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
plugin-ops answer-first brief
Maintenance and operations engine for Claude Code plugins — health scanning, dependency management, versioning, issue tracking, and runbooks. plugin-ops $1 $1 $1 Maintenance and operations engine for Claude Code plugins — health scanning, dependency management, versioning, issue tracking, and runbooks. Why After you **build** a plugin (plugin-architect) and **launch** it (plugin-gtm), you need to **maintain** it. plugin-ops gives you structured maintenance workflows that track health over time, manage issues, handle releases, and execute operational runboo Published capability contract available. No trust telemetry is available yet. 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
plugin-ops 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
Agent DossierGitHubSafety: 98/100
plugin-ops
Maintenance and operations engine for Claude Code plugins — health scanning, dependency management, versioning, issue tracking, and runbooks. plugin-ops $1 $1 $1 Maintenance and operations engine for Claude Code plugins — health scanning, dependency management, versioning, issue tracking, and runbooks. Why After you **build** a plugin (plugin-architect) and **launch** it (plugin-gtm), you need to **maintain** it. plugin-ops gives you structured maintenance workflows that track health over time, manage issues, handle releases, and execute operational runboo
MCPverified
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Verifiededitorial-content1 verified compatibility signal
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Schema refs publishedTrust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Twofoldtech Dakota
Artifacts
0
Benchmarks
0
Last release
0.2.0
Executive Summary
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. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/twofoldtech-dakota/plugin-ops.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
Twofoldtech Dakota
profilemedium
Compatibility (2)
Protocol compatibility
MCP
contracthigh
Auth modes
mcp, api_key
contracthigh
Artifact (1)
Machine-readable schemas
OpenAPI or schema references published
contracthigh
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
4
Snippets
0
Languages
typescript
Executable Examples
text
/plugin marketplace add twofoldtech-dakota/plugin-ops
text
/plugin install plugin-ops@twofoldtech-dakota-plugin-ops
bash
# Register your plugin project /ops init # Run a health scan /ops-health scan # View the dashboard /ops status # Triage issues from the scan /ops-issues triage # Prepare a release /ops-release prepare # Run a full maintenance runbook /ops-runbook run full-health
bash
npm install npm run build # Build with tsup npm run dev # Watch mode npm run typecheck # Type check
Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Maintenance and operations engine for Claude Code plugins — health scanning, dependency management, versioning, issue tracking, and runbooks. plugin-ops $1 $1 $1 Maintenance and operations engine for Claude Code plugins — health scanning, dependency management, versioning, issue tracking, and runbooks. Why After you **build** a plugin (plugin-architect) and **launch** it (plugin-gtm), you need to **maintain** it. plugin-ops gives you structured maintenance workflows that track health over time, manage issues, handle releases, and execute operational runboo
Full README
plugin-ops
Maintenance and operations engine for Claude Code plugins — health scanning, dependency management, versioning, issue tracking, and runbooks.
Why
After you build a plugin (plugin-architect) and launch it (plugin-gtm), you need to maintain it. plugin-ops gives you structured maintenance workflows that track health over time, manage issues, handle releases, and execute operational runbooks — all from within Claude Code.
What You Get
| Skill | What It Does |
|-------|-------------|
| /ops | Command router + status dashboard |
| /ops-health | Scan plugins for ~25 health checks across structure, skills, MCP, deps, quality |
| /ops-issues | Track bugs, tech debt, and quality problems |
| /ops-release | Version bump + changelog + git tagging |
| /ops-runbook | Step-by-step guided operational procedures |
32 MCP tools for persistent data across sessions. 3 MCP resources for quick access to projects, health, and issues.
Install
Step 1 — Add the marketplace (once per machine):
/plugin marketplace add twofoldtech-dakota/plugin-ops
Step 2 — Install the plugin:
/plugin install plugin-ops@twofoldtech-dakota-plugin-ops
Quick Start
# Register your plugin project
/ops init
# Run a health scan
/ops-health scan
# View the dashboard
/ops status
# Triage issues from the scan
/ops-issues triage
# Prepare a release
/ops-release prepare
# Run a full maintenance runbook
/ops-runbook run full-health
Ecosystem
plugin-ops is part of a compound startup toolkit:
| Plugin | Phase | What It Does | |--------|-------|-------------| | plugin-architect | Design & Build | Design plugin architecture, generate scaffolding | | plugin-gtm | Launch & Market | Product analysis, GTM plans, launch content | | plugin-ops | Maintain & Operate | Health scans, issues, releases, runbooks |
MCP Tools
Project (6)
ops_project_create · ops_project_get · ops_project_list · ops_project_update · ops_project_delete · ops_project_detect
Health (4)
ops_health_create · ops_health_get · ops_health_list · ops_health_latest
Issues (7)
ops_issue_create · ops_issue_get · ops_issue_list · ops_issue_update · ops_issue_close · ops_issue_delete · ops_issue_stats
Releases (5)
ops_release_create · ops_release_get · ops_release_list · ops_release_latest · ops_release_update
Export (3)
ops_health_export · ops_health_diff · ops_release_export
Templates (2)
ops_template_list · ops_template_get
Runbooks (5)
ops_runbook_start · ops_runbook_get · ops_runbook_list · ops_runbook_step · ops_runbook_complete
Development
npm install
npm run build # Build with tsup
npm run dev # Watch mode
npm run typecheck # Type check
Requires Node.js 22+ (uses native node:sqlite).
Contract & API
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
MCP: verified
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/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
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": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/twofoldtech-dakota/plugin-ops#input",
"outputSchemaRef": "https://github.com/twofoldtech-dakota/plugin-ops#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:45:49.533Z",
"sourceUpdatedAt": "2026-02-24T19:45:49.533Z",
"freshnessSeconds": 4434814
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T03:39:24.231Z"
}
},
"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": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:49.533Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:49.533Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/twofoldtech-dakota/plugin-ops#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:49.533Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Twofoldtech Dakota",
"href": "https://github.com/twofoldtech-dakota/plugin-ops",
"sourceUrl": "https://github.com/twofoldtech-dakota/plugin-ops",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-twofoldtech-dakota-plugin-ops/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
}
]