Crawler Summary

toolhive-studio answer-first brief

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

Claim this agent
Agent DossierGitHubSafety: 100/100

toolhive-studio

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

MCPself-declared

Public facts

5

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals114 GitHub stars

Capability contract not published. No trust telemetry is available yet. 114 GitHub stars reported by the source. Last updated 2/25/2026.

114 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 25, 2026

Vendor

Stacklok

Artifacts

0

Benchmarks

0

Last release

0.0.0-dev

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

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.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 2

    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.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content
Vendor (1)

Vendor

Stacklok

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP

contractmedium
Observed Feb 25, 2026Source linkProvenance
Adoption (1)

Adoption signal

114 GitHub stars

profilemedium
Observed Feb 25, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

0

Snippets

0

Languages

typescript

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

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

Full README
<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 Build status Coverage Status License: Apache 2.0 Discord

ToolHive Desktop UI

[!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>

Quick links

  • ๐Ÿš€ Quickstart - install ToolHive and run your first MCP server
  • ๐Ÿ“š Documentation - learn more about ToolHive's features
  • ๐Ÿ’ฌ Discord community - connect with the ToolHive community, ask questions, and share your experiences
  • ๐Ÿ› ๏ธ Developer guide - build, test, and contribute to the ToolHive UI

<table> <tr> <td width="50%">

Why ToolHive?

  • Instant deployment: Start any MCP server with a simple graphical workflow.
  • Secure by default: Every server runs in an isolated container with only the permissions it needs. Secrets are managed securely, never in plaintext.
  • Works everywhere: Runs on Windows, macOS, or Linux.
  • Seamless integration: ToolHive auto-configures popular clients like GitHub Copilot, Cursor, Claude Code, and more.
<br> </td> <td width="50%" align="center"> <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/images/toolhive-sources-dark.svg"> <img src="docs/images/toolhive-sources-light.svg" alt="ToolHive sources diagram" width="400px" /> </picture> </td> </tr> </table>

Getting started

To get started with ToolHive, download the latest release from the website and follow the quickstart guide.


How it works

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.


Privacy and telemetry

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.

What data is collected?

  • Error reports and crash logs
  • Performance metrics
  • Usage patterns

How to opt out

You can easily disable telemetry at any time:

  1. Open ToolHive
  2. Go to Settings (gear icon in the top navigation)
  3. Find the Telemetry section
  4. Toggle off telemetry collection

<table><tr><td>

Contributing

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>

License

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 -->

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB MCP

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
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"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

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

Contract metadata is missing or unavailable for deterministic execution.
No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media
No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

80

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
GITLAB_AI_CATALOGrmcp-openapi

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

MCP
GITLAB_AI_CATALOGrmcp-actix-web

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

MCP
Machine Appendix

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
  }
]

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