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roampal-ai/roampal-core

v0.4.9.2 Feature

This release adds 4 notable features for engineering teams evaluating rollout.

Published 1mo MCP Developer Tools
✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

agent-memory ai-assistant ai-coding ai-coding-assistant ai-memory ai-tools
+14 more
chromadb claude-code coding-assistant developer-tools llm long-term-memory mcp mcp-server memory model-context-protocol opencode persistent-memory python semantic-search

Summary

AI summary

All six tool descriptions were rewritten to include BEHAVIOR, ERROR HANDLING, WHEN NOT TO USE sections and concrete parameter examples for Glama TDQS compliance.

Full changelog

Summary

Rewrite all 6 MCP tool descriptions for Glama TDQS (Tool Definition Quality Score) compliance.

Changes

Every tool description now includes:

  • BEHAVIOR section — explicit state changes, what gets created/modified/deleted
  • ERROR HANDLING section — what happens on invalid input, no matches, empty results
  • WHEN NOT TO USE section — clear disambiguation between tools
  • Parameter examples — concrete examples for every parameter

Previous Glama Scores

| Tool | Grade | Score |
|------|-------|-------|
| score_memories | D | 1.5/5.0 |
| update_memory | D | 1.9/5.0 |
| search_memory | C | 2.6/5.0 |
| delete_memory | C | 2.8/5.0 |
| add_to_memory_bank | C | 2.9/5.0 |
| record_response | A | 3.5/5.0 |

Upgrade

pip install --upgrade roampal
View diff on GitHub

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About roampal-ai/roampal-core

Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and OpenCode via hooks + MCP.

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Related context

Beta — feedback welcome: [email protected]