Forgejo (Gitea Fork) MCP Server for LangChainGive LangChain instant access to 4 tools to Create Token, Dispatch Workflow, Get Forgejo Version, and more
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.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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())
* 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 token on Forgejo (Gitea Fork)
Generates a new personal access token. Generate a new API token for a user
Dispatch workflow on Forgejo (Gitea Fork)
Trigger a manual workflow dispatch in Forgejo Actions
Get forgejo version on Forgejo (Gitea Fork)
Get detailed Forgejo version information
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.
Install dependencies
pip install langchain langchain-mcp-adapters langgraph langchain-openaiReplace the token
[YOUR_TOKEN_HERE] with your Vinkius tokenRun the agent
python agent.pyExplore tools
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.
The largest ecosystem of integrations, chains, and agents. combine Forgejo (Gitea Fork) MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
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.
RAG with live data: combine Forgejo (Gitea Fork) tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Forgejo (Gitea Fork), synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Forgejo (Gitea Fork) tools with web scrapers, databases, and calculators in a single agent run
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.
"Check the Forgejo and Gitea-compatible versions of my instance."
"Generate a new API token named 'CI-Runner' with read:repository scope for user 'admin'."
"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.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersForgejo (Gitea Fork) + LangChain FAQ
Common questions about integrating Forgejo (Gitea Fork) MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
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