mission-control

Open-source dashboard for managing AI agent fleets at scale — provides agent lifecycle management, task orchestration via Kanban board, cost monitoring, GitHub Issues sync, webhook integrations, and real-time activity monitoring.

Evaluated Mar 08, 2026 (0d ago) vlatest
Homepage ↗ Repo ↗ Monitoring ai-agents orchestration dashboard nextjs typescript sqlite kanban webhooks github-sync
⚙ Agent Friendliness
44
/ 100
Can an agent use this?
🔒 Security
68
/ 100
Is it safe for agents?
⚡ Reliability
26
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
0
Documentation
80
Error Messages
75
Auth Simplicity
55
Rate Limits
25

🔒 Security

TLS Enforcement
60
Auth Strength
75
Scope Granularity
70
Dep. Hygiene
65
Secret Handling
70

RBAC with attribute-based controls. CSRF protection. HMAC-SHA256 webhook signatures. Ed25519 device identity. CSP still has unsafe-inline. Must deploy behind TLS proxy.

⚡ Reliability

Uptime/SLA
0
Version Stability
30
Breaking Changes
25
Error Recovery
50
AF Security Reliability

Best When

You operate multiple AI agents (especially OpenClaw/Claude Code) and need centralized visibility into their status, costs, and task progress.

Avoid When

You run a single AI assistant and don't need fleet-scale management or cost tracking.

Use Cases

  • Manage and monitor fleets of AI coding agents
  • Track AI agent costs and token usage across models
  • Orchestrate multi-agent workflows with task assignment and review gates
  • Sync AI agent tasks with GitHub Issues for team visibility
  • Audit agent sessions and inspect logs

Not For

  • Running AI agents — this is the control plane, not the execution layer
  • Simple single-agent setups that don't need fleet management
  • Production deployments without a TLS reverse proxy

Interface

REST API
Yes
GraphQL
No
gRPC
No
MCP Server
No
SDK
No
Webhooks
Yes

Authentication

Methods: password api_key oauth
OAuth: Yes Scopes: No

Session cookies, API keys, Google OAuth. Role-based access (viewer, operator, admin). Ed25519 device identity for gateway handshake.

Pricing

Model: open_source
Free tier: Yes
Requires CC: No

Fully open source MIT license. Self-hosted only.

Agent Metadata

Idempotent
Unknown
Retry Guidance
Documented

Known Gotchas

  • Alpha software — APIs, schemas, and configs may change between releases
  • Designed for OpenClaw gateway integration primarily
  • Must be deployed behind TLS reverse proxy
  • Not an MCP server — manages agents that may use MCP
  • SQLite backend may limit scaling for very large fleets

Alternatives

Full Evaluation Report

Comprehensive deep-dive: security analysis, reliability audit, agent experience review, cost modeling, competitive positioning, and improvement roadmap for mission-control.

AI-powered analysis · PDF + markdown · Delivered within 30 minutes

$99

Package Brief

Quick verdict, integration guide, cost projections, gotchas with workarounds, and alternatives comparison.

Delivered within 10 minutes

$3

Score Monitoring

Get alerted when this package's AF, security, or reliability scores change significantly. Stay ahead of regressions.

Continuous monitoring

$3/mo

Scores are editorial opinions as of 2026-03-08.

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