--- title: "mcp-context-forge vs lmnr" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ibm-mcp-context-forge-vs-lmnr-ai-lmnr" tools: ["ibm-mcp-context-forge", "lmnr-ai-lmnr"] --- # mcp-context-forge vs lmnr *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 lmnr if lmnr is an open-source observability platform specifically aimed at monitoring AI agents, offering both self-hosting and managed platform options. [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. [lmnr](https://laminar.sh) has 3.2k stars, 223 forks, and 111 open issues, last pushed Aug 20, 2026. Figures are from public GitHub metadata via [mcp-context-forge's repository](https://github.com/IBM/mcp-context-forge) and [lmnr's repository](https://github.com/lmnr-ai/lmnr). | | [mcp-context-forge](/tools/ibm-mcp-context-forge.md) | [lmnr](/tools/lmnr-ai-lmnr.md) | | --- | --- | --- | | Tagline | AI Gateway and registry for MCP, A2A, REST/gRPC APIs | Open-source observability platform for AI agents. | | Stars | 4,368 | 3,183 | | Forks | 837 | 223 | | Open issues | 1,187 | 111 | | 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. | lmnr is an open-source observability platform specifically aimed at monitoring AI agents, offering both self-hosting and managed platform options. | | Persona | - | - | | Runtime | - | - | | License | Available under the Apache License 2.0 | Apache-2.0 | | Categories | Developer Tools, Evaluation & Observability, Inference & Serving | Developer Tools, Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [mcp-context-forge](/tools/ibm-mcp-context-forge.md) | [lmnr](/tools/lmnr-ai-lmnr.md) | | --- | --- | --- | | Open issues (now) | 1.2k | 111 | | Stars delta | +225 (30d) | +80 (30d) | | Open issues delta | +29 (30d) | +14 (30d) | | Full report | [trust report](/tools/ibm-mcp-context-forge/trust.md) | [trust report](/tools/lmnr-ai-lmnr/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: lmnr - **Hosting:** self hosted - Supports self-hosting through Docker Compose, making it accessible to local environments or lightweight usage; however, recommends a managed platform option for production environments. - **Requirements:** Proper SDK configuration is critical when self-hosting.; Managed platform may be more suitable if setting up in a production environment. - **Adopt for:** lmnr is an open-source observability platform specifically aimed at monitoring AI agents, offering both self-hosting and managed platform options. - **License detail:** Apache-2.0 ## Choose when ### Choose mcp-context-forge if… - mcp-context-forge is primarily Python; lmnr is TypeScript. - 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 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 lmnr if… - lmnr is primarily TypeScript; mcp-context-forge is Python. - Supports self-hosting through Docker Compose, making it accessible to local environments or lightweight usage; however, recommends a managed platform option for production environments. - Requirements: Proper SDK configuration is critical when self-hosting.; Managed platform may be more suitable if setting up in a production environment.. - Tags unique to lmnr: agent-observability, ai-observability, evaluation, llm-evaluation. - When you need a dedicated solution for evaluating the performance and behavior of AI agents. ## 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 lmnr - When your primary observability needs are not specific to AI agents but cover a broader range of application monitoring services. - For those preferring platforms with wider language support beyond TypeScript and Rust (the major languages highlighted for this tool). ## Common questions ### What is the difference between mcp-context-forge and lmnr? mcp-context-forge: AI Gateway and registry for MCP, A2A, REST/gRPC APIs. lmnr: Open-source observability platform for AI agents.. See the comparison table for live GitHub stats and shared categories. ### When should I choose mcp-context-forge over lmnr? Choose mcp-context-forge over lmnr when mcp-context-forge is primarily Python; lmnr is TypeScript; 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 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 lmnr over mcp-context-forge? Choose lmnr over mcp-context-forge when lmnr is primarily TypeScript; mcp-context-forge is Python; Supports self-hosting through Docker Compose, making it accessible to local environments or lightweight usage; however, recommends a managed platform option for production environments; Requirements: Proper SDK configuration is critical when self-hosting.; Managed platform may be more suitable if setting up in a production environment.; Tags unique to lmnr: agent-observability, ai-observability, evaluation, llm-evaluation; When you need a dedicated solution for evaluating the performance and behavior of AI agents. ### 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 lmnr? When your primary observability needs are not specific to AI agents but cover a broader range of application monitoring services. For those preferring platforms with wider language support beyond TypeScript and Rust (the major languages highlighted for this tool). ### Is mcp-context-forge or lmnr more popular on GitHub? mcp-context-forge has more GitHub stars (4,368 vs 3,183). Stars measure visibility, not whether either tool fits your constraints. ### Are mcp-context-forge and lmnr open source? Yes - both are open-source projects on GitHub (mcp-context-forge: Apache-2.0, lmnr: Apache-2.0). ### Where can I find alternatives to mcp-context-forge or lmnr? GraphCanon lists graph-backed alternatives at [mcp-context-forge alternatives](/tools/ibm-mcp-context-forge/alternatives) and [lmnr alternatives](/tools/lmnr-ai-lmnr/alternatives) ([mcp-context-forge markdown twin](/tools/ibm-mcp-context-forge/alternatives.md), [lmnr markdown twin](/tools/lmnr-ai-lmnr/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-lmnr-ai-lmnr.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 lmnr? mcp-context-forge: Very active. lmnr: 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 lmnr? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [mcp-context-forge trust report](/tools/ibm-mcp-context-forge/trust); [lmnr trust report](/tools/lmnr-ai-lmnr/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/_