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codex-observability MCP Server

kkky1/codex-observability

Score: 54.7 Rank #10783 Monitoring
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Local observability for Codex sessions: TTFT, prompt-cache hit rate, token usage, per-step tool latency, and reasoning summaries (CLI + dashboard + MCP App panel).

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Overview

kkky1/codex-observability is a Python tool licensed under MIT. Local observability for Codex sessions: TTFT, prompt-cache hit rate, token usage, per-step tool latency, and reasoning summaries (CLI + dashboard + MCP App panel).

Ranked #10783 out of 24846 indexed tools.

Ecosystem

Python MIT

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 1

1 stars → early stage

Freshness 25% 15d ago

Last commit 15d ago → recently updated

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 0

0 contributors → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 0
Description Detailed
License MIT

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

How to Improve

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

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

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AgentRank score for kkky1/codex-observability
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Matched Queries

topic:mcp

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