Comparison
mcp-context-forge vs MCP-Bridge
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.
Markdown twin · mcp-context-forge alternatives · MCP-Bridge alternatives
GraphCanon updated 4w
vs
Trust & integrity
| Signal | mcp-context-forge | MCP-Bridge |
|---|---|---|
| Maintenance | Very active (1d since push) As of 4w · github_public_v1 | Slowing (230d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 4w · github_public_v1 | Not a fork · Personal account As of 4w · 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
- MCP-Bridge
- A middleware for an openAI compatible endpoint to call MCP tools
Stars
- mcp-context-forge
- 4.1k
- MCP-Bridge
- 928
Forks
- mcp-context-forge
- 772
- MCP-Bridge
- 117
Open issues
- mcp-context-forge
- 1.2k
- MCP-Bridge
- 36
Language
- mcp-context-forge
- Python
- MCP-Bridge
- 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.
- MCP-Bridge
- MCP-Bridge facilitates integration of MCP tools with systems expecting an OpenAI API interface via Python.
Persona
- mcp-context-forge
- -
- MCP-Bridge
- -
Runtime
- mcp-context-forge
- -
- MCP-Bridge
- -
License
- mcp-context-forge
- Available under the Apache License 2.0
- MCP-Bridge
- MIT
Last pushed
- mcp-context-forge
- Jul 25, 2026
- MCP-Bridge
- Dec 8, 2025
Categories
- mcp-context-forge
- Developer Tools, Evaluation & Observability, Inference & Serving
- MCP-Bridge
- Inference & Serving
Trust and health
Maintenance
- mcp-context-forge
- Very active (96%)
- MCP-Bridge
- Slowing (36%)
Days since push
- mcp-context-forge
- 1d
- MCP-Bridge
- 230d
Open issues (now)
- mcp-context-forge
- 1.2k
- MCP-Bridge
- 36
Owner type
- mcp-context-forge
- Organization
- MCP-Bridge
- User
Full report
- mcp-context-forge
- Trust report
- MCP-Bridge
- Trust report
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.
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 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-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
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 (SecretiveShell/MCP-Bridge) · observed Jul 27, 2026
- GitHub forks (SecretiveShell/MCP-Bridge) · observed Jul 27, 2026
- Last push (SecretiveShell/MCP-Bridge) · observed Dec 8, 2025
- License file (MIT) · observed Jul 27, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: mcp-context-forge 4.1k · MCP-Bridge 928 (synced Jul 26, 2026).
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 (4,143 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 and MCP-Bridge alternatives (mcp-context-forge markdown twin, MCP-Bridge 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 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; MCP-Bridge trust report.