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Forgejo (Gitea Fork) MCP Server for LangChainGive LangChain instant access to 4 tools to Create Token, Dispatch Workflow, Get Forgejo Version, and more

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LangChain is the leading Python framework for composable LLM applications. Connect Forgejo (Gitea Fork) through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.

Ask AI about this MCP Server for LangChain

The Forgejo (Gitea Fork) MCP Server for LangChain is a standout in the Loved By Devs category — giving your AI agent 4 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

Vinkius delivers Streamable HTTP and SSE to any MCP client

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python
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent

async def main():
    # Your Vinkius token. get it at cloud.vinkius.com
    async with MultiServerMCPClient({
        "forgejo-gitea-fork": {
            "transport": "streamable_http",
            "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
        }
    }) as client:
        tools = client.get_tools()
        agent = create_react_agent(
            ChatOpenAI(model="gpt-4o"),
            tools,
        )
        response = await agent.ainvoke({
            "messages": [{
                "role": "user",
                "content": "Using Forgejo (Gitea Fork), show me what tools are available.",
            }]
        })
        print(response["messages"][-1].content)

asyncio.run(main())
Forgejo (Gitea Fork)
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
Stream every event to Splunk, Datadog, or your own webhook in real-time

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure

About Forgejo (Gitea Fork) MCP Server

Connect your Forgejo or Gitea instance to any AI agent to streamline your DevOps and repository management workflows through natural conversation.

LangChain's ecosystem of 500+ components combines seamlessly with Forgejo (Gitea Fork) through native MCP adapters. Connect 4 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.

What you can do

  • Version Auditing — Retrieve detailed Forgejo and Gitea-compatible version information to ensure API compatibility across your infrastructure.
  • Token Management — Generate new Personal Access Tokens (PATs) with specific scopes (read/write) using your BasicAuth credentials.
  • CI/CD Automation — Trigger manual workflow dispatches for Forgejo Actions directly from the chat to start builds or deployments.
  • Instance Inspection — Verify the health and configuration of your self-hosted Git service without leaving your development environment.

The Forgejo (Gitea Fork) MCP Server exposes 4 tools through the Vinkius. Connect it to LangChain in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 4 Forgejo (Gitea Fork) tools available for LangChain

When LangChain connects to Forgejo (Gitea Fork) through Vinkius, your AI agent gets direct access to every tool listed below — spanning git-repository, self-hosted, version-control, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

create

Create token on Forgejo (Gitea Fork)

Generates a new personal access token. Generate a new API token for a user

dispatch

Dispatch workflow on Forgejo (Gitea Fork)

Trigger a manual workflow dispatch in Forgejo Actions

get

Get forgejo version on Forgejo (Gitea Fork)

Get detailed Forgejo version information

get

Get gitea version on Forgejo (Gitea Fork)

Get the Gitea-compatible version of the Forgejo instance

Connect Forgejo (Gitea Fork) to LangChain via MCP

Follow these steps to wire Forgejo (Gitea Fork) into LangChain. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

01

Install dependencies

Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
02

Replace the token

Replace [YOUR_TOKEN_HERE] with your Vinkius token
03

Run the agent

Save the code and run python agent.py
04

Explore tools

The agent discovers 4 tools from Forgejo (Gitea Fork) via MCP

Why Use LangChain with the Forgejo (Gitea Fork) MCP Server

LangChain provides unique advantages when paired with Forgejo (Gitea Fork) through the Model Context Protocol.

01

The largest ecosystem of integrations, chains, and agents. combine Forgejo (Gitea Fork) MCP tools with 500+ LangChain components

02

Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step

03

LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging

04

Memory and conversation persistence let agents maintain context across Forgejo (Gitea Fork) queries for multi-turn workflows

Forgejo (Gitea Fork) + LangChain Use Cases

Practical scenarios where LangChain combined with the Forgejo (Gitea Fork) MCP Server delivers measurable value.

01

RAG with live data: combine Forgejo (Gitea Fork) tool results with vector store retrievals for answers grounded in both real-time and historical data

02

Autonomous research agents: LangChain agents query Forgejo (Gitea Fork), synthesize findings, and generate comprehensive research reports

03

Multi-tool orchestration: chain Forgejo (Gitea Fork) tools with web scrapers, databases, and calculators in a single agent run

04

Production monitoring: use LangSmith to trace every Forgejo (Gitea Fork) tool call, measure latency, and optimize your agent's performance

Example Prompts for Forgejo (Gitea Fork) in LangChain

Ready-to-use prompts you can give your LangChain agent to start working with Forgejo (Gitea Fork) immediately.

01

"Check the Forgejo and Gitea-compatible versions of my instance."

02

"Generate a new API token named 'CI-Runner' with read:repository scope for user 'admin'."

03

"Trigger the 'deploy.yaml' workflow in the 'main-app' repository owned by 'dev-team'."

Troubleshooting Forgejo (Gitea Fork) MCP Server with LangChain

Common issues when connecting Forgejo (Gitea Fork) to LangChain through Vinkius, and how to resolve them.

01

MultiServerMCPClient not found

Install: pip install langchain-mcp-adapters

Forgejo (Gitea Fork) + LangChain FAQ

Common questions about integrating Forgejo (Gitea Fork) MCP Server with LangChain.

01

How does LangChain connect to MCP servers?

Use langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.
02

Which LangChain agent types work with MCP?

All agent types including ReAct, OpenAI Functions, and custom agents work with MCP tools. The tools appear as standard LangChain tools after the adapter wraps them.
03

Can I trace MCP tool calls in LangSmith?

Yes. All MCP tool invocations appear as traced steps in LangSmith, showing input parameters, response payloads, latency, and token usage.

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