| FMRS | 54 / 100 · D | 80 / 100 · B | 76 / 100 · B |
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| Reliability | 8 / 20 | 14 / 20 | 13 / 20 |
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| Security and permissions | 11 / 20 | 16 / 20 | 14 / 20 |
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| Maintenance | 15 / 20 | 17 / 20 | 18 / 20 |
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| Documentation | 9 / 20 | 15 / 20 | 17 / 20 |
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| Setup experience | 11 / 20 | 18 / 20 | 14 / 20 |
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| Best for | - Teams already self-hosting or using Kaneo Cloud who want AI-client-driven task management
- Developers preferring a lightweight, open-source project management tool over Jira/Linear
| - Developers using fast-moving frameworks/libraries worried about the AI suggesting stale code
- Scenarios wanting zero-config documentation lookup
| - 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 without a running Kaneo instance
- Anyone needing integration with other project management platforms (Jira, Linear, etc.) — this server only targets Kaneo
| - Looking up internal/private codebase documentation (Context7 targets publicly published open-source libraries)
- Cases needing very high coverage of obscure, niche libraries (coverage depends on what Context7's platform has indexed)
| - 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 | - Network access to the configured KANEO_API_URL
- Valid Kaneo credentials (API key or interactive device-authorization login)
- Per the manifest description, the ability to manage (create/modify) tasks, projects, and labels
| - Usable without an API key (subject to a free-tier rate limit); CONTEXT7_API_KEY is an optional credential for higher quota
- Read-only documentation lookup — no code execution or local filesystem access involved
| - 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 | - KANEO_API_KEY is a sensitive credential; if mishandled it could allow reading or modifying data in the connected Kaneo instance
- The manifest does not enumerate the specific tools/functions exposed, so the exact operation scope should be verified before granting broad write access
- If pointed at a self-hosted instance, that instance's own security posture (e.g. AUTH_SECRET, database access) also affects overall risk
| - The free tier has limited quota — high-frequency use may hit rate limits
- Documentation content comes from Context7's platform index, so its accuracy and freshness depend on that platform's crawl cadence
| - 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 Desktop, Cursor | Claude Code, VS Code, Cursor, Cline, Amp | Claude Desktop, Claude Code, VS Code, Cursor, Windsurf, JetBrains, Zed, Amp |
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| Tools | 0 | 2 | 15 |
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