Comparison
mcp-context-forge vs agent-framework
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 agent-framework if the agent-framework provides tools for developers to build and deploy AI agents and multi-agent workflows in Python and .NET environments.
Markdown twin · mcp-context-forge alternatives · agent-framework alternatives
GraphCanon updated 2w
vs
Trust & integrity
| Signal | mcp-context-forge | agent-framework |
|---|---|---|
| Maintenance | Very active (1d since push) As of 1mo · github_public_v1 | Very active (0d since push) As of 2w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 1mo · github_public_v1 | Not a fork · Organization account As of 2w · 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
- agent-framework
- Framework for building and deploying AI agents and multi-agent workflows
Stars
- mcp-context-forge
- 4.1k
- agent-framework
- 13k
Forks
- mcp-context-forge
- 772
- agent-framework
- 2.1k
Open issues
- mcp-context-forge
- 1.2k
- agent-framework
- 685
Language
- mcp-context-forge
- Python
- agent-framework
- Python
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.
- agent-framework
- The agent-framework provides tools for developers to build and deploy AI agents and multi-agent workflows in Python and .NET environments.
Persona
- mcp-context-forge
- -
- agent-framework
- -
Runtime
- mcp-context-forge
- -
- agent-framework
- -
License
- mcp-context-forge
- Available under the Apache License 2.0
- agent-framework
- MIT
Last pushed
- mcp-context-forge
- Jul 25, 2026
- agent-framework
- Aug 10, 2026
Categories
- mcp-context-forge
- Developer Tools, Evaluation & Observability, Inference & Serving
- agent-framework
- AI Agents, Developer Tools
Trust and health
Days since push
- mcp-context-forge
- 1d
- agent-framework
- 0d
Open issues (now)
- mcp-context-forge
- 1.2k
- agent-framework
- 685
Full report
- mcp-context-forge
- Trust report
- agent-framework
- Trust report
Shared compatibility
- Python · mcp-context-forge: Python runtime · agent-framework: Python runtime
Choose mcp-context-forge if…
- License: mcp-context-forge is Apache-2.0, agent-framework 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: ai-gateway, authentication-middleware, devops, docker.
- Also covers Evaluation & Observability, Inference & Serving.
- mcp-context-forge ships Docker support for self-hosted deployment.
- 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 agent-framework if…
- License: agent-framework is MIT, mcp-context-forge is Apache-2.0.
- Requirements: Python version 3.6 or newer is required for Python installations.; The .NET Core SDK must be installed for utilizing the .NET packages..
- Tags unique to agent-framework: agent-framework, agentic-ai, multi-agent, orchestration.
- Also covers AI Agents.
- Choose agent-framework if your project requires support for both Python and .NET, allowing you to develop across different ecosystems.
When NOT to use agent-framework
- Avoid using the agent-framework if your team does not have proficiency in either Python or.NET, as this may cause difficulties in leveraging its features effectively.
- Do not opt for agent-framework if you only need lightweight support for AI agents without a comprehensive orchestration and deployment framework.
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 (microsoft/agent-framework) · observed Aug 11, 2026
- GitHub forks (microsoft/agent-framework) · observed Aug 11, 2026
- Last push (microsoft/agent-framework) · observed Aug 10, 2026
- License file (MIT) · observed Aug 11, 2026
- Decision facts (enrichment) · observed Jul 16, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: mcp-context-forge 4.1k · agent-framework 13k (synced Jul 26, 2026).
Common questions
- What is the difference between mcp-context-forge and agent-framework?
- mcp-context-forge: AI Gateway and registry for MCP, A2A, REST/gRPC APIs. agent-framework: Framework for building and deploying AI agents and multi-agent workflows. See the comparison table for live GitHub stats and shared categories.
- When should I choose mcp-context-forge over agent-framework?
- Choose mcp-context-forge over agent-framework when License: mcp-context-forge is Apache-2.0, agent-framework 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: ai-gateway, authentication-middleware, devops, docker; Also covers Evaluation & Observability, Inference & Serving; mcp-context-forge ships Docker support for self-hosted deployment; 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 agent-framework over mcp-context-forge?
- Choose agent-framework over mcp-context-forge when License: agent-framework is MIT, mcp-context-forge is Apache-2.0; Requirements: Python version 3.6 or newer is required for Python installations.; The .NET Core SDK must be installed for utilizing the .NET packages.; Tags unique to agent-framework: agent-framework, agentic-ai, multi-agent, orchestration; Also covers AI Agents; Choose agent-framework if your project requires support for both Python and .NET, allowing you to develop across different ecosystems.
- 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 agent-framework?
- Avoid using the agent-framework if your team does not have proficiency in either Python or.NET, as this may cause difficulties in leveraging its features effectively. Do not opt for agent-framework if you only need lightweight support for AI agents without a comprehensive orchestration and deployment framework.
- Is mcp-context-forge or agent-framework more popular on GitHub?
- agent-framework has more GitHub stars (12,718 vs 4,143). Stars measure visibility, not whether either tool fits your constraints.
- Are mcp-context-forge and agent-framework open source?
- Yes - both are open-source projects on GitHub (mcp-context-forge: Apache-2.0, agent-framework: MIT).
- Where can I find alternatives to mcp-context-forge or agent-framework?
- GraphCanon lists graph-backed alternatives at mcp-context-forge alternatives and agent-framework alternatives (mcp-context-forge markdown twin, agent-framework 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 agent-framework?
- mcp-context-forge: Very active. agent-framework: 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 agent-framework?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: mcp-context-forge trust report; agent-framework trust report.