Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
ToolHive is an application that allows you to install, manage and run MCP servers and connect them to AI agents and clients <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/images/toolhive-byline-white.svg"> <img src="docs/images/toolhive-byline-black.svg" alt="ToolHive logo" width="500"/> </picture> <br> [![Release][release-img]][release] [![Build status][ci-img]][ci] [![Coverage Status][coverage-img]][coverage] [![License: Apache 2.0][license-img]][license] [![Discord][discord-img]][discord] ToolHive Desktop UI [!NOTE Capability contract not published. No trust telemetry is available yet. 114 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
toolhive-studio is best for general automation workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, GITHUB MCP, runtime-metrics, public facts pack
ToolHive is an application that allows you to install, manage and run MCP servers and connect them to AI agents and clients <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/images/toolhive-byline-white.svg"> <img src="docs/images/toolhive-byline-black.svg" alt="ToolHive logo" width="500"/> </picture> <br> [![Release][release-img]][release] [![Build status][ci-img]][ci] [![Coverage Status][coverage-img]][coverage] [![License: Apache 2.0][license-img]][license] [![Discord][discord-img]][discord] ToolHive Desktop UI [!NOTE
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 114 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Stacklok
Artifacts
0
Benchmarks
0
Last release
0.0.0-dev
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. 114 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/stacklok/toolhive-studio.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
Stacklok
Protocol compatibility
MCP
Adoption signal
114 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
0
Snippets
0
Languages
typescript
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
ToolHive is an application that allows you to install, manage and run MCP servers and connect them to AI agents and clients <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/images/toolhive-byline-white.svg"> <img src="docs/images/toolhive-byline-black.svg" alt="ToolHive logo" width="500"/> </picture> <br> [![Release][release-img]][release] [![Build status][ci-img]][ci] [![Coverage Status][coverage-img]][coverage] [![License: Apache 2.0][license-img]][license] [![Discord][discord-img]][discord] ToolHive Desktop UI [!NOTE
[!NOTE] This is an experimental project that is under active development and testing. Features may change without notice.
Run any Model Context Protocol (MCP) server โ securely, instantly, anywhere.
ToolHive is the easiest way to discover, deploy, and manage MCP servers. Launch any MCP server in a locked-down container with just a few clicks. No manual setup, no security headaches, no runtime hassles.
<picture> <source media="(prefers-color-scheme: dark)" srcset="./docs/images/toolhive-ui-screenshot-dark.webp"> <img src="./docs/images/toolhive-ui-screenshot-light.webp" alt="ToolHive screenshot" width="800" style="padding: 20px 0" /> </picture>To get started with ToolHive, download the latest release from the website and follow the quickstart guide.
Under the hood, ToolHive runs each MCP server in its own secure container and exposes an HTTP/SSE proxy that MCP clients connect to.
<picture> <source media="(prefers-color-scheme: dark)" srcset="docs/images/toolhive-diagram-dark.svg"> <img src="docs/images/toolhive-diagram-light.svg" alt="ToolHive diagram" width="800" style="padding: 20px 0" /> </picture>For more advanced use cases, ToolHive is also available as a command-line tool which can be used standalone or side-by-side with the ToolHive UI and as a Kubernetes Operator. Learn more in the ToolHive documentation.
ToolHive uses Sentry for error tracking and performance monitoring to help us identify and fix issues, improve stability, and enhance the user experience. This telemetry is enabled by default but completely optional.
You can easily disable telemetry at any time:
We welcome contributions and feedback from the community!
If you have ideas, suggestions, or want to get involved, check out our contributing guide or open an issue. Join us in making ToolHive even better!
</td> <td> <picture> <img src="docs/images/toolhive-mascot.png" alt="ToolHive mascot" width="250" align="middle"/> </picture> </td></tr></table>This project is licensed under the Apache 2.0 License.
<!-- Badge links --> <!-- prettier-ignore-start --> <!-- prettier-ignore-end --> <!-- markdownlint-disable-file first-line-heading no-inline-html -->Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/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
Do not use if
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": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T01:53:16.985Z"
}
},
"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": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile"
}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": "Stacklok",
"href": "https://github.com/stacklok/toolhive-studio",
"sourceUrl": "https://github.com/stacklok/toolhive-studio",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:08:20.712Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:08:20.712Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "114 GitHub stars",
"href": "https://github.com/stacklok/toolhive-studio",
"sourceUrl": "https://github.com/stacklok/toolhive-studio",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:08:20.712Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-stacklok-toolhive-studio/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub ยท 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
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