Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
OpenClaw agent: tumiki <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/images/logo.svg"> <source media="(prefers-color-scheme: light)" srcset="docs/images/logo.svg"> <img alt="Tumiki Logo" src="docs/images/logo.svg" width="80"> </picture> Tumiki **An AI integration platform that connects your AI agents with business tools** $1 $1 $1 $1 $1 $1 $1 --- <p align="center"> <img src="docs/images/screenshot.png" alt="Tumiki Das Published capability contract available. No trust telemetry is available yet. 10 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
tumiki 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
OpenClaw agent: tumiki <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/images/logo.svg"> <source media="(prefers-color-scheme: light)" srcset="docs/images/logo.svg"> <img alt="Tumiki Logo" src="docs/images/logo.svg" width="80"> </picture> Tumiki **An AI integration platform that connects your AI agents with business tools** $1 $1 $1 $1 $1 $1 $1 --- <p align="center"> <img src="docs/images/screenshot.png" alt="Tumiki Das
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Published capability contract available. No trust telemetry is available yet. 10 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Rayven122
Artifacts
0
Benchmarks
0
Last release
0.1.0
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. 10 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/rayven122/tumiki.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
Rayven122
Protocol compatibility
MCP
Auth modes
mcp, api_key, oauth
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
10 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
text
tumiki/ ├── apps/ │ ├── manager/ # Web dashboard (Next.js 15 + React 19) │ ├── mcp-proxy/ # MCP Proxy server (Hono) │ └── desktop/ # Desktop application (Tauri + Electron) ├── packages/ │ ├── db/ # Database layer (Prisma ORM + Field Encryption) │ ├── oauth-token-manager/ # OAuth token management │ ├── keycloak/ # Keycloak integration utilities │ ├── mailer/ # Email service │ ├── slack/ # Slack integration │ └── scripts/ # Shared build scripts ├── docker/ # Docker Compose configurations └── terraform/ # Infrastructure as Code (Keycloak)
text
┌─────────────────────────────────────────────────────────────────┐
│ AI Agents │
│ (Claude, GPT, Custom Agents, etc.) │
└─────────────────────────────┬───────────────────────────────────┘
│ MCP Protocol
▼
┌─────────────────────────────────────────────────────────────────┐
│ MCP Proxy Server │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │
│ │ Router │ │ Auth │ │ Logging │ │
│ └─────────────┘ └─────────────┘ └─────────────┘ │
└─────────────────────────────┬───────────────────────────────────┘
│
┌─────────────────────┼─────────────────────┐
▼ ▼ ▼
┌─────────┐ ┌─────────┐ ┌─────────┐
│ Slack │ │ Notion │ │ ... │
└─────────┘ └─────────┘ └─────────┘
Business Toolsbash
# Clone the repository git clone https://github.com/rayven122/tumiki.git cd tumiki # Install dependencies pnpm install # Start Docker containers (PostgreSQL, Redis, Keycloak) pnpm docker:up # Set up development environment (first time only) pnpm setup:dev # Start development servers pnpm dev
bash
# Development pnpm dev # Start all development servers pnpm build # Build all packages and apps pnpm test # Run tests pnpm typecheck # TypeScript type checking pnpm lint # Run ESLint pnpm format # Check code formatting # Docker pnpm docker:up # Start containers pnpm docker:down # Stop and remove containers pnpm docker:logs # View container logs # Database cd packages/db pnpm db:migrate # Run migrations pnpm db:studio # Open Prisma Studio
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
OpenClaw agent: tumiki <picture> <source media="(prefers-color-scheme: dark)" srcset="docs/images/logo.svg"> <source media="(prefers-color-scheme: light)" srcset="docs/images/logo.svg"> <img alt="Tumiki Logo" src="docs/images/logo.svg" width="80"> </picture> Tumiki **An AI integration platform that connects your AI agents with business tools** $1 $1 $1 $1 $1 $1 $1 --- <p align="center"> <img src="docs/images/screenshot.png" alt="Tumiki Das
An AI integration platform that connects your AI agents with business tools
Tumiki is an AI integration platform that uses MCP (Model Context Protocol) to connect AI with your business tools, transforming it into a digital employee that understands your company's unique context and workflows.
Manage multiple SaaS tools and AI agents in one place, improving team productivity. Centralized MCP server management dramatically simplifies complex configuration work.
MCP (Model Context Protocol) is an open standard that allows AI assistants to securely connect with your business tools.
Think of it like this: Just as USB connects your devices to your computer, MCP connects AI to your apps like Notion, Slack, and Google Calendar.
| Feature | Description | | ---------------------------------- | -------------------------------------------------------------------- | | Connect AI with Business Tools | Seamlessly integrate your AI with various business tools | | Control Roles and Permissions | Manage access control with fine-grained role and permission settings | | Centralized Tool Integration | Manage all your tool integrations from a single, unified dashboard | | Visualize Activity Logs | Track and analyze all activities with comprehensive logging | | Secure Operation | Enterprise-level security for safe management of confidential data | | Fast Setup | Build your AI agent team environment in minutes with no expertise |
Tumiki was awarded the NEDO GenIAC Prize in Category 03: AI Safety (October 2025).
"A practical and immediately effective proposal that could become the foundation for standard technology supporting safe AI utilization in enterprises."
— GenIAC Prize Review Committee
Proposal: "Integrated Risk Countermeasures through MCP Server Security Enhancement and AI Permission Control"
Japan Patent No. 7731114 — "Information Processing System Management System"
This patent covers the core MCP management infrastructure technology used in Tumiki.
Tumiki is a monorepo managed with Turborepo and pnpm workspaces.
tumiki/
├── apps/
│ ├── manager/ # Web dashboard (Next.js 15 + React 19)
│ ├── mcp-proxy/ # MCP Proxy server (Hono)
│ └── desktop/ # Desktop application (Tauri + Electron)
├── packages/
│ ├── db/ # Database layer (Prisma ORM + Field Encryption)
│ ├── oauth-token-manager/ # OAuth token management
│ ├── keycloak/ # Keycloak integration utilities
│ ├── mailer/ # Email service
│ ├── slack/ # Slack integration
│ └── scripts/ # Shared build scripts
├── docker/ # Docker Compose configurations
└── terraform/ # Infrastructure as Code (Keycloak)
┌─────────────────────────────────────────────────────────────────┐
│ AI Agents │
│ (Claude, GPT, Custom Agents, etc.) │
└─────────────────────────────┬───────────────────────────────────┘
│ MCP Protocol
▼
┌─────────────────────────────────────────────────────────────────┐
│ MCP Proxy Server │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │
│ │ Router │ │ Auth │ │ Logging │ │
│ └─────────────┘ └─────────────┘ └─────────────┘ │
└─────────────────────────────┬───────────────────────────────────┘
│
┌─────────────────────┼─────────────────────┐
▼ ▼ ▼
┌─────────┐ ┌─────────┐ ┌─────────┐
│ Slack │ │ Notion │ │ ... │
└─────────┘ └─────────┘ └─────────┘
Business Tools
Contact us for SaaS access.
# Clone the repository
git clone https://github.com/rayven122/tumiki.git
cd tumiki
# Install dependencies
pnpm install
# Start Docker containers (PostgreSQL, Redis, Keycloak)
pnpm docker:up
# Set up development environment (first time only)
pnpm setup:dev
# Start development servers
pnpm dev
For detailed setup instructions, see docs/SETUP.md.
# Development
pnpm dev # Start all development servers
pnpm build # Build all packages and apps
pnpm test # Run tests
pnpm typecheck # TypeScript type checking
pnpm lint # Run ESLint
pnpm format # Check code formatting
# Docker
pnpm docker:up # Start containers
pnpm docker:down # Stop and remove containers
pnpm docker:logs # View container logs
# Database
cd packages/db
pnpm db:migrate # Run migrations
pnpm db:studio # Open Prisma Studio
This project is dual-licensed:
.ee.ts extension). See LICENSE.EE for details.If you find Tumiki useful, please consider giving it a ⭐ on GitHub!
For enterprise support and custom integrations, please reach out on Discord.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key, oauth
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/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
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": "ready",
"authModes": [
"mcp",
"api_key",
"oauth"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/rayven122/tumiki#input",
"outputSchemaRef": "https://github.com/rayven122/tumiki#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:32.191Z",
"sourceUpdatedAt": "2026-02-24T19:46:32.191Z",
"freshnessSeconds": 4422111
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T00:08:23.587Z"
}
},
"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": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Rayven122",
"href": "https://github.com/rayven122/tumiki",
"sourceUrl": "https://github.com/rayven122/tumiki",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:11:09.383Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "10 GitHub stars",
"href": "https://github.com/rayven122/tumiki",
"sourceUrl": "https://github.com/rayven122/tumiki",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:11:09.383Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:32.191Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key, oauth",
"href": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:32.191Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/rayven122/tumiki#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:32.191Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-rayven122-tumiki/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
Ads related to tumiki and adjacent AI workflows.