reflect

active

Reflect helps engineering teams see whether AI coding agents are actually improving delivery or just burning tokens, failing tools, and creating hidden debt

Code-only MCP server: no hosted endpoint, so you install and run it yourself. It is not probed, graded or counted in our reachability statistics.

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Repository: github.com/o11y-dev/reflect
License: Apache-2.0
Last update: 2026-11-14
GitHub stars: ★ 20

agent-observability agent-skills ai-agents claude-code codex coding-agents context-engineering cursor developer-tools llm-observability local-first mcp-server

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github · source

Run this server as a hosted endpoint? Submit the endpoint and it moves to the remote directory, where it is probed and graded.