Project Score

Why WagnerAgent/awesome-mcp-servers-devops scores 69/100

Why WagnerAgent/awesome-mcp-servers-devops has a 69/100 Git.Top Score, 59/100 Agent Score, and 7/100 Quality Score.

Mcp ServerDockerKubernetesLocalCloudMCPVector DatabaseLLM Provider

Community

100/100

Community is based on recent contributor activity. Git.Top recorded 14 contributors in the current metrics window.

Weight 16%

Maintenance

15/100

Maintenance combines repository activity, recent commits, release cadence, and issue-response signals.

Weight 20%

Documentation

92/100

The project has an agent-readable summary with enough context for recommendation workflows.

Weight 16%

Stability

70/100

Stability considers release cadence, issue load, recent pushes, and maturity signals.

Weight 16%

Adoption

60/100

Adoption is normalized from ecosystem attention, stars, forks, and integration-like signals.

Weight 16%

Agent Readability

90/100

Agent readability measures structured summaries, use cases, tradeoffs, dependencies, alternatives, and deployment clarity.

Weight 16%

Adoption Guidance

Promising candidate. Review risk flags, weakest score dimension, and alternatives before recommending it as the default choice.

Score JSON

Strongest Dimension

Community / 100

Community reflects contributor activity and ecosystem attention. Current contributor signal is 14.

Weakest Dimension

Maintenance / 15

Maintenance reflects repository activity, commits, releases, issue-response signals, and recent push freshness.

Risk Flags

ReviewMaintenance is the weakest dimension at 15/100.
ReviewRecent star movement is estimated rather than fully observed.
ReviewKnown caveat: users expecting a single installable runtime or library

Agent Score

59/100 agent-readiness score

Agent Score is optimized for agent use: documentation, maintenance, deployment clarity, popularity, and community activity.

Documentation90/100
Maintenance20/100
Deployment90/100

Quality Score

7/100 repository activity score

Quality score is separate from Agent Score. It weights star movement, commits, releases, contributors, and issue response.

Stars95
Recent commits2
Contributors14
180d releases0

Why This Score

Community is the strongest dimension

WagnerAgent/awesome-mcp-servers-devops scores 69/100 overall. The lowest dimension is maintenance at 15/100, which is the first place to inspect before adopting it.

Cloudflare readyNo
Deployment targets4
Dependencies3

Data Confidence

3/4 classification signals high; 3 quality signals complete or snapshot

Scores are useful for ranking, but production recommendations should cite source metadata and signal confidence.

Repository synced2026-07-03
Metrics calculated2026-07-03
Data sourced1 / d1_query

Score Confidence

HIGH

Score evidence is strong enough for shortlist ranking when paired with current metadata.

Classification evidencestrong: 3/4 classification signals are high-confidence.
Quality signal completenessstrong: 3 quality signals are complete or snapshot-backed.
Deployment claritystrong: 4 deployment targets are indexed.

Formula

Agent Score weighted breakdown

Scoring Docs
Community100/100 x 16%16.0
Maintenance15/100 x 20%3.0
Documentation92/100 x 16%14.7
Stability70/100 x 16%11.2
Adoption60/100 x 16%9.6
Agent Readability90/100 x 16%14.4