GITLAB_AI_CATALOGgitlab-mcp
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
MCP
Crawler Summary
openops answer-first brief
The batteries-included, No-Code FinOps automation platform, with the AI you trust. **OpenOps** $1 $1 $1 $1 **😎 What is OpenOps?** $1 is a **No-Code FinOps automation platform** that helps organizations reduce cloud costs and streamline financial operations. It provides **customizable workflows** to automate key FinOps processes like allocation, unit economics, anomaly management, workload optimization, safe de-provisioning and much, much more. It also comes bundled with its own Excel-like database Capability contract not published. No trust telemetry is available yet. 994 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
openops 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
Agent DossierGitHubSafety: 100/100
openops
The batteries-included, No-Code FinOps automation platform, with the AI you trust. **OpenOps** $1 $1 $1 $1 **😎 What is OpenOps?** $1 is a **No-Code FinOps automation platform** that helps organizations reduce cloud costs and streamline financial operations. It provides **customizable workflows** to automate key FinOps processes like allocation, unit economics, anomaly management, workload optimization, safe de-provisioning and much, much more. It also comes bundled with its own Excel-like database
MCPself-declared
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Verifiededitorial-contentNo verified compatibility signals994 GitHub stars
Capability contract not published. No trust telemetry is available yet. 994 GitHub stars reported by the source. Last updated 2/25/2026.
994 GitHub starsTrust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Openops Cloud
Artifacts
0
Benchmarks
0
Last release
0.100.0
Executive Summary
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. 994 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/openops-cloud/openops.git- 1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
- 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.
Vendor (1)
Vendor
Openops Cloud
profilemedium
Compatibility (1)
Protocol compatibility
MCP
contractmedium
Adoption (1)
Adoption signal
994 GitHub stars
profilemedium
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
0
Snippets
0
Languages
typescript
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
The batteries-included, No-Code FinOps automation platform, with the AI you trust. **OpenOps** $1 $1 $1 $1 **😎 What is OpenOps?** $1 is a **No-Code FinOps automation platform** that helps organizations reduce cloud costs and streamline financial operations. It provides **customizable workflows** to automate key FinOps processes like allocation, unit economics, anomaly management, workload optimization, safe de-provisioning and much, much more. It also comes bundled with its own Excel-like database
Full README
OpenOps
😎 What is OpenOps?
OpenOps is a No-Code FinOps automation platform that helps organizations reduce cloud costs and streamline financial operations.
It provides customizable workflows to automate key FinOps processes like allocation, unit economics, anomaly management, workload optimization, safe de-provisioning and much, much more.
It also comes bundled with its own Excel-like database (OpenOps Tables) and its own visualization system (OpenOps Analytics).
At the same time, OpenOps enables collaboration between FinOps teams, engineers, DevOps, finance, and leadership, ensuring that cost-saving measures are not just identified but effectively implemented.
OpenOps integrates seamlessly with major cloud providers, many third-party FinOps tools, various communication platforms and a handful of project management tools.
🏁 Just want to get started? Click here.
🚀 Key Features
- Pre-Built FinOps Workflows – A library of best-practice workflows designed with input from FinOps leaders. Covers cost optimization, tagging, budgeting, allocation, and reporting.
- No-Code Experience – Approachable for non-technical practitioners, but allows "dropping into" code when needed.
- Flexible Workflow Editor – Use OpenOps's dedicated No-Code editor to build workflows from scratch or customize existing ones.
- Deep Integrations – OpenOps natively connects with cloud providers, databases, analysis tools, communication platforms, and project management systems.
- Human-in-the-Loop Controls – OpenOps comes with HITL controls - across multiple channels - for critical approval workflows.
- Workflow Versioning & Traceability – Test workflow steps, maintain workflow versions, and track every action inside a workflow with logs.
- Centralized Management – Log and process opportunities with tables that allow approvals, dismissals, false-positive marking, and snoozing.
🌟 Why OpenOps?
FinOps practitioners struggle with visibility tools that surface cost-saving opportunities but lack implementation capabilities. Traditional automation tools, whether custom-built or off-the-shelf, fail to balance flexibility and maintainability.
OpenOps solves these challenges by:
- Consolidating optimization opportunities from native and third-party FinOps visibility tools.
- Suggesting practical optimization actions.
- Enabling customization of pre-built optimizations or authoring new ones.
With OpenOps, organizations can automate cloud cost optimization, ensuring that FinOps processes are efficient, actionable, and aligned with business goals.
OpenOps integrates with a broad range of platforms, including cloud providers, databases, FinOps tools, communication platforms, and task management services.
⛅️ Cloud Providers
- AWS
- Azure
- Google Cloud
⚙️ System Requirements
OpenOps is available as:
- A managed cloud service (learn more)
- No infrastructure requirements
- Automatic updates and maintenance
- Premium support and SLAs
- A free, ready-to-install,
docker-compose-based installation (can be installed locally or in the cloud)
📚 Documentation
For detailed documentation, visit our documentation portal.
🤝 Contributing
We welcome contributions to OpenOps! See our contributing guide for details.
📄 License
OpenOps is licensed under the Apache License 2.0.
💬 Community
OpenOps has a Slack community - feel free to join here.
📬 Contact
- Website: https://openops.com
- Email: support@openops.com
Contract & API
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
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-openops-cloud-openops/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/trust"
Reliability & Benchmarks
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
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.
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.
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-openops-cloud-openops/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T02:58:38.493Z"
}
},
"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": "Openops Cloud",
"href": "https://github.com/openops-cloud/openops",
"sourceUrl": "https://github.com/openops-cloud/openops",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:00:02.585Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:00:02.585Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "994 GitHub stars",
"href": "https://github.com/openops-cloud/openops",
"sourceUrl": "https://github.com/openops-cloud/openops",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:00:02.585Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-openops-cloud-openops/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
}
]