--- title: "agno vs mcp" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/agno-agi-agno-vs-awslabs-mcp" tools: ["agno-agi-agno", "awslabs-mcp"] --- # agno vs mcp *GraphCanon updated Jul 11, 2026* ## Verdict Pick agno when tags unique to agno: agents, python, developer-tools, ai-agents; pick mcp when tags unique to mcp: mcp-server, mcp-clients, mcp-host, mcp-tools. [agno](https://docs.agno.com) reports 41k GitHub stars, 5.6k forks, and 1.0k open issues, last pushed Jul 11, 2026. [mcp](https://awslabs.github.io/mcp/) has 9.4k stars, 1.6k forks, and 831 open issues, last pushed Jul 11, 2026. Figures are from public GitHub metadata via [agno's repository](https://github.com/agno-agi/agno) and [mcp's repository](https://github.com/awslabs/mcp). | | [agno](/tools/agno-agi-agno.md) | [mcp](/tools/awslabs-mcp.md) | | --- | --- | --- | | Tagline | Build, run, and manage your own agent platform. | Open source MCP Servers for AWS | | Stars | 41,090 | 9,422 | | Forks | 5,627 | 1,635 | | Open issues | 1,009 | 831 | | 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 | Apache-2.0 | | Categories | AI Agents, Developer Tools | Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agno](/tools/agno-agi-agno.md) | [mcp](/tools/awslabs-mcp.md) | | --- | --- | --- | | Open issues (now) | 1.0k | 831 | | Security scan | No lockfile | No MCP manifest | | Full report | [trust report](/tools/agno-agi-agno/trust.md) | [trust report](/tools/awslabs-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… - Tags unique to agno: agents, python, developer-tools, ai-agents. - 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 mcp if… - Tags unique to mcp: mcp-server, mcp-clients, mcp-host, mcp-tools. - More recently updated (last pushed Jul 11, 2026). ## 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 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 mcp? agno: Build, run, and manage your own agent platform.. mcp: Open source MCP Servers for AWS. See the comparison table for live GitHub stats and shared categories. ### When should I choose agno over mcp? Choose agno over mcp when Tags unique to agno: agents, python, developer-tools, ai-agents; 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 mcp over agno? Choose mcp over agno when Tags unique to mcp: mcp-server, mcp-clients, mcp-host, mcp-tools; More recently updated (last pushed Jul 11, 2026). ### 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 mcp? Developer Tools: A gateway is overkill when you're pinned to a single provider and model. ### Is agno or mcp more popular on GitHub? agno has more GitHub stars (41,090 vs 9,422). Stars measure visibility, not whether either tool fits your constraints. ### Are agno and mcp open source? Yes - both are open-source projects on GitHub (agno: Apache-2.0, mcp: Apache-2.0). ### Where can I find alternatives to agno or mcp? GraphCanon lists graph-backed alternatives at [agno alternatives](/tools/agno-agi-agno/alternatives) and [mcp alternatives](/tools/awslabs-mcp/alternatives) ([agno markdown twin](/tools/agno-agi-agno/alternatives.md), [mcp markdown twin](/tools/awslabs-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-awslabs-mcp.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, agno or mcp? agno: Very active. mcp: Very active. 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 mcp? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agno trust report](/tools/agno-agi-agno/trust); [mcp trust report](/tools/awslabs-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/_