uaziz1/mcp-slim/slim-observe
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Checking that the SKILL.md file is still in the repository.
Scan Claude Code session transcripts for raw MCP calls. Shows which calls are most expensive and frequent. Use to understand MCP usage before running /slim-evolve.
Install
npx vskill@latest install uaziz1/mcp-slim/slim-observeSKILL.md
Instructions
Run the mcp-slim observer to scan session transcripts:
Present the output to the user. Explain:
- By tool: Which raw MCP tools are called most frequently
- Unique signatures: How many distinct call patterns exist
- Top signatures: The most repeated patterns (these are evolution candidates)
If the user wants to see existing observation data:
Suggest running /slim-evolve if there are patterns above the promotion threshold (default: 5 calls).
Security
- Security scanPassed, 100 of 100Pattern checks on the skill's files.
- Model reviewNot runA model review is scheduled for the next rescan.
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingskills/slim-observe/SKILL.md
Popularity
- 7-day trend score
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Works with
Any agent vskill installs to: 56 targets in all. These 39 have a page on this site.
- Claude Code
- Cursor
- GitHub Copilot
- Windsurf
- Codex
- Gemini CLI
- Cline
- Amp
- Roo Code
- Goose
- Continue
- Kilo Code
- Junie
- Trae
- OpenHands
- Qwen Code
- AI Agent
- Tabnine Chat
- Sourcegraph Cody
- Amazon Q
- Firebase Genkit
- Sweep
- Devin
- Phind
- Mentat
- Claude Desktop
- Aider
- GPT Pilot
- Plandex
- bolt.new
- v0
- Replit Agent
- Anse
- TypingMind
- BetterChatGPT
- LibreChat
- Warp AI
- Pieces
- Fig AI
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