MCP Server Documentation by Baldur-Hua-ai20labs · Pull Request #8 · zerogpu/docs

Baldur-Hua-ai20labs · 2026-06-15T22:18:30Z

Summary

Adds ZeroGPU MCP integration documentation.

Details

Discovered all available MCP tools dynamically via the ZeroGPU MCP endpoint
Documented 11 tools with descriptions, parameters, and examples
Added authentication and connection examples using placeholders
Included a worked example for the summarize tool
Integrated page into navigation and docs.json

Notes

Tool definitions were retrieved and validated via live MCP calls
No credentials are included in the documentation

jira

Summary by CodeRabbit

New Features
- Added MCP Server integration to connect MCP clients to ZeroGPU's nano models with 11 available tools
Documentation
- Comprehensive MCP integration guide covering authentication requirements, handshake usage, tool catalog, worked examples, and troubleshooting

coderabbitai · 2026-06-15T22:18:43Z

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ℹ️ Review info

⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro

Run ID: 17f2d965-9b8a-4848-977e-bdf792177ede

📥 Commits

Reviewing files that changed from the base of the PR and between 598d1a8 and 09cda32.

📒 Files selected for processing (1)

docs.json

📝 Walkthrough

Walkthrough

Adds a new MCP Server documentation page (integrations/mcp.mdx) covering authentication, an 11-tool zerogpu_* catalog, a worked example, usage patterns, troubleshooting, and a conclusion. Registers the page in docs.json navigation and adds a card to integrations/index.mdx.

Changes

MCP Server Integration Documentation

Layer / File(s)	Summary
Navigation registration and index card `docs.json`, `integrations/index.mdx`	Inserts `integrations/mcp` into the Integrations nav group and adds an MCP Server `<Card>` (with icon and description) to the Editor & Agent Integrations `<CardGroup>`.
Page frontmatter, intro, and authentication setup `integrations/mcp.mdx`	Defines MDX frontmatter, introductory MCP/ZeroGPU positioning, Overview section with video placeholder, prerequisites, steps to obtain an API key and project ID, and remote server header configuration with a Claude Code example.
First request walkthrough and tool conventions `integrations/mcp.mdx`	Documents the `curl`-based `initialize`/`mcp-session-id` flow and `zerogpu_health` check with an example response shape; introduces MCP tool naming, `arguments` object, and auto-invocation conventions.
*Full `zerogpu_` tool catalog** `integrations/mcp.mdx`	Documents all 11 `zerogpu_*` tools (`zerogpu_health`, `zerogpu_summarize`, `zerogpu_classify_iab`, `zerogpu_classify_zero_shot`, `zerogpu_classify_structured`, `zerogpu_extract_entities`, `zerogpu_extract_json`, `zerogpu_redact_pii`, `zerogpu_extract_pii`, `zerogpu_generate_followups`, `zerogpu_chat`), each with required/optional arguments and output shape.
Worked example, reference table, troubleshooting, and conclusion `integrations/mcp.mdx`	Provides a worked `zerogpu_summarize` example, `usage`/`savings` output description, patterns and recipes, a consolidated tool reference table, troubleshooting for common HTTP/session/tool errors, and a conclusion `<CardGroup>` linking to Model Catalog, API Reference, Cookbook, and Discord.

Estimated code review effort

🎯 2 (Simple) | ⏱️ ~10 minutes

Possibly related PRs

zerogpu/docs#3: Adds the LangChain integration doc using the same pattern of updating docs.json navigation and integrations/index.mdx with a new card.

Poem

🐇 Hoppity-hop, a new page has arrived,
With MCP tools, eleven tools that thrived!
zerogpu_chat, zerogpu_summarize too,
Auth headers set, and health checks in queue.
The rabbit stamps the docs with a joyful cheer —
ZeroGPU's nano models are now crystal clear! ✨

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title 'MCP Server Documentation' directly and clearly describes the main change: adding documentation for MCP (Model Context Protocol) server integration, which is the primary purpose of this PR.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

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✨ Finishing Touches

🧪 Generate unit tests (beta)

Create PR with unit tests

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coderabbitai

Actionable comments posted: 2

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs.json`:
- Around line 104-107: The integrations entries in docs.json are not in
alphabetical order by slug. Reorder the entries following integrations/index so
they appear in alphabetical sequence: integrations/claude-code-plugin should
come first, followed by integrations/langchain, then integrations/mcp. This
ensures the nav group maintains the documented alphabetical ordering rule for
integration slugs after the index entry.

In `@integrations/mcp.mdx`:
- Around line 11-19: The integration page is missing the required `## Cookbook`
section that should be included in all integration pages according to the
template guidelines. Add a `## Cookbook` section after the `## Overview` section
in the integrations/mcp.mdx file. Include the heading and add the placeholder
text "Cookbook coming soon." as the content, following the standard integration
page structure even when the cookbook content is not yet available.

🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

Push a commit to this branch (recommended)
Create a new PR with the fixes

ℹ️ Review info

⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro

Run ID: 6530e6da-1217-41f0-b4b7-07e9e3318157

📥 Commits

Reviewing files that changed from the base of the PR and between c8215ea and 598d1a8.

📒 Files selected for processing (3)

docs.json
integrations/index.mdx
integrations/mcp.mdx

amaan-ai20

Please make the following changes, and re-request view once, cookbook and everything are in place.

amaan-ai20 · 2026-06-16T11:22:54Z

+      }
+    }
+  }
+}


Show how it's created on Claude Desktop. Show, the location of the file as well where to save this. Mention it in the docs

amaan-ai20 · 2026-06-16T11:26:20Z

+    "price_table_version": "2026-05-26-2"
+  }
+}
+```


Use longer text so that, we can show how summary model works.

Baldur-Hua-ai20labs added 2 commits June 15, 2026 16:00

added mcp documentation

4c15f58

Merge branch 'main' into mcp-server-doc

598d1a8

coderabbitai Bot reviewed Jun 15, 2026

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Comment thread docs.json Outdated

Comment thread integrations/mcp.mdx

Update docs.json

09cda32

amaan-ai20 requested changes Jun 16, 2026

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MCP Server Documentation#8

MCP Server Documentation#8
Baldur-Hua-ai20labs wants to merge 3 commits into
zerogpu:mainfrom
Baldur-Hua-ai20labs:mcp-server-doc

Baldur-Hua-ai20labs commented Jun 15, 2026 •

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Baldur-Hua-ai20labs commented Jun 15, 2026 •

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