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468 Index 0ea0e10dAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsgofastapiVotes: 0GitHub stars: 4
468 Index 11b8d378Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsgoc#Votes: 0GitHub stars: 4
468 Index 276a2b97Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsgosqlVotes: 0GitHub stars: 4
468 Index 2bb14915Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; :::info LiteLLM is hiring a **Founding Backend Engineer**, in San Francisco. [Apply here](https://www.ycombinator.com/companies/litellm/jobs/6uvoBp3-founding-backend-engineer) if you're interested! :::ai-agentspythonrustVotes: 0GitHub stars: 4
468 Index 32f656f3Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';devopsgorailsVotes: 0GitHub stars: 4
468 Index 3c572c12AThe **ContextForge** (ContextForge) is a production-grade gateway, proxy, and registry for Model Context Protocol (MCP) servers and A2A Agents. It acts as a unified entry point for tools, resources, prompts, and servers, federating local and remote nodes into a coherent MCP-compliant interface.devopsjavascripttypescriptVotes: 0GitHub stars: 4
468 Index 40ada886A<div style="display: flex; flex-wrap: wrap; gap: 12px; justify-content: center;"> <img src="meeseeks-console-01-front.jpg" alt="Meeseeks Console landing page" style="width: 100%; max-width: 520px; height: auto;" /> <img src="meeseeks-console-02-tasks.jpg" alt="Meeseeks Console tasks page" style="width: 100%; max-width: 520px; height: auto;" /> </div> bearlike/Assistant (Meeseeks) is an AI task agent assistant that breaks a request into small actions, runs the right tools, and replies with a c...documentationshellflaskVotes: 0GitHub stars: 4
468 Index 49786343A> Check out these social media highlights, and write your own!devopsfastapidebuggingVotes: 0GitHub stars: 4
468 Index 4bf5963dAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';devopspythongoVotes: 0GitHub stars: 4
468 Index 51d976f9AMeeseeks is an AI task agent assistant that breaks a request into small actions, runs the right tools, and replies with a clean summary. This landing page mirrors the README feature highlights so the overview stays consistent. Update both when core positioning changes.documentationshellflaskVotes: 0GitHub stars: 4
468 Index 602f5f4fAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';devopsgoc#Votes: 0GitHub stars: 4
468 Index 64ecb172Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsjavadockerVotes: 0GitHub stars: 4
468 Index 67ae90a1AThis section provides operational guidance for running and maintaining a production instance of MCP Gateway. Whether you're self-hosting, running in the cloud, or deploying to Kubernetes, this section helps you monitor, back up, and maintain the system. --- !!! tip "What's new in 1.0.0-RC-1" Multi‑tenancy (email auth, teams, RBAC, resource visibility) was introduced in v0.9.0 and is fully supported in 1.0.0-RC-1. - See the [Migration Guide](https://github.com/IBM/mcp-context-forge/blob/main/M...devopsbashsqlVotes: 0GitHub stars: 4
468 Index 6da5357eAThis section provides guidance on integrating various AI agent frameworks with the Model Context Protocol (MCP) Gateway. MCP enables agents to dynamically discover and utilize tools across multiple servers, enhancing their capabilities and flexibility. ---ai-agentstestingdocumentationVotes: 0GitHub stars: 4
468 Index 6f7aad65Anew_model_cost_map = get_model_cost_map(url=model_cost_map_url) litellm.model_cost = new_model_cost_map # ✅ cost map updated _invalidate_model_cost_lowercase_map() # ✅ cache cleared ``` The gap existed in two places: 1. `_check_and_reload_model_cost_map` — the periodic automatic reload (every 10 s) 2. The `/reload/model_cost_map` admin endpoint — the manual reload **Timeline:** 1. New model (`claude-sonnet-4-6`) added to `model_prices_and_context_window.json` 2. Admin trigg...ai-agentspythongitVotes: 0GitHub stars: 4
468 Index 73decf29Amcpbr is an open-source benchmark runner for evaluating AI agents and MCP servers across 25+ benchmarks including SWE-bench, HumanEval, GSM8K, CyberGym, and more.ai-agentspythongoVotes: 0GitHub stars: 4
468 Index 7938bb38Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentspythongoVotes: 0GitHub stars: 4
468 Index 7b63f506Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentspythongoVotes: 0GitHub stars: 4
468 Index 7c9efd7fAThis section provides operational guidance for running and maintaining a production instance of ContextForge. Whether you're self-hosting, running in the cloud, or deploying to Kubernetes, this section helps you monitor, back up, and maintain the system. --- !!! tip "What's new in 1.0.0-RC-1" Multi‑tenancy (email auth, teams, RBAC, resource visibility) was introduced in v0.9.0 and is fully supported in 1.0.0-RC-1. - See the [Migration Guide](https://github.com/IBM/mcp-context-forge/blob/main/...devopsbashsqlVotes: 0GitHub stars: 4
468 Index 813e3a86Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsrustgoVotes: 0GitHub stars: 4
468 Index 87804a1cA**ContextForge** is a production-grade AI gateway, registry, and proxy for Model Context Protocol (MCP) servers, A2A Agents, and REST/gRPC APIs. It exposes a unified control plane with centralized governance, discovery, and observability, acting as a single entry point for tools, resources, prompts, and servers while federating local and remote nodes into a coherent MCP-compliant interface.devopsjavascripttypescriptVotes: 0GitHub stars: 4
468 Index 89352769ASERVER_ROOT_PATH="/your-prefix" ``` Then confirm the UI is accessible at `http://your-host:4000/your-prefix/ui/`.devopsbashfastapiVotes: 0GitHub stars: 4
468 Index 8ece0affAMeeseeks is an AI task agent assistant that breaks a request into small actions, runs the right tools, and replies with a clean summary. This landing page mirrors the README feature highlights so the overview stays consistent. Update both when core positioning changes.documentationflaskdockerVotes: 0GitHub stars: 4
468 Index 92d49a00Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentspythongoVotes: 0GitHub stars: 4
468 Index 930cfd47Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentspythongoVotes: 0GitHub stars: 4
468 Index 942d3e75Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';devopsrailsdockerVotes: 0GitHub stars: 4
468 Index 9a1811feAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentspythongoVotes: 0GitHub stars: 4
468 Index 9dbbda53Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';devopspythonrustVotes: 0GitHub stars: 4
468 Index 9df01d85Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';devopspythongoVotes: 0GitHub stars: 4
468 Index 9f116a33Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';devopsgorailsVotes: 0GitHub stars: 4
468 Index A20a1f7eBWelcome! This guide is for developers contributing to ContextForge. Whether you're fixing bugs, adding features, or extending federation or protocol support, this doc will help you get up and running quickly and consistently. ---developmentjavascriptpythonVotes: 0GitHub stars: 4
468 Index Aed28731AThere are specific instructions that Claude needs for ALL the intelligent textbook projects on each computer you use. These go in a file in the users $HOME directory: `$HOME/.claude/CLAUDE.md`developmentjavascriptgoVotes: 0GitHub stars: 4
468 Index Aee0fe05BWelcome! This guide is for developers contributing to MCP Gateway. Whether you're fixing bugs, adding features, or extending federation or protocol support, this doc will help you get up and running quickly and consistently. ---developmentjavascriptpythonVotes: 0GitHub stars: 4
468 Index Be1a9471Aenvironment_variables: MAX_IMAGE_URL_DOWNLOAD_SIZE_MB: "100" ``` This feature improves reliability by: - Preventing memory issues from very large images - Aligning with OpenAI's 50MB payload limit - Validating image sizes early (when Content-Length header is available) ---devopsgobashVotes: 0GitHub stars: 4
468 Index Be92df5aAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentspythongoVotes: 0GitHub stars: 4
468 Index Ccaab12cC> A unified gateway for Tools, Agents, Models, and APIs — with federation, virtual servers, retries, security, and an optional admin UI. **ContextForge** is a production-grade AI gateway that federates tools, agents, models, and APIs into one clean endpoint for your AI clients: - **Tools Gateway** — MCP, REST, gRPC-to-MCP translation, and TOON compression - **Agent Gateway** — A2A protocol, OpenAI-compatible and Anthropic agent routing - **Model Gateway** — LLM proxy with OpenAI API spec supp...devopspythongoVotes: 0GitHub stars: 4
468 Index Cee121c6ACanonical technical reference for every CLI flag, API endpoint, environment variable, and policy knob. - **[CLI Command Reference](./cli-command-reference.md)** -- Every command, subcommand, and flag for `skill-scanner`, `skill-scanner-api`, and the pre-commit hook. - **[API Endpoint Reference](./api-endpoint-reference.md)** -- REST endpoints, request/response models, and example payloads for the FastAPI server. - **[Configuration Reference](./configuration-reference.md)** -- Environment vari...documentationfastapiapiVotes: 0GitHub stars: 4
468 Index D6dd4a5bAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentspythongoVotes: 0GitHub stars: 4
468 Index Da511244Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsgobashVotes: 0GitHub stars: 4
468 Index Dd185955Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsgosqlVotes: 0GitHub stars: 4
468 Index E09dd2caBWelcome! This guide is for developers contributing to MCP Gateway. Whether you're fixing bugs, adding features, or extending federation or protocol support, this doc will help you get up and running quickly and consistently. ---developmentjavascriptpythonVotes: 0GitHub stars: 4
468 Index E0f4906cAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsgorubyVotes: 0GitHub stars: 4
468 Index E3071f40Aimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsgosqlVotes: 0GitHub stars: 4
468 Index E53ab913ANavigation guide to comprehensive documentation for Hatchling's source distribution build target, including configuration options, file selection, metadata versions, and advanced featurescode-qualitypythonbashVotes: 0GitHub stars: 4
468 Index E7838fd3C> An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified control plane with centralized governance, discovery, and observability for all your AI needs. Optimizes Agent & Tool calling, and supports plugins. **ContextForge** is a production-grade AI gateway, registry, and proxy that federates tools, agents, models, and APIs into one clean endpoint for your AI clients. It exposes a unified control plane with centralized governance, discovery,...devopspythongoVotes: 0GitHub stars: 4
468 Index Ed616467B???+ example "🚀 How can I install and run MCP Gateway in one command?" PyPI (pipx / uvx makes an isolated venv):devopspythongoVotes: 0GitHub stars: 4
468 Index F2814d4eAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentspythonrustVotes: 0GitHub stars: 4
468 Index F54065e4AThis section provides operational guidance for running and maintaining a production instance of MCP Gateway. Whether you're self-hosting, running in the cloud, or deploying to Kubernetes, this section helps you monitor, back up, and maintain the system. --- !!! tip "What's new in 1.0.0-RC-1" Multi‑tenancy (email auth, teams, RBAC, resource visibility) was introduced in v0.9.0 and is fully supported in 1.0.0-RC-1. - See the [Migration Guide](https://github.com/IBM/mcp-context-forge/blob/main/M...devopsbashsqlVotes: 0GitHub stars: 4
468 Index F5eb9d8dAimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';ai-agentsgoc#Votes: 0GitHub stars: 4
468 Index Fb840f2cAThis comprehensive reference is designed to help you assist users with Hatchling build issues. It documents error handling, validation mechanisms, and resolution strategies in Hatchling, the modern Python packaging build backend. Use this reference when helping users understand common errors, validation rules, and best practices for robust package building.documentationpythongoVotes: 0GitHub stars: 4

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