An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
⚡ Executive Summary & Quick Facts
Authoritative Sourcemcp-context-forge is mcp-context-forge is an open-source project written in Python: An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins..
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), IBM/mcp-context-forge has accumulated 4,655 GitHub stars and 928 forks. It is written in Python, licensed under Apache-2.0, and ranks #3,113 globally. It is actively maintained with the latest commit recorded on Oct 19, 2026.”
| Repository | IBM/mcp-context-forge ↗ |
|---|---|
| Primary Category | agents |
| Language & Stack | Python |
| Software License | Apache-2.0 |
| Community Traction | ★ 4.7K stars · ⑂ 928 forks · #3,113 globally |
| Maintenance | ● Active (Last commit: Oct 19, 2026) · 948 open issues |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 87/100 · Grade AYes, mcp-context-forge is actively maintained. Continuous telemetry recorded the last code commit on Oct 19, 2026 (24 days ago). Supported by 4,655 stars and 928 community forks, this repository holds a calculated health index of 87/100, reflecting regular maintenance (24 days ago) and active community feedback (948 open).
Star History
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+98
STARS · LAST 30 DAYS
3
PER DAY
#486
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +98 | +270 |
| Per day | 1 | 3 | 3 |
| Forks gained | +0 | +34 | +46 |
mcp-context-forge gained 98 stars in the last 30 days, about 3 a day, and now has 4.7K. It is about 2 years old and has averaged roughly 2.3K stars a year. It ranks #486 among Python repositories and #3,113 across all languages on GitHubRepo.
Trending Record
44
DAYS ON TRENDING
#537
BEST RANK
Sep 24, 2026
FIRST APPEARANCE
Active
STATUS TODAY
mcp-context-forge has maintained a continuous presence across global trending indexes, peaking at #537. Below is the 30-day activity profile:
💡 Overview
mcp-context-forge is an open-source project written in Python: An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agents, ai, api-gateway. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install mcp-context-forge⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
mcp-context-forge coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with mcp-context-forge.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install mcp-context-forge using your package manager: `pip install mcp-context-forge`
Initialize your project workspace or configuration file for mcp-context-forge.
Import mcp-context-forge into your codebase or invoke it directly from your terminal.
Execute your test suite or run `mcp-context-forge --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
IBM/mcp-context-forge is currently ranked #3,113 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
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|---|---|---|---|---|
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| #3,113 | IBM/mcp-context-forge This Project | Python | ★ 4.7K | |
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Frequently Asked Questions
What does mcp-context-forge do? +
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.
Is mcp-context-forge actively maintained in 2026? +
Yes, mcp-context-forge is actively maintained. The latest code push was recorded on Oct 19, 2026 (24 days ago). It holds a calculated Maintenance Health Score of 87/100 (A rating) with 4,655 stars and 948 open issues.
What language is mcp-context-forge written in? +
The primary language is Python. Topics include: agents, ai, api-gateway, asyncio, authentication-middleware.
How many stars does mcp-context-forge have? +
mcp-context-forge has 4,655 stars and 928 forks on GitHub.
How does mcp-context-forge rank among GitHub repositories? +
With 4,655 stars, IBM/mcp-context-forge is ranked #3,113 globally across all repositories tracked on GitHubRepo and #486 among Python projects.
What license is mcp-context-forge distributed under? +
The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.
