--- title: "mcp-context-forge vs uncloud" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ibm-mcp-context-forge-vs-psviderski-uncloud" tools: ["ibm-mcp-context-forge", "psviderski-uncloud"] --- # mcp-context-forge vs uncloud *GraphCanon updated Sep 20, 2026* ## Verdict Pick mcp-context-forge if mcp-context-forge is an AI gateway and registry for MCP, A2A, REST/gRPC APIs. It offers centralized discovery, guardrails, management, and optimization for agent and tool calling in Python; pick uncloud if uncloud is a Go-based deployment tool that aims to bridge the functionality gap between Docker and Kubernetes with an emphasis on simplicity. [mcp-context-forge](https://ibm.github.io/mcp-context-forge/) reports 4.5k GitHub stars, 877 forks, and 929 open issues, last pushed Sep 19, 2026. [uncloud](https://uncloud.run) has 5.5k stars, 179 forks, and 89 open issues, last pushed Sep 17, 2026. Figures are from public GitHub metadata via [mcp-context-forge's repository](https://github.com/IBM/mcp-context-forge) and [uncloud's repository](https://github.com/psviderski/uncloud). | | [mcp-context-forge](/tools/ibm-mcp-context-forge.md) | [uncloud](/tools/psviderski-uncloud.md) | | --- | --- | --- | | Tagline | AI Gateway and registry for MCP, A2A, REST/gRPC APIs | A lightweight tool for deploying and managing containerised applications across a network of Docker hosts. | | Stars | 4,502 | 5,493 | | Forks | 877 | 179 | | Open issues | 929 | 89 | | Language | Python | Go | | Adopt for | mcp-context-forge is an AI gateway and registry for MCP, A2A, REST/gRPC APIs. It offers centralized discovery, guardrails, management, and optimization for agent and tool calling in Python. | Uncloud is a Go-based deployment tool that aims to bridge the functionality gap between Docker and Kubernetes with an emphasis on simplicity. | | Persona | - | - | | Runtime | - | - | | License | Available under the Apache License 2.0 | Apache-2.0 | | Categories | Developer Tools, Evaluation & Observability, Inference & Serving | Inference & Serving | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [mcp-context-forge](/tools/ibm-mcp-context-forge.md) | [uncloud](/tools/psviderski-uncloud.md) | | --- | --- | --- | | Open issues (now) | 929 | 89 | | Stars delta | +359 (30d) | +52 (30d) | | Open issues delta | -229 (30d) | +3 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/ibm-mcp-context-forge/trust.md) | [trust report](/tools/psviderski-uncloud/trust.md) | ## Decision facts: mcp-context-forge - **Pricing:** freemium - Open-source, free to use for both personal and commercial projects. - **Requirements:** Requires Docker; Supports running with Docker for ease of deployment. - **Adopt for:** mcp-context-forge is an AI gateway and registry for MCP, A2A, REST/gRPC APIs. It offers centralized discovery, guardrails, management, and optimization for agent and tool calling in Python. - **License detail:** Available under the Apache License 2.0 ## Decision facts: uncloud - **Adopt for:** Uncloud is a Go-based deployment tool that aims to bridge the functionality gap between Docker and Kubernetes with an emphasis on simplicity. ## Choose when ### Choose mcp-context-forge if… - mcp-context-forge is primarily Python; uncloud is Go. - Pricing: Open-source, free to use for both personal and commercial projects.. - Requirements: Requires Docker; Supports running with Docker for ease of deployment.. - Tags unique to mcp-context-forge: agents, ai-gateway, authentication-middleware, fastapi. - Also covers Developer Tools, Evaluation & Observability. - When you need to integrate multiple APIs using a unified endpoint with support for MCP, Agent-to-Agent communication, or REST/gRPC services. ### Choose uncloud if… - uncloud is primarily Go; mcp-context-forge is Python. - Tags unique to uncloud: containers, deployment, docker-compose, golang. - When you need a lightweight solution for deploying containerized apps across multiple Docker hosts without the complexity of full Kubernetes. ## When NOT to use mcp-context-forge - When only REST API support is required, without additional functionality such as MCP or A2A services. - For applications that do not benefit from centralized discovery and management features for AI agents, preferring more decentralized approaches to development. - If your project is built in a language other than Python and integration with third-party plugins is unnecessary. ## When NOT to use uncloud - For environments that demand advanced load balancing and auto-scaling features typically found in full-fledged orchestrators like Kubernetes. - In large-scale production setups where the maturity level of a more established tool is preferred to minimize risk. ## Common questions ### What is the difference between mcp-context-forge and uncloud? mcp-context-forge: AI Gateway and registry for MCP, A2A, REST/gRPC APIs. uncloud: A lightweight tool for deploying and managing containerised applications across a network of Docker hosts.. See the comparison table for live GitHub stats and shared categories. ### When should I choose mcp-context-forge over uncloud? Choose mcp-context-forge over uncloud when mcp-context-forge is primarily Python; uncloud is Go; Pricing: Open-source, free to use for both personal and commercial projects.; Requirements: Requires Docker; Supports running with Docker for ease of deployment.; Tags unique to mcp-context-forge: agents, ai-gateway, authentication-middleware, fastapi; Also covers Developer Tools, Evaluation & Observability; When you need to integrate multiple APIs using a unified endpoint with support for MCP, Agent-to-Agent communication, or REST/gRPC services. ### When should I choose uncloud over mcp-context-forge? Choose uncloud over mcp-context-forge when uncloud is primarily Go; mcp-context-forge is Python; Tags unique to uncloud: containers, deployment, docker-compose, golang; When you need a lightweight solution for deploying containerized apps across multiple Docker hosts without the complexity of full Kubernetes. ### When should I avoid mcp-context-forge? When only REST API support is required, without additional functionality such as MCP or A2A services. For applications that do not benefit from centralized discovery and management features for AI agents, preferring more decentralized approaches to development. If your project is built in a language other than Python and integration with third-party plugins is unnecessary. ### When should I avoid uncloud? For environments that demand advanced load balancing and auto-scaling features typically found in full-fledged orchestrators like Kubernetes. In large-scale production setups where the maturity level of a more established tool is preferred to minimize risk. ### Is mcp-context-forge or uncloud more popular on GitHub? uncloud has more GitHub stars (5,493 vs 4,502). Stars measure visibility, not whether either tool fits your constraints. ### Are mcp-context-forge and uncloud open source? Yes - both are open-source projects on GitHub (mcp-context-forge: Apache-2.0, uncloud: Apache-2.0). ### Where can I find alternatives to mcp-context-forge or uncloud? GraphCanon lists graph-backed alternatives at [mcp-context-forge alternatives](/tools/ibm-mcp-context-forge/alternatives) and [uncloud alternatives](/tools/psviderski-uncloud/alternatives) ([mcp-context-forge markdown twin](/tools/ibm-mcp-context-forge/alternatives.md), [uncloud markdown twin](/tools/psviderski-uncloud/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/ibm-mcp-context-forge-vs-psviderski-uncloud.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, mcp-context-forge or uncloud? mcp-context-forge: Very active. uncloud: 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 mcp-context-forge and uncloud? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [mcp-context-forge trust report](/tools/ibm-mcp-context-forge/trust); [uncloud trust report](/tools/psviderski-uncloud/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=ibm-mcp-context-forge`](/api/graphcanon/graph?tool=ibm-mcp-context-forge) - 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/_