--- title: "mcp-context-forge vs MCP-Bridge" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ibm-mcp-context-forge-vs-secretiveshell-mcp-bridge" tools: ["ibm-mcp-context-forge", "secretiveshell-mcp-bridge"] --- # mcp-context-forge vs MCP-Bridge *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 MCP-Bridge if mCP-Bridge facilitates integration of MCP tools with systems expecting an OpenAI API interface via Python. [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. [MCP-Bridge](https://github.com/SecretiveShell/MCP-Bridge) has 928 stars, 117 forks, and 36 open issues, last pushed Dec 8, 2025. Figures are from public GitHub metadata via [mcp-context-forge's repository](https://github.com/IBM/mcp-context-forge) and [MCP-Bridge's repository](https://github.com/SecretiveShell/MCP-Bridge). | | [mcp-context-forge](/tools/ibm-mcp-context-forge.md) | [MCP-Bridge](/tools/secretiveshell-mcp-bridge.md) | | --- | --- | --- | | Tagline | AI Gateway and registry for MCP, A2A, REST/gRPC APIs | A middleware for an openAI compatible endpoint to call MCP tools | | Stars | 4,368 | 928 | | Forks | 837 | 117 | | Open issues | 1,187 | 36 | | Language | Python | Python | | 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. | MCP-Bridge facilitates integration of MCP tools with systems expecting an OpenAI API interface via Python. | | Persona | - | - | | Runtime | - | - | | License | Available under the Apache License 2.0 | MIT | | 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) | [MCP-Bridge](/tools/secretiveshell-mcp-bridge.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Slowing (36%) | | Days since push | 0d | 230d | | Open issues (now) | 1.2k | 36 | | Stars delta | +225 (30d) | Unknown | | Open issues delta | +29 (30d) | Unknown | | Owner type | Organization | User | | Full report | [trust report](/tools/ibm-mcp-context-forge/trust.md) | [trust report](/tools/secretiveshell-mcp-bridge/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: MCP-Bridge - **Adopt for:** MCP-Bridge facilitates integration of MCP tools with systems expecting an OpenAI API interface via Python. ## Choose when ### Choose mcp-context-forge if… - License: mcp-context-forge is Apache-2.0, MCP-Bridge is MIT. - 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 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 MCP-Bridge if… - License: MCP-Bridge is MIT, mcp-context-forge is Apache-2.0. - Tags unique to MCP-Bridge: ai, claude, mcp, model-context-protocol. - When needing to interact with MCP tools through an OpenAI-compatible endpoint ## 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 MCP-Bridge - If your system can natively support and communicate directly with MCP protocols without API translation - For scenarios where OpenAI compatibility is not required, as using MCP-Bridge would introduce unnecessary complexity ## Common questions ### What is the difference between mcp-context-forge and MCP-Bridge? mcp-context-forge: AI Gateway and registry for MCP, A2A, REST/gRPC APIs. MCP-Bridge: A middleware for an openAI compatible endpoint to call MCP tools. See the comparison table for live GitHub stats and shared categories. ### When should I choose mcp-context-forge over MCP-Bridge? Choose mcp-context-forge over MCP-Bridge when License: mcp-context-forge is Apache-2.0, MCP-Bridge is MIT; 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 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 MCP-Bridge over mcp-context-forge? Choose MCP-Bridge over mcp-context-forge when License: MCP-Bridge is MIT, mcp-context-forge is Apache-2.0; Tags unique to MCP-Bridge: ai, claude, mcp, model-context-protocol; When needing to interact with MCP tools through an OpenAI-compatible endpoint. ### 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 MCP-Bridge? If your system can natively support and communicate directly with MCP protocols without API translation For scenarios where OpenAI compatibility is not required, as using MCP-Bridge would introduce unnecessary complexity ### Is mcp-context-forge or MCP-Bridge more popular on GitHub? mcp-context-forge has more GitHub stars (4,368 vs 928). Stars measure visibility, not whether either tool fits your constraints. ### Are mcp-context-forge and MCP-Bridge open source? Yes - both are open-source projects on GitHub (mcp-context-forge: Apache-2.0, MCP-Bridge: MIT). ### Where can I find alternatives to mcp-context-forge or MCP-Bridge? GraphCanon lists graph-backed alternatives at [mcp-context-forge alternatives](/tools/ibm-mcp-context-forge/alternatives) and [MCP-Bridge alternatives](/tools/secretiveshell-mcp-bridge/alternatives) ([mcp-context-forge markdown twin](/tools/ibm-mcp-context-forge/alternatives.md), [MCP-Bridge markdown twin](/tools/secretiveshell-mcp-bridge/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-secretiveshell-mcp-bridge.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 MCP-Bridge? mcp-context-forge: Very active. MCP-Bridge: Slowing. 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 MCP-Bridge? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [mcp-context-forge trust report](/tools/ibm-mcp-context-forge/trust); [MCP-Bridge trust report](/tools/secretiveshell-mcp-bridge/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/_