Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
A desktop client for multiple cutting-edge AI models <p align="right"> <a href="README.md">English</a> | <a href="./doc/README-CN.md">简体中文</a> </p> This is the repository for the Chatbox Community Edition, open-sourced under the GPLv3 license. $1 We regularly sync code from the pro repo to this repo, and vice versa. Download for Desktop <table style="width: 100%"> <tr> <td width="25%" align="center"> <b>Windows</b> </td> <td width="25%" align="center" colspan="2"> <b>M Published capability contract available. No trust telemetry is available yet. 38.6K GitHub stars reported by the source. Last updated 2/24/2026.
Freshness
Last checked 2/22/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
xyz.chatboxapp.ce is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
A desktop client for multiple cutting-edge AI models <p align="right"> <a href="README.md">English</a> | <a href="./doc/README-CN.md">简体中文</a> </p> This is the repository for the Chatbox Community Edition, open-sourced under the GPLv3 license. $1 We regularly sync code from the pro repo to this repo, and vice versa. Download for Desktop <table style="width: 100%"> <tr> <td width="25%" align="center"> <b>Windows</b> </td> <td width="25%" align="center" colspan="2"> <b>M
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 38.6K GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Chatboxai
Artifacts
0
Benchmarks
0
Last release
0.0.1
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. 38.6K GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/chatboxai/chatbox.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Chatboxai
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
38.6K GitHub stars
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
5
Snippets
0
Languages
typescript
bash
git clone https://github.com/chatboxai/chatbox.git
bash
npm install
bash
npm run dev
bash
npm run package
bash
npm run package:all
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
A desktop client for multiple cutting-edge AI models <p align="right"> <a href="README.md">English</a> | <a href="./doc/README-CN.md">简体中文</a> </p> This is the repository for the Chatbox Community Edition, open-sourced under the GPLv3 license. $1 We regularly sync code from the pro repo to this repo, and vice versa. Download for Desktop <table style="width: 100%"> <tr> <td width="25%" align="center"> <b>Windows</b> </td> <td width="25%" align="center" colspan="2"> <b>M
This is the repository for the Chatbox Community Edition, open-sourced under the GPLv3 license.
Chatbox is going open-source Again!
We regularly sync code from the pro repo to this repo, and vice versa.
For more information: chatboxai.app
Available for MacOS, Linux, & Windows<br>
</div> <hr> <h1 align="center"> <img src='./doc/statics/icon.png' width='30'> <span> Chatbox <span style="font-size:8px; font-weight: normal;">(Community Edition)</span> </span> </h1> <p align="center"> <em>Your Ultimate AI Copilot on the Desktop. <br />Chatbox is a desktop client for ChatGPT, Claude and other LLMs, available on Windows, Mac, Linux</em> </p> <p align="center"> <a href="https://github.com/chatboxai/chatbox/releases" target="_blank"> <img alt="macOS" src="https://img.shields.io/badge/-macOS-black?style=flat-square&logo=apple&logoColor=white" /> </a> <a href="https://github.com/chatboxai/chatbox/releases" target="_blank"> <img alt="Windows" src="https://img.shields.io/badge/-Windows-blue?style=flat-square&logo=windows&logoColor=white" /> </a> <a href="https://github.com/chatboxai/chatbox/releases" target="_blank"> <img alt="Linux" src="https://img.shields.io/badge/-Linux-yellow?style=flat-square&logo=linux&logoColor=white" /> </a> <a href="https://github.com/chatboxai/chatbox/releases" target="_blank"> <img alt="Downloads" src="https://img.shields.io/github/downloads/chatboxai/chatbox/total.svg?style=flat" /> </a> </p><a href="https://www.producthunt.com/posts/chatbox?utm_source=badge-featured&utm_medium=badge&utm_souce=badge-chatbox" target="_blank"><img src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=429547&theme=light" alt="Chatbox - Better UI & Desktop App for ChatGPT, Claude and other LLMs. | Product Hunt" style="width: 150px; height: 30px;" width="100" height="40" /></a>
<a href="./doc/statics/snapshot_light.png"> <img src="./doc/statics/snapshot_light.png" width="400"/> </a> <a href="./doc/statics/snapshot_dark.png"> <img src="./doc/statics/snapshot_dark.png" width="400"/> </a> <!-- <table> <tr> <td> <img src="./dec/../doc/demo_mobile_1.png" alt="App Screenshot" style="box-shadow: 2px 2px 10px rgba(0,0,0,0.1); border: 1px solid #ddd; border-radius: 8px; height: 300px" /> </td> <td> <img src="./dec/../doc/demo_mobile_2.png" alt="App Screenshot" style="box-shadow: 2px 2px 10px rgba(0,0,0,0.1); border: 1px solid #ddd; border-radius: 8px; height: 300px" /> </td> </tr> </table> -->Local Data Storage
:floppy_disk: Your data remains on your device, ensuring it never gets lost and maintains your privacy.
No-Deployment Installation Packages
:package: Get started quickly with downloadable installation packages. No complex setup necessary!
Support for Multiple LLM Providers
:gear: Seamlessly integrate with a variety of cutting-edge language models:
Image Generation with Dall-E-3
:art: Create the images of your imagination with Dall-E-3.
Enhanced Prompting
:speech_balloon: Advanced prompting features to refine and focus your queries for better responses.
Keyboard Shortcuts
:keyboard: Stay productive with shortcuts that speed up your workflow.
Markdown, Latex & Code Highlighting
:scroll: Generate messages with the full power of Markdown and Latex formatting, coupled with syntax highlighting for various programming languages, enhancing readability and presentation.
Prompt Library & Message Quoting
:books: Save and organize prompts for reuse, and quote messages for context in discussions.
Streaming Reply
:arrow_forward: Provide rapid responses to your interactions with immediate, progressive replies.
Ergonomic UI & Dark Theme
:new_moon: A user-friendly interface with a night mode option for reduced eye strain during extended use.
Team Collaboration
:busts_in_silhouette: Collaborate with ease and share OpenAI API resources among your team. Learn More
Cross-Platform Availability
:computer: Chatbox is ready for Windows, Mac, Linux users.
Access Anywhere with the Web Version
:globe_with_meridians: Use the web application on any device with a browser, anywhere.
iOS & Android
:phone: Use the mobile applications that will bring this power to your fingertips on the go.
Multilingual Support
:earth_americas: Catering to a global audience by offering support in multiple languages:
And More...
:sparkles: Constantly enhancing the experience with new features!
I developed Chatbox initially because I was debugging some prompts and found myself in need of a simple and easy-to-use prompt and API debugging tool. I thought there might be more people who needed such a tool, so I open-sourced it.
At first, I didn't know that it would be so popular. I listened to the feedback from the open-source community and continued to develop and improve it. Now, it has become a very useful AI desktop application. There are many users who love Chatbox, and they not only use it for developing and debugging prompts, but also for daily chatting, and even to do some more interesting things like using well-designed prompts to make AI play various professional roles to assist them in everyday work...
Any form of contribution is welcome, including but not limited to:
git clone https://github.com/chatboxai/chatbox.git
npm install
npm run dev
npm run package
npm run package:all
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
Yes
Data region
global
Protocol support
Requires: mcp, lang:typescript, streaming
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript",
"streaming"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": true,
"inputSchemaRef": "https://github.com/chatboxai/chatbox#input",
"outputSchemaRef": "https://github.com/chatboxai/chatbox#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:44.866Z",
"sourceUpdatedAt": "2026-02-24T19:46:44.866Z",
"freshnessSeconds": 4432527
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T03:02:12.193Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
}
],
"flattenedTokens": "protocol:MCP|supported|contract"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Chatboxai",
"href": "https://github.com/chatboxai/chatbox",
"sourceUrl": "https://github.com/chatboxai/chatbox",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T22:43:15.819Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "38.6K GitHub stars",
"href": "https://github.com/chatboxai/chatbox",
"sourceUrl": "https://github.com/chatboxai/chatbox",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T22:43:15.819Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:44.866Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:44.866Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/chatboxai/chatbox#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:44.866Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-chatboxai-chatbox/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
Ads related to xyz.chatboxapp.ce and adjacent AI workflows.