| FMRS | 54 / 100 · D | 76 / 100 · B |
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| Reliability | 10 / 20 | 13 / 20 |
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| Security and permissions | 8 / 20 | 14 / 20 |
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| Maintenance | 10 / 20 | 18 / 20 |
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| Documentation | 14 / 20 | 17 / 20 |
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| Setup experience | 12 / 20 | 14 / 20 |
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| Best for | - Developers using one of the supported AI coding CLIs, IDEs, or agents
- Teams working with large codebases, logs, web pages, or batch queries
- Users who need work-state recovery after context compaction
| - 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
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| Not for | - Users requiring a dedicated GUI MCP integration not listed as supported
- Users who only need a simple MCP tool and do not want hooks, plugins, or local indexing
- Environments that prohibit local script execution or access to local files, credentials, and network resources
| - 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
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| Required permissions | - Requires Node.js, Bun, or another listed runtime to execute locally.
- Sandboxed scripts can read and process local files and can use authenticated CLIs such as gh, aws, gcloud, kubectl, and docker through inherited environment variables and configuration paths.
- ctx_fetch_and_index requires URL fetching; indexed content is stored in SQLite databases under the user's local data directory.
- With hooks or plugins enabled, the server can intercept selected tool calls, record session events, and apply routing rules.
| - 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
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| Risks and side effects | - Tools such as ctx_execute run code supplied by the user or agent; that code may read local files, invoke commands, or use inherited credentials.
- Session and indexed content persist in local SQLite databases; ctx_purge permanently deletes all indexed content.
- Hooks may block or redirect selected tool calls, and routing capabilities vary by client.
- The README's savings percentages are project-reported metrics; actual results depend on tool output and usage.
| - 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
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| Supported clients | Claude Code, Gemini CLI, VS Code, JetBrains Copilot, GitHub Copilot CLI, Cursor, OpenCode, KiloCode, OpenClaw / Pi Agent, Codex, Kimi Code, Qwen Code, Antigravity IDE, Antigravity CLI, Kiro, Zed, Pi Coding Agent, OMP | Claude Desktop, Claude Code, VS Code, Cursor, Windsurf, JetBrains IDEs, Zed, Amp |
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| Tools | 11 | 15 |
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