Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
AI MCP Task Manager ๐ง Cerebro Team-based task management with MCP integration โ connect your Claude AI to track and manage tasks across your organization. Cerebro is a production-ready task management server that exposes a standardized $1 interface. Teams can connect their Claude AI instances to track tasks across projects, with support for multiple users and role-based access. Includes a modern admin dashboard for oversight. **Use cas Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Freshness
Last checked 2/25/2026
Best For
cerebro 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
AI MCP Task Manager ๐ง Cerebro Team-based task management with MCP integration โ connect your Claude AI to track and manage tasks across your organization. Cerebro is a production-ready task management server that exposes a standardized $1 interface. Teams can connect their Claude AI instances to track tasks across projects, with support for multiple users and role-based access. Includes a modern admin dashboard for oversight. **Use cas
Public facts
5
Change events
1
Artifacts
0
Freshness
Feb 25, 2026
Capability contract not published. No trust telemetry is available yet. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 25, 2026
Vendor
Frostist
Artifacts
0
Benchmarks
0
Last release
1.1.0
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. 1 GitHub stars reported by the source. Last updated 2/25/2026.
Setup snapshot
git clone https://github.com/Frostist/Cerebro.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
Frostist
Protocol compatibility
MCP
Adoption signal
1 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
text
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โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโ
โโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโ โโโ โโโ โโโโโโโ
MCP Task Manager โ Connect your team's AI'sbash
# Install dependencies bun install # Set up environment cp .env.example .env # Edit .env with your database credentials # Start the server bun start # or bun run dev
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
AI MCP Task Manager ๐ง Cerebro Team-based task management with MCP integration โ connect your Claude AI to track and manage tasks across your organization. Cerebro is a production-ready task management server that exposes a standardized $1 interface. Teams can connect their Claude AI instances to track tasks across projects, with support for multiple users and role-based access. Includes a modern admin dashboard for oversight. **Use cas
โโโโโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโ โโโโโโโ โโโโโโโ
โโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโโ
โโโ โโโโโโ โโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโ
โโโ โโโโโโ โโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโ โโโ
โโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโ
โโโโโโโโโโโโโโโโโโ โโโโโโโโโโโโโโโโโโ โโโ โโโ โโโโโโโ
MCP Task Manager โ Connect your team's AI's
Team-based task management with MCP integration โ connect your Claude AI to track and manage tasks across your organization.
Cerebro is a production-ready task management server that exposes a standardized Model Context Protocol (MCP) interface. Teams can connect their Claude AI instances to track tasks across projects, with support for multiple users and role-based access. Includes a modern admin dashboard for oversight.
Use cases: Track tasks across a company or project team, give each team member's AI assistant access to shared task data, manage cross-user workflows.

Cerebro is a task management server that exposes a standardized MCP interface, allowing AI agents to create, track, and manage tasks through a clean REST API. It includes a modern admin dashboard for manual oversight.
Cerebro is very easy to deploy to Railway and will cost less than $5/month to run. Simply connect this repo and Railway will handle the rest.
Note: You need a dedicated public URL for the MCP OAuth flow to work. You cannot test it locally with Claude without running Claude in developer/MCP dev mode.
You can also easily deploy with Railway templates with this button below:
# Install dependencies
bun install
# Set up environment
cp .env.example .env
# Edit .env with your database credentials
# Start the server
bun start
# or
bun run dev
The server runs on http://localhost:3000 by default.
Cerebro exposes a full set of MCP tools that any connected AI agent (e.g. Claude) can call. Below is a reference of every tool, prompt, and resource available.
The recommended order of operations for an AI agent:
users_list to discover available team members.projects_list (or projects_create) to find or create a project.projects_assign_member.tasks_create โ assign immediately or later with tasks_assign.tasks_set_status.tasks_add_comment to log notes without changing status.tasks_set_dependencies to declare blocking relationships.dashboard_get for a high-level health check at any time.| Tool | Description |
|------|-------------|
| info | Returns server metadata and caller identity. Call this first to orient the agent. |
| dashboard_get | Summary counts โ tasks by status, projects, users, overdue, and due-soon items. |
| Tool | Description |
|------|-------------|
| projects_create | Create a new project. Params: name, description?. |
| projects_list | List all projects the caller belongs to, with member counts. |
| projects_get | Get a single project with its full member list and all tasks. Params: project_id. |
| projects_assign_member | Add a confirmed user to a project. Params: project_id, user_id, role? (owner | member). |
| projects_remove_member | Remove a user from a project. Params: project_id, user_id. |
| projects_delete | Permanently delete a project and all its tasks. Destructive. Params: project_id. |
| Tool | Description |
|------|-------------|
| tasks_create | Create a task. Params: project_id, title, description?, priority? (low | medium | high | urgent), assigned_to?, due_date? (ISO 8601). |
| tasks_list | List tasks with optional filters: project_id?, status?, assigned_to?. |
| tasks_get | Get a single task with its comments, blocks[], and blockedBy[]. Params: task_id. |
| tasks_update | Update a task's title, description, priority, or due_date. Params: task_id. |
| tasks_set_status | Change task status: pending | in_progress | completed | cancelled. Params: task_id, status. |
| tasks_assign | Bulk-assign tasks to a project member (or null to unassign). Params: task_ids[], user_id. |
| tasks_delete | Permanently delete a task. Destructive. Params: task_id. |
| tasks_add_comment | Append a timestamped comment to a task without changing its status. Params: task_id, content. |
| tasks_set_dependencies | Declare which tasks this task blocks. Full replace โ pass the complete list each time, or [] to clear. Params: task_id, blocks_task_ids[]. |
| Tool | Description |
|------|-------------|
| users_list | List all confirmed, active users (id, name, username, role). Always call before assigning tasks. |
| users_get | Get a single user profile. Params: user_id. |
Note: AI agents cannot create or modify users. User management is handled by humans through the Admin UI.
Prompts are pre-built templates the AI can invoke for common workflows:
| Prompt | Description | Params |
|--------|-------------|--------|
| daily_standup | Generates a standup summary โ in-progress tasks, overdue items, and upcoming deadlines. | user_id? |
| project_brief | Structured brief for a project: goals, team, status breakdown, blockers, and next actions. | project_id |
| assign_unassigned_tasks | Suggests assignees for unassigned tasks based on team members and offers to execute the assignments. | project_id |
tasks_assign accepts an array of task_ids โ you can bulk-assign in one call.tasks_set_dependencies is a full replace โ pass the complete desired list each time.MIT
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-frostist-cerebro/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/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-frostist-cerebro/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T05:51:35.251Z"
}
},
"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": "Frostist",
"href": "https://github.com/Frostist/Cerebro",
"sourceUrl": "https://github.com/Frostist/Cerebro",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:05:12.826Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-02-25T03:05:12.826Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "1 GitHub stars",
"href": "https://github.com/Frostist/Cerebro",
"sourceUrl": "https://github.com/Frostist/Cerebro",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-25T03:05:12.826Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-frostist-cerebro/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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