Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Powerful, self-extending MCP server for dynamic AI tool orchestration with sandboxed execution, capability-based security, and a built-in dashboard. <div align="center"> <img src="./assets/logo.png" alt="Architect MCP Logo" width="250"/> Architect MCP Server **The AI agent workshop that builds its own tools.** </div> --- ๐ What is Architect? AI agents are incredibly smart, but they hit a wall when they need a tool that doesn't exist yet. **Architect MCP removes that wall.** Instead of giving your AI agent a fixed, rigid toolbox, you give it an entire *workshop*. Capability contract not published. No trust telemetry is available yet. 21 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
architect-mcp-server 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
Powerful, self-extending MCP server for dynamic AI tool orchestration with sandboxed execution, capability-based security, and a built-in dashboard. <div align="center"> <img src="./assets/logo.png" alt="Architect MCP Logo" width="250"/> Architect MCP Server **The AI agent workshop that builds its own tools.** </div> --- ๐ What is Architect? AI agents are incredibly smart, but they hit a wall when they need a tool that doesn't exist yet. **Architect MCP removes that wall.** Instead of giving your AI agent a fixed, rigid toolbox, you give it an entire *workshop*.
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 21 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Ageborn Dev
Artifacts
0
Benchmarks
0
Last release
1.0.0
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. 21 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/ageborn-dev/architect-mcp-server.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
Ageborn Dev
Protocol compatibility
MCP
Adoption signal
21 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
2
Snippets
0
Languages
typescript
bash
npm install npm run build npm start
bash
docker compose up -d
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Powerful, self-extending MCP server for dynamic AI tool orchestration with sandboxed execution, capability-based security, and a built-in dashboard. <div align="center"> <img src="./assets/logo.png" alt="Architect MCP Logo" width="250"/> Architect MCP Server **The AI agent workshop that builds its own tools.** </div> --- ๐ What is Architect? AI agents are incredibly smart, but they hit a wall when they need a tool that doesn't exist yet. **Architect MCP removes that wall.** Instead of giving your AI agent a fixed, rigid toolbox, you give it an entire *workshop*.
The AI agent workshop that builds its own tools.
</div>AI agents are incredibly smart, but they hit a wall when they need a tool that doesn't exist yet. Architect MCP removes that wall.
Instead of giving your AI agent a fixed, rigid toolbox, you give it an entire workshop. If your agent needs to call an unconventional API, parse an obscure file format, or hook into a database, it simply writes a custom tool for it on the fly.
Once approved by you, that tool runs securely in an isolated sandbox. The next time your agent hits the same problem? The customized tool is already there, ready to go.
3001 out of the box). Manage your active tools, watch execution logs unfold in real time, monitor failures, and securely manage secrets.marketplace_browse), install (marketplace_install), and even share your creations (marketplace_publish) using a GitHub token.You can get running in seconds if you have Node.js installed.
npm install
npm run build
npm start
(Pro-tip: For development, use npm run dev to enable auto-restarts.)
Don't want to mess with Node environments? Just spin it up with Docker Compose:
docker compose up -d
Your data and tools remain safe inside persistent Docker volumes, and the dashboard is instantly available at http://localhost:3001.
Built with โค๏ธ and mass amounts of coffee by Ageborn Dev.
Because agents should be builders, not just users.
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-ageborn-dev-architect-mcp-server/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/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-ageborn-dev-architect-mcp-server/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-16T23:54:53.921Z"
}
},
"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": "Ageborn Dev",
"href": "https://github.com/ageborn-dev/architect-mcp-server",
"sourceUrl": "https://github.com/ageborn-dev/architect-mcp-server",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:07:10.952Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:07:10.952Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "21 GitHub stars",
"href": "https://github.com/ageborn-dev/architect-mcp-server",
"sourceUrl": "https://github.com/ageborn-dev/architect-mcp-server",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:07:10.952Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-ageborn-dev-architect-mcp-server/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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