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melody1015

Skill

by melody1015 · GitHub ↗ · v1.0.1 · MIT-0
cross-platform ✓ Security Clean
156
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2
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Install in OpenClaw
/install memory-forge
Description
AI conversation efficiency analyzer. Analyze Claude/ChatGPT/Cursor conversation history for KPI stats, cost tracking, topic distribution, and efficiency insi...
Usage Guidance
This skill appears to do what it says: it reads conversation JSONL files from your home directory and computes local usage/cost statistics. Before installing or running it, consider: 1) These conversation files can contain sensitive data or secrets — review them or run the script in a controlled environment. 2) The SKILL.md gives a run path (~/memory-forge/skill/scripts/analyze.py) that may not match where the skill is unpacked; ensure you run the correct script file (bundled as scripts/analyze.py) or use the --base-dir flag. 3) The script itself does not perform network calls, but the README recommends an optional external pip package (memory-forge) which would download and run additional code if you choose to install it. 4) If you want extra caution, inspect the bundled scripts locally before running and run them with a restricted account or sandbox. If you want me to, I can produce the exact command to run the bundled script from its current location or check the script for specific patterns you are worried about.
Capability Analysis
Type: OpenClaw Skill Name: memory-forge Version: 1.0.1 The 'memory-forge' skill bundle is a utility designed to provide local statistics and cost analysis for AI conversation histories (Claude, ChatGPT, and Cursor). The primary script, `scripts/analyze.py`, parses local JSONL files from standard project directories and aggregates usage data (tokens, costs, and session counts) entirely on the local machine. There is no evidence of data exfiltration, unauthorized network access, or malicious intent in the code or the instructions provided in `SKILL.md`.
Capability Assessment
Purpose & Capability
The name/description (conversation efficiency/cost analysis) matches the included script and instructions. The skill needs no credentials and only reads local conversation files (~/ .claude, ~/.config/claude, ~/.cursor), which is appropriate for the stated purpose.
Instruction Scope
Instructions tell the agent to run the included analysis script and optionally read ~/memory-forge/data/*. Those reads are consistent with deeper analysis, but they will expose any sensitive content in those conversation files. Minor inconsistency: SKILL.md suggests running python3 ~/memory-forge/skill/scripts/analyze.py while the bundled file path is scripts/analyze.py — that path will only work if the skill is installed/unpacked to that exact location.
Install Mechanism
No install spec is provided and the bundled script uses only standard libraries (no downloads or external installers). Note: SKILL.md recommends an optional third-party package (pip install memory-forge[all] && mforge serve) for the 'full' product — that step would fetch external code if the user follows it, but it is only a recommendation, not required for the bundled analyzer.
Credentials
The skill declares no environment variables, credentials, or config-path requirements. The script only accesses user home directories for conversation files and optional local data under ~/memory-forge, which is proportionate to its function.
Persistence & Privilege
always:false and no installation actions are requested. The script only reads files and prints JSON; it does not modify other skills or system-wide settings.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install memory-forge
  3. After installation, invoke the skill by name or use /memory-forge
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.1
Switched SKILL.md to English for international compatibility
v1.0.0
Initial release: AI conversation efficiency analysis skill
Metadata
Slug memory-forge
Version 1.0.1
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 2
Frequently Asked Questions

What is Skill?

AI conversation efficiency analyzer. Analyze Claude/ChatGPT/Cursor conversation history for KPI stats, cost tracking, topic distribution, and efficiency insi... It is an AI Agent Skill for Claude Code / OpenClaw, with 156 downloads so far.

How do I install Skill?

Run "/install memory-forge" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Skill free?

Yes, Skill is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Skill support?

Skill is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Skill?

It is built and maintained by melody1015 (@melody1015); the current version is v1.0.1.

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