"Information on agent swarm architecture" matching MCP servers:

A filesystem-based MCP server for AI coding agents to coordinate work across git worktrees by claiming files, checking for conflicts, and logging progress without affecting the repository's git history.

MCP server that spawns autonomous Claude Code agents in GitHub repos, enabling task delegation with persistent state, multi-step workflows, and job monitoring.

MCP Server for Git operations, agent templates, and project utilities.

mcp-agent-ops is a local stdio MCP server for deterministic agent-development operations that otherwise cause repeated shell and generated Python calls.

An OpenAI-powered developer intelligence MCP server that scans GitHub repositories, extracts and clusters agent engineering patterns, analyzes local codebases, and proposes safe AGENTS.md improvements.

A coordination layer for parallel coding agents that provides intent-carrying claims, conflict prediction, and a serialized landing queue to prevent merge conflicts.

MCP server that guides an AI agent through stack trace triage, from raw error to the commit and PR that introduced it.

An AI-powered code review agent that leverages Model Context Protocol (MCP) and Claude to provide intelligent, context-aware code reviews.

Enables ChatGPT on Windows to securely access codebases, Git, terminals, language servers, debuggers, SQLite, local HTTP services, adaptive project memory, engineering skills, checkpoints, audit logs, and sandboxed command execution through MCP tools.

A server that enables natural-language queries about GitHub repositories and returns answers backed by live GitHub data.

A local-first, auditable code review MCP server that freezes Git changes, creates immutable ReviewBundles, provides role-isolated contexts for correctness, security, architecture, and test reviewers, validates structured findings, and generates deterministic JSON/Markdown reports.

A hosted AI software engineer that writes code, opens PRs, reviews code, generates tests, runs security scans, and answers codebase questions. Connect from any MCP client (Claude Code, Cursor, Windsurf, or your own agents) and delegate engineering tasks.

Provides tools for querying and managing Microsoft SQL Server databases, including stored procedures and SQL Server Agent jobs as code with version control integration.

MCP server enabling AI assistants to understand GitLab repositories through on-demand source code analysis using specialized AI agents.

This MCP server enables AI agents to create Pull Requests in a self-hosted Bitbucket Server instance.

Safe MCP gateway that lets ChatGPT securely control a Windows Desktop Agent, enabling project file reads, git status/diff, and npm build/test within a designated workspace.

Exposes pr-agent CLI commands as MCP tools for automated PR review, description, and improvement with optional Gitea webhook integration.

MCP server that enables AI agents to perform GitHub operations (repos, issues, commits, PRs) via natural language, integrated with hosts like Antigravity.

MCP server for AI-native L1 support: triages tickets, answers from a knowledge base, escalates to L2 via Telegram/GitHub, and manages feedback, with a LangGraph workflow and safety guardrails.

Enables Claude or any MCP client to drive the GitHub Copilot cloud agent via its REST API, allowing it to research, edit, and open pull requests on repositories without manual intervention.