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Compare MCP servers

Compare scores, permissions, risks, and fit in one decision-focused table.

DimensionToken-GoatReduce wasted AI coding context and keep agents focused.GitHub MCP ServerGitHub's official MCP server for managing repos, issues, PRs, and workflows via natural language
FMRS43 / 100 · D76 / 100 · B
Reliability4 / 2013 / 20
Security and permissions8 / 2014 / 20
Maintenance8 / 2018 / 20
Documentation13 / 2017 / 20
Setup experience10 / 2014 / 20
Best for
  • Developers who regularly use Claude Code, Codex CLI, Gemini CLI, or other supported AI coding CLIs.
  • Users seeking to reduce context usage from large repositories, logs, screenshots, and skill files.
  • Users comfortable with modifying local AI-client configuration and creating indexes and caches.
  • Teams that want an AI assistant to directly operate on GitHub repos and collaboration workflows
  • Users already in the GitHub Copilot ecosystem who want a zero-deployment remote option
Not for
  • Users seeking a standard MCP server manifest, documented MCP transport, or directly callable MCP tool inventory.
  • Users who do not want a global npm package, registered hooks, or client-configuration changes.
  • Production users requiring validated macOS support; the README labels macOS as untested.
  • Scenarios where you don't want the assistant to have write access to repos (enable only read-only toolsets)
  • Environments with strict network isolation for private repos that can't reach the official remote endpoint
Required permissions
  • Requires installing a global Node.js/npm package.
  • Requires writing client configuration and hook files for supported AI tools.
  • Requires reading project files, Git information, and relevant session data to build indexes, caches, and compact manifests.
  • The optional worker runs as a local background process.
  • A personal access token (PAT) or OAuth App token; effective scope depends on the token's own permissions
  • Enabling toolsets like actions/issues/pull_requests grants write access — request tokens on a least-privilege basis
Risks and side effects
  • Hooks intercept or rewrite reads, Bash commands, screenshots, and other tool calls, which can change how original output is presented.
  • Indexes, caches, and session manifests store project or tool output locally; the README does not document complete retention or encryption behavior.
  • The README claims to scan fetched web content and block prompt injection, but this should not replace human review or the client's own security controls.
  • Some bridges are not validated against live instances, including the documented Qwen, OpenClaw, and pi integrations; Copilot hook failures can deny all tool calls in a session.
  • Repository metadata says NOASSERTION for the license, while the README badge shows PolyForm Noncommercial; verify the repository license before use.
  • Write toolsets (creating/merging PRs, triggering workflows) can cause accidental changes if the token is overscoped — try a read-only toolset first
  • In hosted mode, credentials travel via the Authorization header — make sure the client-to-api.githubcopilot.com connection is trusted
Supported clientsClaude Code, Codex, Gemini CLI, Qwen Code, GitHub Copilot CLI, OpenCode, pi, Grok CLIClaude Desktop, Claude Code, VS Code, Cursor, Windsurf, JetBrains IDEs, Zed, Amp
Tools015