--- title: "mcp-context-forge vs AgentGPT" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ibm-mcp-context-forge-vs-reworkd-agentgpt" tools: ["ibm-mcp-context-forge", "reworkd-agentgpt"] --- # mcp-context-forge vs AgentGPT *GraphCanon updated Aug 26, 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 AgentGPT if agentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer. [mcp-context-forge](https://ibm.github.io/mcp-context-forge/) reports 4.4k GitHub stars, 837 forks, and 1.2k open issues, last pushed Aug 25, 2026. [AgentGPT](https://agentgpt.reworkd.ai) has 36k stars, 9.3k forks, and 219 open issues, last pushed Apr 29, 2025. Figures are from public GitHub metadata via [mcp-context-forge's repository](https://github.com/IBM/mcp-context-forge) and [AgentGPT's repository](https://github.com/reworkd/AgentGPT). | | [mcp-context-forge](/tools/ibm-mcp-context-forge.md) | [AgentGPT](/tools/reworkd-agentgpt.md) | | --- | --- | --- | | Tagline | AI Gateway and registry for MCP, A2A, REST/gRPC APIs | Assembler for autonomous AI Agents | | Stars | 4,368 | 36,304 | | Forks | 837 | 9,288 | | Open issues | 1,187 | 219 | | Language | Python | TypeScript | | 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. | AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects | | Persona | - | - | | Runtime | - | - | | License | Available under the Apache License 2.0 | GPL-3.0 | | Categories | Developer Tools, Evaluation & Observability, Inference & Serving | AI Agents, Developer Tools | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [mcp-context-forge](/tools/ibm-mcp-context-forge.md) | [AgentGPT](/tools/reworkd-agentgpt.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Archived (8%) | | Days since push | 0d | 466d | | Archived on GitHub | No | Yes | | Open issues (now) | 1.2k | 219 | | Stars delta | +225 (30d) | Unknown | | Open issues delta | +29 (30d) | Unknown | | Full report | [trust report](/tools/ibm-mcp-context-forge/trust.md) | [trust report](/tools/reworkd-agentgpt/trust.md) | ## Shared compatibility - **VS Code**: [mcp-context-forge](/tools/ibm-mcp-context-forge.md) - Works with VS Code; [AgentGPT](/tools/reworkd-agentgpt.md) - Works with VS Code ## 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: AgentGPT - **Adopt for:** AgentGPT is a TypeScript-based tool that supports users in assembling and deploying autonomous AI agents with a streamlined setup via a CLI, suitable for those who prefer browser-based interactions with their AI projects ## Choose when ### Choose mcp-context-forge if… - mcp-context-forge is primarily Python; AgentGPT is TypeScript. - License: mcp-context-forge is Apache-2.0, AgentGPT is GPL-3.0. - 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, devops. - Also covers Evaluation & Observability, Inference & Serving. - When you need to integrate multiple APIs using a unified endpoint with support for MCP, Agent-to-Agent communication, or REST/gRPC services. ### Choose AgentGPT if… - AgentGPT is primarily TypeScript; mcp-context-forge is Python. - License: AgentGPT is GPL-3.0, mcp-context-forge is Apache-2.0. - Tags unique to AgentGPT: agent, autonomous, backend-development, cli-setup. - Also covers AI Agents. - When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI ## 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 AgentGPT - Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box - Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment ## Common questions ### What is the difference between mcp-context-forge and AgentGPT? mcp-context-forge: AI Gateway and registry for MCP, A2A, REST/gRPC APIs. AgentGPT: Assembler for autonomous AI Agents. See the comparison table for live GitHub stats and shared categories. ### When should I choose mcp-context-forge over AgentGPT? Choose mcp-context-forge over AgentGPT when mcp-context-forge is primarily Python; AgentGPT is TypeScript; License: mcp-context-forge is Apache-2.0, AgentGPT is GPL-3.0; 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, devops; Also covers Evaluation & Observability, Inference & Serving; 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 AgentGPT over mcp-context-forge? Choose AgentGPT over mcp-context-forge when AgentGPT is primarily TypeScript; mcp-context-forge is Python; License: AgentGPT is GPL-3.0, mcp-context-forge is Apache-2.0; Tags unique to AgentGPT: agent, autonomous, backend-development, cli-setup; Also covers AI Agents; When you want to leverage pre-configured setups for database integration (specifically MySQL) handled by AgentGPT's CLI. ### 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 AgentGPT? Avoid using if your project requires a NoSQL database solution, given that AgentGPT is configured specifically with MySQL out-of-the-box Consider alternatives if your stack does not include FastAPI or Next.js, as the tool's default configurations might require significant adjustment ### Is mcp-context-forge or AgentGPT more popular on GitHub? AgentGPT has more GitHub stars (36,304 vs 4,368). Stars measure visibility, not whether either tool fits your constraints. ### Are mcp-context-forge and AgentGPT open source? Yes - both are open-source projects on GitHub (mcp-context-forge: Apache-2.0, AgentGPT: GPL-3.0). ### Where can I find alternatives to mcp-context-forge or AgentGPT? GraphCanon lists graph-backed alternatives at [mcp-context-forge alternatives](/tools/ibm-mcp-context-forge/alternatives) and [AgentGPT alternatives](/tools/reworkd-agentgpt/alternatives) ([mcp-context-forge markdown twin](/tools/ibm-mcp-context-forge/alternatives.md), [AgentGPT markdown twin](/tools/reworkd-agentgpt/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-reworkd-agentgpt.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 AgentGPT? mcp-context-forge: Very active. AgentGPT: Archived. 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 AgentGPT? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [mcp-context-forge trust report](/tools/ibm-mcp-context-forge/trust); [AgentGPT trust report](/tools/reworkd-agentgpt/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/_