Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
OpenClaw agent: alice-agi Alice AGI <img src="https://cloud.overment.com/2024-12-02/alice_agi-dc8ca6a3-1.png" style="border-radius: 10px; border: 1px solid #888" width="150"> Alice AGI is an application that uses LLM (GPT-4o) to perform actions based on user queries, while using available tools and long-term memory. **⚠️ Important Notice** This is a personal project shared ONLY to demonstrate ideas and concepts. It is not intended to be an op Published capability contract available. No trust telemetry is available yet. 203 GitHub stars reported by the source. 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
alice-agi 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: alice-agi Alice AGI <img src="https://cloud.overment.com/2024-12-02/alice_agi-dc8ca6a3-1.png" style="border-radius: 10px; border: 1px solid #888" width="150"> Alice AGI is an application that uses LLM (GPT-4o) to perform actions based on user queries, while using available tools and long-term memory. **⚠️ Important Notice** This is a personal project shared ONLY to demonstrate ideas and concepts. It is not intended to be an op
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 203 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Iceener
Artifacts
0
Benchmarks
0
Last release
Unpublished
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. 203 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/iceener/ai.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
Iceener
Protocol compatibility
MCP
Auth modes
mcp, api_key, oauth
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
203 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
6
Snippets
0
Languages
typescript
bash
bun generate bun migrate bun seed
typescript
// Example from src/config/mcp-servers.config.ts
{
id: "a1b2c3d4-e5f6-7890-1234-567890abcdef", // This ID is typically a unique UUID
name: "Filesystem MCP",
transport_type: 'stdio',
command: "npx", // or "bunx", "pnpx", etc.
args: [
"-y", // flag to auto-confirm installation if the package isn't present
"@modelcontextprotocol/server-filesystem",
"/path/to/your/target/directory" // e.g., "/Users/username/Documents" or "C:\Users\username\Files"
],
// env: {
// // Example: If npx or the mcp server script requires specific PATH setup
// // "PATH": `/custom/path/to/node/bin:${process.env.PATH || ''}`
// },
enabled: true,
description: "Filesystem MCP server for accessing local files in a specified directory."
}env
# Linear (linear.app/settings/api) LINEAR_API_KEY= LINEAR_TEAM_ID= LINEAR_DEFAULT_ASSIGNEE_ID=
env
# Google Calendar - Create OAuth2 app (console.cloud.google.com/apis/credentials) # Enable Calendar API and configure OAuth consent screen GOOGLE_CLIENT_ID= GOOGLE_CLIENT_SECRET= GOOGLE_REDIRECT_URI= # Auth: /api/auth/google
env
# Spotify - Create OAuth2 app (developer.spotify.com/dashboard) # Add redirect URI and configure app settings SPOTIFY_CLIENT_ID= SPOTIFY_CLIENT_SECRET= # Auth: /api/spotify/authorize
env
# ElevenLabs (elevenlabs.io/settings/keys) ELEVENLABS_API_KEY= # Resend (resend.com/api-keys) RESEND_API_KEY=
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
OpenClaw agent: alice-agi Alice AGI <img src="https://cloud.overment.com/2024-12-02/alice_agi-dc8ca6a3-1.png" style="border-radius: 10px; border: 1px solid #888" width="150"> Alice AGI is an application that uses LLM (GPT-4o) to perform actions based on user queries, while using available tools and long-term memory. **⚠️ Important Notice** This is a personal project shared ONLY to demonstrate ideas and concepts. It is not intended to be an op
Alice AGI is an application that uses LLM (GPT-4o) to perform actions based on user queries, while using available tools and long-term memory.
⚠️ Important Notice
This is a personal project shared ONLY to demonstrate ideas and concepts. It is not intended to be an open-source assistant for active development or contributions. While discussions and idea exchanges are welcome in the Issues section, please note that this repository is for personal use. Feel free to explore and draw inspiration or create a fork, but active development will remain personal.
bun install.env file based on .env.example and set your own values, especially OPENAI_API_KEY (Anthropic's Claude isn't fully supported yet)bun run dev — but before that, you need to run database migrations and seeds. Also, you need to set up the tools you want to use.Alice AGI uses SQLite as a database with DrizzleORM. To create the database and run migrations, you can use the following commands:
bun generate
bun migrate
bun seed
You can check the database schema in src/database/seed.ts file to see what data is seeded.
Then you can start the application using bun run dev.
These are the services that are required to be set up before running the application:
OPENAI_API_KEY in .env file.ANTHROPIC_API_KEY in .env file.LANGFUSE_API_KEY in .env file.ALGOLIA_APP_ID, ALGOLIA_API_KEY and ALGOLIA_INDEX_NAME in .env file.QDRANT_INDEX, QDRANT_URL and QDRANT_API_KEY in .env file.Note: You may not be able to run this app with new OpenAI/Anthropic accounts due to rate limits.
By default, several tools are already set up in the seed.ts and tools.config.ts files. You can use them as examples and blueprints for creating your own tools or customizing existing ones to suit your needs.
You can remove all "native" tools defined in /src/database/seed.ts and instead rely on MCP Servers, which you can add in src/config/mcp-servers.config.ts. If you prefer, you may include both, as the list of tools is merged and the entire flow remains the same.
Here's an example of how you might configure an MCP server in src/config/mcp-servers.config.ts. Note that specific paths or environment variables (like PATH for npx if not globally available) might need adjustment for your own setup:
// Example from src/config/mcp-servers.config.ts
{
id: "a1b2c3d4-e5f6-7890-1234-567890abcdef", // This ID is typically a unique UUID
name: "Filesystem MCP",
transport_type: 'stdio',
command: "npx", // or "bunx", "pnpx", etc.
args: [
"-y", // flag to auto-confirm installation if the package isn't present
"@modelcontextprotocol/server-filesystem",
"/path/to/your/target/directory" // e.g., "/Users/username/Documents" or "C:\Users\username\Files"
],
// env: {
// // Example: If npx or the mcp server script requires specific PATH setup
// // "PATH": `/custom/path/to/node/bin:${process.env.PATH || ''}`
// },
enabled: true,
description: "Filesystem MCP server for accessing local files in a specified directory."
}
As you can see in the seed file, there is a need to set up stages UUIDs and projects UUIDs.
After setting env variables, you can get them by accessing /api/tools/linear/states and /api/tools/linear/projects endpoints and pasting them manually into the seed file or directly into the database.
# Linear (linear.app/settings/api)
LINEAR_API_KEY=
LINEAR_TEAM_ID=
LINEAR_DEFAULT_ASSIGNEE_ID=
# Google Calendar - Create OAuth2 app (console.cloud.google.com/apis/credentials)
# Enable Calendar API and configure OAuth consent screen
GOOGLE_CLIENT_ID=
GOOGLE_CLIENT_SECRET=
GOOGLE_REDIRECT_URI= # Auth: /api/auth/google
# Spotify - Create OAuth2 app (developer.spotify.com/dashboard)
# Add redirect URI and configure app settings
SPOTIFY_CLIENT_ID=
SPOTIFY_CLIENT_SECRET= # Auth: /api/spotify/authorize
# ElevenLabs (elevenlabs.io/settings/keys)
ELEVENLABS_API_KEY=
# Resend (resend.com/api-keys)
RESEND_API_KEY=
# Firecrawl (firecrawl.dev)
FIRECRAWL_API_KEY=
# Google Maps (console.cloud.google.com/apis/credentials)
GOOGLE_MAPS_API_KEY=
# Local file system - no configuration needed
# Files are stored in ./storage directory
# CoinGecko API - no key needed for basic usage
# Uses public API endpoints
Additional tools can be added by creating a new tool in the src/services/tools folder and adding it to the src/config/tools.config.ts file. To complete the setup, describe how to use the tool following the pattern of existing tools within the seed file at src/database/seed.ts.
The idea of Alice AGI aims for simplicity - creating a system that executes tasks based on natural language commands. While not omnipotent, it leverages existing apps, services, and devices the user regularly interacts with. The system performs actions by combining available capabilities with its long-term memory of user preferences and patterns.
Currently, it supports these tools and actions:
<img src="https://cloud.overment.com/2024-12-02/agi-tools-d65dee6e-7.png" width="600" style="border-radius: 6px; border: 1px solid #888; margin: 20px 0">During the chat, the Large Language Model (LLM) determines which tools to use and how.
The main logic has two modes: fast-track and thinking. If the query is classified as a fast-track query, the system will rely solely on LLM's knowledge and skills to answer. Otherwise, it will go through the thinking phase that involves planning tasks and actions.
<img src="https://cloud.overment.com/2024-12-03/logic-005813bd-9.png" width="600" style="border-radius: 6px; border: 1px solid #888; margin: 20px 0">Alice AGI is available at http://localhost:8080. The main endpoint is /api/agi/chat, which is compatible with OpenAI's chat completions API. Personally I use:
This repo is mainly for my personal use, but feel free to explore the code, get inspired by the concepts, and adapt them for your projects. Just don't copy the entire project with its original name—I want to avoid any confusion.
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-iceener-ai/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-iceener-ai/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-iceener-ai/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/iceener/ai#input",
"outputSchemaRef": "https://github.com/iceener/ai#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:44:33.353Z",
"sourceUpdatedAt": "2026-02-24T19:44:33.353Z",
"freshnessSeconds": 4428818
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-iceener-ai/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-iceener-ai/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-iceener-ai/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-iceener-ai/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-iceener-ai/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-iceener-ai/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T01:58:12.291Z"
}
},
"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-iceener-ai/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-iceener-ai/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:33.353Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key, oauth",
"href": "https://xpersona.co/api/v1/agents/mcp-iceener-ai/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-iceener-ai/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:33.353Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/iceener/ai#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-iceener-ai/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:44:33.353Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Iceener",
"href": "https://github.com/iceener/ai",
"sourceUrl": "https://github.com/iceener/ai",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "203 GitHub stars",
"href": "https://github.com/iceener/ai",
"sourceUrl": "https://github.com/iceener/ai",
"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-iceener-ai/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-iceener-ai/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 alice-agi and adjacent AI workflows.