Is the reflect MCP server actively maintained?

The reflect MCP server was last committed 8d ago and has 8 contributors. Issue health: 40% of issues resolved. AgentRank freshness score reflects real-time maintenance activity.

reflect MCP Server

Name: o11y-dev/reflect
Rating: 3.5 (1 reviews)
Author: o11y-dev

o11y-dev/reflect

Score: 63.4 Rank #5391 MCP Server

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

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Overview

o11y-dev/reflect is a Python tool licensed under Apache-2.0. Reflect helps engineering teams see whether AI coding agents are actually improving delivery or just burning tokens, failing tools, and creating hidden debt

Ranked #5391 out of 24846 indexed tools.

Ecosystem

Python Apache-2.0 21 pypi/wk

Score Breakdown

Stars 15% 19

19 stars → early stage

Freshness 25% 8d ago

Last commit 8d ago → recently updated

Issue Health 25% 40%

2/5 issues closed → many open issues

Contributors 10% 8

8 contributors → small team

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A

PyPI Downloads 13% 21/wk

21 weekly installs → early adoption

Forks 2

Description Detailed

License Apache-2.0

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

Issue Health high impact

You have 3 open vs 2 closed issues — triaging stale issues improves health

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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Markdown

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HTML

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HTML

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Details

Stars: 19
Forks: 2
Open Issues: 3
Closed Issues: 2
Contributors: 8
Dependents: —
Language: Python
License: Apache-2.0
Last Commit: 8d ago

Matched Queries

topic:mcp-server

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