mcp_servers.json in the AnythingLLM storage plugins directory:
Add to Augment Settings Panel – MCP section – Import from JSON (VS Code extension):
{
"mcpServers": {
"embeddinggemma-2-explorer": {
"type": "sse",
"url": "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
}
}
} Add to ~/.continue/config.yaml:
mcpServers:
- name: "embeddinggemma-2-explorer"
type: sse
url: "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse" Add to ~/.config/goose/config.yaml:
extensions:
"embeddinggemma-2-explorer":
type: streamable_http
name: "embeddinggemma-2-explorer"
enabled: true
uri: "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
headers: {}
env_keys: []
envs: {}
timeout: 300 This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.
Run in a terminal:
codex mcp add embeddinggemma-2-explorer --url https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.
Add to ~/.llm/config.json:
Add to resources/assets/config/mcp.json in the installed app:
Add to ~/.boltai/mcp.json:
Add to ~/.bob/settings/mcp.json (global) or .bob/mcp.json (project):
Add to ~/.kiro/settings/mcp.json (user) or .kiro/settings/mcp.json (workspace):
Add to ~/.kiro/settings/mcp.json (user) or .kiro/settings/mcp.json (workspace):
{
"mcpServers": {
"embeddinggemma-2-explorer": {
"url": "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
}
}
} This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.
Add to ~/.config/agenvoy/mcp.json:
{
"servers": {
"embeddinggemma-2-explorer": {
"url": "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
}
}
} This server's endpoint speaks only SSE, which this client's documentation does not list among its transports; use another client for it.
Add to ~/.config/amp/settings.json (user) or .amp/settings.json (workspace):
{
"amp.mcpServers": {
"embeddinggemma-2-explorer": {
"url": "https://jrhode666-embeddinggemma-2-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 EmbeddingGemma 2 Explorer (`co.huggingface.jrhode666/embeddinggemma-2-explorer`)
Its page: https://plug.directory/servers/co.huggingface.jrhode666/embeddinggemma-2-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://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse
```
## Claude Code
Run in a terminal:
```sh
claude mcp add --transport sse embeddinggemma-2-explorer https://jrhode666-embeddinggemma-2-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": {
"embeddinggemma-2-explorer": {
"url": "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
}
}
}
```
## VS Code
Merge into .vscode/mcp.json:
```json
{
"servers": {
"embeddinggemma-2-explorer": {
"type": "sse",
"url": "https://jrhode666-embeddinggemma-2-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": {
"embeddinggemma-2-explorer": {
"type": "sse",
"url": "https://jrhode666-embeddinggemma-2-explorer.hf.space/gradio_api/mcp/sse"
}
}
}
```
## Continue
Merge into ~/.continue/config.yaml:
```yaml
mcpServers:
- name: "embeddinggemma-2-explorer"
type: sse
url: "https://jrhode666-embeddinggemma-2-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": {
"embeddinggemma-2-explorer": {
"url": "https://jrhode666-embeddinggemma-2-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 4
embeddinggemma_2_explorer_cross_modal_searchSearch a mixed corpus of text, images and audio with a text, image, audio or video query. Every item is embedded into EmbeddingGemma 2's single shared vector space, truncated to `dim` (Matryoshka) and L2-normalized, then ranked by cosine similarity. If a user passes a file as an input, use the upload_file_to_gradio tool, if present, to upload the file to the gradio app and create a Gradio File Input. Then use the returned path as the input to the tool. Returns: HTML listing the corpus ranked by similarity to the query.embeddinggemma_2_explorer_embedReturn the EmbeddingGemma 2 embedding for a piece of text. Returns: The embedding as a list of floats.embeddinggemma_2_explorer_similarity_matrixPairwise cosine similarity between lines of text (one per line), as a heatmap. Every line gets the same symmetric task prefix. Works across languages. Returns: HTML heatmap of the similarity matrix.embeddinggemma_2_explorer_text_searchRank documents for a query at every Matryoshka size (768, 512, 256, 128 dims). The query gets the task prefix for the chosen task; each document is formatted as `title: {title} | text: {content}`. Shows how ranking holds up as vectors shrink. Returns: Rows of [title, document, cosine@768, rank@768, rank@512, rank@256, rank@128].
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