Comparison
mcp-context-forge vs lmnr
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.
Markdown twin · mcp-context-forge alternatives · lmnr alternatives
GraphCanon updated 4d
vs
Trust & integrity
| Signal | mcp-context-forge | lmnr |
|---|---|---|
| Maintenance | Very active (1d since push) As of 4w · github_public_v1 | Very active (0d since push) As of 4d · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4w · github_public_v1 | Not a fork · Organization account As of 4d · github_public_v1 |
| OSV dependency advisories | No lockfile (source not queried) As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- mcp-context-forge
- AI Gateway and registry for MCP, A2A, REST/gRPC APIs
- lmnr
- Open-source observability platform for AI agents.
Stars
- mcp-context-forge
- 4.1k
- lmnr
- 3.2k
Forks
- mcp-context-forge
- 772
- lmnr
- 223
Open issues
- mcp-context-forge
- 1.2k
- lmnr
- 111
Language
- mcp-context-forge
- Python
- lmnr
- TypeScript
Adopt for
- mcp-context-forge
- 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
- lmnr is an open-source observability platform specifically aimed at monitoring AI agents, offering both self-hosting and managed platform options.
Persona
- mcp-context-forge
- -
- lmnr
- -
Runtime
- mcp-context-forge
- -
- lmnr
- -
License
- mcp-context-forge
- Available under the Apache License 2.0
- lmnr
- Apache-2.0
Last pushed
- mcp-context-forge
- Jul 25, 2026
- lmnr
- Aug 20, 2026
Categories
- mcp-context-forge
- Developer Tools, Evaluation & Observability, Inference & Serving
- lmnr
- Developer Tools, Evaluation & Observability
Trust and health
Days since push
- mcp-context-forge
- 1d
- lmnr
- 0d
Open issues (now)
- mcp-context-forge
- 1.2k
- lmnr
- 111
Stars delta
- mcp-context-forge
- Unknown
- lmnr
- +80 (30d)
Open issues delta
- mcp-context-forge
- Unknown
- lmnr
- +14 (30d)
Full report
- mcp-context-forge
- Trust report
- lmnr
- Trust report
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.
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.
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 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).
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (IBM/mcp-context-forge) · observed Jul 26, 2026
- GitHub forks (IBM/mcp-context-forge) · observed Jul 26, 2026
- Last push (IBM/mcp-context-forge) · observed Jul 25, 2026
- License file (Apache-2.0) · observed Jul 26, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (lmnr-ai/lmnr) · observed Aug 20, 2026
- GitHub forks (lmnr-ai/lmnr) · observed Aug 20, 2026
- Last push (lmnr-ai/lmnr) · observed Aug 20, 2026
- License file (Apache-2.0) · observed Aug 20, 2026
- Decision facts (enrichment) · observed Jul 12, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: mcp-context-forge 4.1k · lmnr 3.2k (synced Jul 26, 2026).
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 (4,143 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 and lmnr alternatives (mcp-context-forge markdown twin, lmnr markdown twin), 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 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; lmnr trust report.