Sugar MCP Server
Persistent memory for AI coding agents. Your AI agent starts every session with amnesia. The architecture decisions, conventions, and gotchas you explained last week are gone. Sugar is the local-first memory layer that remembers them for you - per project, across projects, on your machine.
People connecting developer tools tools to Claude, Cursor, VS Code, or another MCP client. The project is written in Python.
VERIFIED ACTIVE
LAST COMMIT 2026-08-24 · ★ 93 · #40 OF 139 MAINTAINED DEVELOPER TOOLS · VERIFIED 2026-08-25
NOASSERTION · Python servers · how we verify → /methodology
01 · Install Sugar
before you install - you'll need
The README does not document required environment variables for a basic install.
Claude Code
claude mcp add roboticforce-sugar -- uvx sugarai Claude Desktop / Cursor / VS Code - add to config
{
"mcpServers": {
"roboticforce-sugar": {
"command": "uvx",
"args": [
"sugarai"
]
}
}
} Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.
Using another client? Same JSON, different key
Claude Desktop · mcpServers
Cursor · mcpServers
VS Code · servers
Windsurf · mcpServers
Zed · context_servers
Cline · mcpServers
Roo Code · mcpServers
Continue · mcpServers
LibreChat · mcpServers
Gemini CLI · mcpServers
Codex CLI · mcp_servers
Full setup guides: every client.
02 · Evidence
Security posture
What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.
runs as local process (stdio) - runs on your machine with your user's permissions
license no standard license detected - usage rights unclear; check the repo before commercial use
pypi package sugarai - check the name against the project README before installing (PyPI has no namespace ownership)
registry registry publisher io.github.cdnsteve is not the repo owner (roboticforce) - the registry entry was published by someone else
03 · What Sugar can do
Prose above is summarized from the project's README and registry record - no invented capabilities.
Latest releases
v3.10.0 · 2026-07-18
Release v3.10.0 - Task Orchestration ships as advertised · Run research and planning stages read-only · Harden generate_subtasks parser: line-based, robust dep refs · Enforce configured stage and subtask timeouts…
v3.9.1 · 2026-04-09
Release v3.9.1 - Security fixes, docs overhaul, new positioning · Bump version to 3.9.1.dev2 and update tagline · Fix black formatting on store.py · clean up .gitignore duplicates and remove dead/unsafe code…
v3.9.0 · 2026-03-17
Release v3.9.0 · Bump version to 3.9.0.dev0 for development · Reposition Sugar as memory-first with new tagline · Implement project-first search strategy with reserved guideline slots · Fix black formatting for CI…
04 · Who maintains Sugar
Sugar is maintained by roboticforce. It's the only MCP server we track from this author; the repo dates to Aug 2025.
05 · Facts
- repository
- github.com/roboticforce/sugar
- category
- developer tools - ranked #40 of 139 actively-maintained developer tools servers as of 2026-08-25.
- release cadence
- 1 release in the last 90 days (latest 2026-07-18)
- registry
- io.github.cdnsteve/sugar (active, first published 2026-01-09)
- packages
- pypi:sugarai
06 · Sugar FAQ
What is Sugar?
Persistent memory for AI coding agents. Your AI agent starts every session with amnesia. The architecture decisions, conventions, and gotchas you explained last week are gone. Sugar is the local-first memory layer that remembers them for you - per project, across projects, on your machine.
Is Sugar still maintained?
Yes - as of 2026-08-25, its last commit was 2026-08-24 and it shipped 1 release in the last 90 days. We re-verify nightly.
How do I install Sugar?
Run `uvx sugarai`. The README does not document required environment variables for a basic install. You can also paste the ready-made client config above.
Does Sugar run locally?
Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.
07 · Alternatives to Sugar
Alternatives to Sugar
Maintained developer tools servers if Sugar isn't the fit.
- Xcode Build MCP XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities. ★ 6,274 · 2026-08-12
- Strata MCP server for progressive tool usage at any scale (see https://klavis.ai) ★ 5,794 · 2026-06-01
- Kubefwd Kubernetes port forwarding for local development with automatic /etc/hosts entries. ★ 4,162 · 2026-08-21
- Sem Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents ★ 3,309 · 2026-08-24
- Claude Code Explorer MCP Explore the Claude Code CLI source - browse tools, commands, search code, and more. ★ 3,263 · 2026-04-22
- Server for WinDbg Crash Analysis A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB ★ 1,533 · 2026-08-22
Pairs well with
Servers that cover what Sugar doesn't - only shown when the pairing reason fits the companion.
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