[Trend Scout] ncmonx/icm-graph

[github-actions]

🔭 Trend Scout: ncmonx/icm-graph

Auto-generated by trend-scout.py — review and edit as needed.

📌 What problem it solves

Token-efficient C++ context graph + memory for AI coding assistants. 1110/1110 tests, 40 MCP tools, Apache-2.0.

📅 Timeline

Field	Value
Created	2026-05-06
Last pushed	2026-05-29
Stars	2
Forks	1
Open issues	1
License	Apache-2.0
Language	Python
Topics	ai-agents, ai-coding, anthropic, claude-code, cli, cline, context-engineering, cpp17, cursor, developer-tools, knowledge-graph, llm-tools, local-first, mcp, mcp-server, prompt-engineering, semantic-search, sqlite, token-optimization

✅ Strengths

• Well-tagged: ai-agents, ai-coding, anthropic, claude-code, cli, cline
• Primary language: Python
• Actively maintained (pushed within 30 days)

⚠️ Weaknesses / Risks

• Low star count (2) — limited community validation

💡 What this repo can learn

• Claude Code session patterns: this repo's Claude Code integration approach could improve claude-adapter.py's JSONL parsing — e.g., handling new session event types or extracting richer metadata from Claude Code tool-use blocks
• Graph-based knowledge linking: a relation graph over session entries could let briefing.py surface related decisions and mistakes by topic proximity — e.g., linking a mistake:auth record to pattern:jwt across separate session files without requiring identical keywords
• Git hook / workflow patterns: hook design from this repo could strengthen the hooks/ enforcement chain (e.g., auto-briefing, commit guards, learn reminders)
• Editor integration (cursor): watch-sessions.py could be extended to detect and parse cursor session formats natively, broadening the range of AI sessions indexed into knowledge.db
• MCP tool-server surface: the MCP server interface here could expose query-session.py and briefing.py as directly callable MCP tools — e.g., a Copilot agent could invoke the briefing lookup in-process rather than shelling out to a subprocess, reducing latency in hook-driven workflows

README excerpt

<p align="center">
  <img src="assets/logo.svg" alt="Icemage" width="160"/>
</p>

# Icemage <sub><sup>(`icmg`)</sup></sub>

[![release](https://img.shields.io/github/v/release/ncmonx/icm-graph)](https://github.com/ncmonx/icm-graph/releases)
[![downloads](https://img.shields.io/github/downloads/ncmonx/icm-graph/total)](https://github.com/ncmonx/icm-graph/releases)
[![last-commit](https://img.shields.io/github/last-commit/ncmonx/icm-graph)](https://github.com/ncmonx/icm-graph/commits/main)
[![ctest](https://img.shields.io/endpoint?url=https://gist.githubusercontent.com/ncmonx/7d6a2efa9d6191e28ff3f6a26e6ba7c7/raw/ctest.json)](#)
[![mcp tools](https://img.shields.io/badge/MCP%20tools-40-blueviolet)](#)
[![license](https://img.shields.io/badge/license-Apache--2.0-blue.svg)](LICENSE)
[![OpenSSF Scorecard](https://api.securityscorecards.dev/projects/github.com/ncmonx/icm-graph/badge)](https://securityscorecards.dev/viewer/?uri=github.com/ncmonx/icm-graph)
[![OpenSSF Best Practices](https://img.shields.io/cii/level/12818?label=OpenSSF%20Best%20Practices)](https://www.bestpractices.dev/projects/12818)
[![sponsor](https://img.shields.io/badge/sponsor-GitHub-ea4aaa?logo=github-sponsors)](https://github.com/sponsors/ncmonx)
[![ko-fi](https://img.shields.io/badge/Ko--fi-tip-ff5e5b?logo=ko-fi)](https://ko-fi.com/ncmonx)

> **Stop burning tokens. Stop losing context. Ship faster.**

A small helper app that makes AI coding assistants — Claude Code, Cursor, and friends — **70 – 98 % cheaper**

*(truncated)*

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Scouted on 2026-05-29 · View on GitHub