Is Roampal Core safe to use?

Roampal Core has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under Apache-2.0.

How do I install Roampal Core?

Roampal Core supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.

What can Roampal Core do?

Roampal Core provides 6 tools: search_memory, add_to_memory_bank, update_memory, delete_memory, score_memories and 1 more. See the full tools list on the server page for descriptions and parameters.

What AI clients work with Roampal Core?

Roampal Core is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.

Is Roampal Core actively maintained?

Roampal Core is actively maintained — last commit was 17 days ago. It has 45 GitHub stars.

Roampal Core

Name: Roampal Core
Author: roampal-ai

roampal · by roampal-ai

Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.

45 6 tools GitHub PyPI

No known CVEs

Apache-2.0 license

Actively maintained

Last commit 17d ago

Works with most clients

Transport: stdio, sse, http

6 tools · ~248 tok

Grade A · 0.1% of 200K ctx

Edit this pageView history

AI / ML Productivity

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, sse, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "roampal-core": {
      "args": [
        "roampal"
      ],
      "command": "uvx"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

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[![MCPpedia Score](https://mcppedia.org/api/badge/roampal-core)](https://mcppedia.org/s/roampal-core)

Read me

What Roampal Core does

Works with Claude Code and OpenCode.

Test This Server

This server supports HTTP transport. Be the first to test it — help the community know if it works.

Loading README…

Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

86/100across 5 weighted dimensions

How we score →

0255075100

−14

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked roampal against OSV.dev.

Inventory

Tools (6)

Click any tool to inspect its schema.

~248 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience — it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is Roampal Core safe to use?: Roampal Core has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under Apache-2.0.
How do I install Roampal Core?: Roampal Core supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can Roampal Core do?: Roampal Core provides 6 tools: search_memory, add_to_memory_bank, update_memory, delete_memory, score_memories and 1 more. See the full tools list on the server page for descriptions and parameters.
What AI clients work with Roampal Core?: Roampal Core is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.
Is Roampal Core actively maintained?: Roampal Core is actively maintained — last commit was 17 days ago. It has 45 GitHub stars.

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MCP Security Weekly

Get CVE alerts and security updates for Roampal Core and similar servers.

Community

Discussion

Start a conversation

Ask a question, share a tip, or report an issue.

Has anyone used this with Cursor?How do you handle auth?Any alternatives?

Edit this pageView history

AI / ML Productivity

Step 1

Install in your client

Config is the same across clients — only the file and path differ.

Supported in Claude Desktopstdio, sse, http · Node 18+

Paste into ~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "roampal-core": {
      "args": [
        "roampal"
      ],
      "command": "uvx"
    }
  }
}

Are you the author?

Add this badge to your README to show your security score and help users find safe servers.

Embed in your READMEAbout badges →

[![MCPpedia Score](https://mcppedia.org/api/badge/roampal-core)](https://mcppedia.org/s/roampal-core)

Read me

What Roampal Core does

Works with Claude Code and OpenCode.

Test This Server

This server supports HTTP transport. Be the first to test it — help the community know if it works.

README

roampal-core

Outcome-Based Persistent Memory MCP Server

Two commands. Your AI coding assistant gets outcome-based memory.
Works with Claude Code and OpenCode.

Benchmarks

85.8% on the corrected LoCoMo benchmark (non-adversarial, end-to-end answer accuracy) — validated on 1,986 questions across 10 conversations with dual grading. All figures in this section are sourced from the paper and roampal-labs (see citations at the bottom of this section).

Result	Score
Conversational learning vs raw ingestion	+23 points (76.6% vs 53.0%, p<0.0001)
Architecture vs model effect	Architecture ~10x larger contributor
Poison resilience (1,135 adversarial memories)	-2.6 to -4.2 points only
TagCascade retrieval (tags-first + CE rerank)	+1.9 Hit@1 vs pure CE (p<0.0001)

Benchmark pipeline runs on a single GPU with no cloud dependencies. Roampal itself runs on CPU — no GPU required. Full methodology, data, and evaluation scripts: roampal-labs

Paper: "Beyond Ingestion: What Conversational Memory Learning Reveals on a Corrected LoCoMo Benchmark" (Logan Teague, April 2026)

Quick Start

pip install roampal
roampal init

Auto-detects installed tools. Restart your editor and start chatting.

Target a specific tool: roampal init --claude-code or roampal init --opencode

Platform Differences

The core loop is identical — both platforms inject context, capture exchanges, and score outcomes. The delivery mechanism differs:

	Claude Code	OpenCode
Context injection	Hooks (stdout)	Plugin (system prompt)
Exchange capture	Stop hook	Plugin `session.idle` event
Scoring	Main LLM via `score_memories` tool	Independent sidecar (your chosen model, disabled by default until configured)
Self-healing	Hooks auto-restart server on failure	Plugin auto-restarts server on failure

Claude Code prompts the main LLM to score each exchange via the score_memories tool. OpenCode never self-scores — an independent sidecar (a separate API call) reviews each exchange as a third party, removing self-assessment bias. The score_memories tool is not regis

... View full README on GitHub

Loading README…

Scored, not listed

Why this score

Five weighted categories — click any category to see the underlying evidence.

Score breakdown

86/100across 5 weighted dimensions

How we score →

0255075100

−14

Security

Maintenance

Efficiency

Documentation

Compatibility

Categoriesclick a row to see evidence

Security

OSV.dev

No known CVEs.

Checked roampal against OSV.dev.

Inventory

Tools (6)

Click any tool to inspect its schema.

~248 tokens total

Community

Reviews

Be the first to review

Have you used this server?

Share your experience — it helps other developers decide.

How easy was setup?Did it work reliably?How was the documentation?

Frequently Asked Questions

Is Roampal Core safe to use?: Roampal Core has no known CVEs as of the latest MCPpedia security scan. It does not require authentication, so any local process can connect — keep this in mind in shared environments. Licensed under Apache-2.0.
How do I install Roampal Core?: Roampal Core supports copy-paste install configs on its MCPpedia page for Claude Desktop, Cursor, and Claude Code. Scroll to the Quick Install section and select your client.
What can Roampal Core do?: Roampal Core provides 6 tools: search_memory, add_to_memory_bank, update_memory, delete_memory, score_memories and 1 more. See the full tools list on the server page for descriptions and parameters.
What AI clients work with Roampal Core?: Roampal Core is compatible with claude-desktop, cursor, claude-code. It uses stdio and sse and http transport.
Is Roampal Core actively maintained?: Roampal Core is actively maintained — last commit was 17 days ago. It has 45 GitHub stars.