Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Advanced Mastra AI coding agent with secure sandbox execution, comprehensive file management, and multi-language support for Python, JavaScript, and TypeScript development workflows Coworker Open-source AI agent built with $1. Acts as an AI team member that handles tasks, answers questions, and manages workflows via chat. Supports OpenAI, Anthropic, Google Gemini, NVIDIA, Groq, Kimi, and any OpenAI-compatible provider. Features - **AI chat assistant** — answer questions, draft content, summarize documents, and brainstorm ideas - **App builder** — Lovable-like builder for creating internal dashbo Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
coworker 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
Advanced Mastra AI coding agent with secure sandbox execution, comprehensive file management, and multi-language support for Python, JavaScript, and TypeScript development workflows Coworker Open-source AI agent built with $1. Acts as an AI team member that handles tasks, answers questions, and manages workflows via chat. Supports OpenAI, Anthropic, Google Gemini, NVIDIA, Groq, Kimi, and any OpenAI-compatible provider. Features - **AI chat assistant** — answer questions, draft content, summarize documents, and brainstorm ideas - **App builder** — Lovable-like builder for creating internal dashbo
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Array Ventures
Artifacts
0
Benchmarks
0
Last release
0.2.0
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. 3 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/Array-Ventures/coworker.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
Array Ventures
Protocol compatibility
MCP
Adoption signal
3 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
4
Snippets
0
Languages
typescript
bash
cp .env.example .env # add your API keys bun install bun run dev # http://localhost:4111
bash
cd app && bun install && bun run dev
bash
docker compose up
text
src/mastra/ agents/ # Agent definitions tools/ # Reusable tools workflows/ # Scheduled tasks gog/ # Google Workspace integration whatsapp/ # WhatsApp bridge mcp/ # MCP server app/ # Electron desktop app
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Advanced Mastra AI coding agent with secure sandbox execution, comprehensive file management, and multi-language support for Python, JavaScript, and TypeScript development workflows Coworker Open-source AI agent built with $1. Acts as an AI team member that handles tasks, answers questions, and manages workflows via chat. Supports OpenAI, Anthropic, Google Gemini, NVIDIA, Groq, Kimi, and any OpenAI-compatible provider. Features - **AI chat assistant** — answer questions, draft content, summarize documents, and brainstorm ideas - **App builder** — Lovable-like builder for creating internal dashbo
Open-source AI agent built with Mastra. Acts as an AI team member that handles tasks, answers questions, and manages workflows via chat. Supports OpenAI, Anthropic, Google Gemini, NVIDIA, Groq, Kimi, and any OpenAI-compatible provider.
One-click deploy of the Coworker server with Inngest, Postgres, Redis, and optional Tailscale private networking. After deploying, set your MODEL and API key (e.g. OPENAI_API_KEY) in the Railway service variables. See .env.example for all supported providers.
Download the desktop app for macOS and point it at your Railway server URL.
cp .env.example .env # add your API keys
bun install
bun run dev # http://localhost:4111
cd app && bun install && bun run dev
The app connects to http://localhost:4111 by default. To connect to a remote server, go to Settings > Advanced and update the Server URL.
docker compose up
Builds are automated via GitHub Actions and pushed to ghcr.io.
The desktop app supports automatic updates via GitHub Releases. When a new release is published, users are notified in Settings > Advanced where they can download and install the update.
src/mastra/
agents/ # Agent definitions
tools/ # Reusable tools
workflows/ # Scheduled tasks
gog/ # Google Workspace integration
whatsapp/ # WhatsApp bridge
mcp/ # MCP server
app/ # Electron desktop app
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-array-ventures-coworker/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/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-array-ventures-coworker/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T01:52:50.967Z"
}
},
"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": "Array Ventures",
"href": "https://github.com/Array-Ventures/coworker",
"sourceUrl": "https://github.com/Array-Ventures/coworker",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:32:03.616Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T02:32:03.616Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "3 GitHub stars",
"href": "https://github.com/Array-Ventures/coworker",
"sourceUrl": "https://github.com/Array-Ventures/coworker",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T02:32:03.616Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-array-ventures-coworker/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
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