--- title: "agno vs MiniMax-MCP" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/agno-agi-agno-vs-minimax-ai-minimax-mcp" tools: ["agno-agi-agno", "minimax-ai-minimax-mcp"] --- # agno vs MiniMax-MCP *GraphCanon updated Jul 11, 2026* ## Verdict Pick agno when license: agno is Apache-2.0, MiniMax-MCP is MIT; pick MiniMax-MCP when license: MiniMax-MCP is MIT, agno is Apache-2.0. [agno](https://docs.agno.com) reports 41k GitHub stars, 5.6k forks, and 1.0k open issues, last pushed Jul 11, 2026. [MiniMax-MCP](https://www.minimax.io/platform) has 1.5k stars, 272 forks, and 35 open issues, last pushed May 21, 2026. Figures are from public GitHub metadata via [agno's repository](https://github.com/agno-agi/agno) and [MiniMax-MCP's repository](https://github.com/MiniMax-AI/MiniMax-MCP). | | [agno](/tools/agno-agi-agno.md) | [MiniMax-MCP](/tools/minimax-ai-minimax-mcp.md) | | --- | --- | --- | | Tagline | Build, run, and manage your own agent platform. | Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs. | | Stars | 41,090 | 1,527 | | Forks | 5,627 | 272 | | Open issues | 1,009 | 35 | | Language | Python | Python | | Adopt for | Use agno for a high level of control over your AI agent platform, including 50+ production API endpoints and support for 100+ integrations. Ideal if you need to customize data ownership and permissions. | - | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | MIT | | Categories | AI Agents, Developer Tools | Computer Vision, Developer Tools, Speech & Audio | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agno](/tools/agno-agi-agno.md) | [MiniMax-MCP](/tools/minimax-ai-minimax-mcp.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Steady (60%) | | Days since push | 0d | 51d | | Open issues (now) | 1.0k | 35 | | Security scan | No lockfile | 2 low (2 low) | | Full report | [trust report](/tools/agno-agi-agno/trust.md) | [trust report](/tools/minimax-ai-minimax-mcp/trust.md) | ## Decision facts: agno - **Adopt for:** Use agno for a high level of control over your AI agent platform, including 50+ production API endpoints and support for 100+ integrations. Ideal if you need to customize data ownership and permissions. ## Choose when ### Choose agno if… - License: agno is Apache-2.0, MiniMax-MCP is MIT. - Tags unique to agno: agents, ai-agents, developer-tools, python. - Also covers AI Agents. - Use agno for a high level of control over your AI agent platform, including 50+ production API endpoints and support for 100+ integrations. Ideal if you need to customize data ownership and permissions. ### Choose MiniMax-MCP if… - License: MiniMax-MCP is MIT, agno is Apache-2.0. - Tags unique to MiniMax-MCP: image-generation, image-to-video, mcp, mcp-server. - Also covers Computer Vision, Speech & Audio. ## When NOT to use agno - AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## When NOT to use MiniMax-MCP - Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ## Common questions ### What is the difference between agno and MiniMax-MCP? agno: Build, run, and manage your own agent platform.. MiniMax-MCP: Official MiniMax Model Context Protocol (MCP) server that enables interaction with powerful Text to Speech, image generation and video generation APIs.. See the comparison table for live GitHub stats and shared categories. ### When should I choose agno over MiniMax-MCP? Choose agno over MiniMax-MCP when License: agno is Apache-2.0, MiniMax-MCP is MIT; Tags unique to agno: agents, ai-agents, developer-tools, python; Also covers AI Agents; Use agno for a high level of control over your AI agent platform, including 50+ production API endpoints and support for 100+ integrations. Ideal if you need to customize data ownership and permissions. ### When should I choose MiniMax-MCP over agno? Choose MiniMax-MCP over agno when License: MiniMax-MCP is MIT, agno is Apache-2.0; Tags unique to MiniMax-MCP: image-generation, image-to-video, mcp, mcp-server; Also covers Computer Vision, Speech & Audio. ### When should I avoid agno? AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### When should I avoid MiniMax-MCP? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is agno or MiniMax-MCP more popular on GitHub? agno has more GitHub stars (41,090 vs 1,527). Stars measure visibility, not whether either tool fits your constraints. ### Are agno and MiniMax-MCP open source? Yes - both are open-source projects on GitHub (agno: Apache-2.0, MiniMax-MCP: MIT). ### Where can I find alternatives to agno or MiniMax-MCP? GraphCanon lists graph-backed alternatives at [agno alternatives](/tools/agno-agi-agno/alternatives) and [MiniMax-MCP alternatives](/tools/minimax-ai-minimax-mcp/alternatives) ([agno markdown twin](/tools/agno-agi-agno/alternatives.md), [MiniMax-MCP markdown twin](/tools/minimax-ai-minimax-mcp/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/agno-agi-agno-vs-minimax-ai-minimax-mcp.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, agno or MiniMax-MCP? agno: Very active. MiniMax-MCP: Steady. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for agno and MiniMax-MCP? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agno trust report](/tools/agno-agi-agno/trust); [MiniMax-MCP trust report](/tools/minimax-ai-minimax-mcp/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=agno-agi-agno`](/api/graphcanon/graph?tool=agno-agi-agno) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_