artokun/comfyui-mcp - Open Source PR Review Scorecard

Local-first, agent-native control plane for ComfyUI — MCP server + sidebar agent that generates images, video & audio, authors and runs workflows, and edits your live graph in natural language on ANY LLM (Claude, ChatGPT, Gemini, offline Ollama, or any hosted model). 178 tools, 36 AI skills, 55 installer packs. Local, LAN, VPS, or Comfy Cloud.

C-Rank Grade: S (Elite) - 74/100

External PR Merge Rate: 88%

Response Time: 5h

First Timer Success: 100%

Frequently Asked Questions

Is artokun/comfyui-mcp welcoming to first-time open-source contributors?

artokun/comfyui-mcp has a recorded first-timer success rate of 100.0%. Repositories ranked S typically provide actionable feedback during code reviews and actively nurture new community contributors.

How fast can I expect code review feedback on my pull request?

Maintainers in artokun/comfyui-mcp respond to incoming external pull requests in approximately 5.2 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 74.4 C-Rank™ score (S Tier) represent?

The C-Rank™ system evaluates GitHub projects on a 0–100 scale using real data: PR merge rates, review turnaround time, active maintainer presence, and first-time contributor success. A score of 74.4 places artokun/comfyui-mcp in the S tier.

What is the external contributor pull request merge rate for artokun/comfyui-mcp?

The external contributor pull request merge rate for artokun/comfyui-mcp is 88.0%, based on public PR activity from non-core contributors.

Are there Good First Issues available in artokun/comfyui-mcp?

artokun/comfyui-mcp does not currently have active "good first issue" tags indexed, but accepts external contributions through standard GitHub issue tracking.

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artokun/comfyui-mcp

636
SElite(74/100)TypeScript

Local-first, agent-native control plane for ComfyUI — MCP server + sidebar agent that generates images, video & audio, authors and runs workflows, and edits your live graph in natural language on ANY LLM (Claude, ChatGPT, Gemini, offline Ollama, or any hosted model). 178 tools, 36 AI skills, 55 installer packs. Local, LAN, VPS, or Comfy Cloud.

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AI Maintainer Review Guidelines

Review Persona

Welcoming Community Builder

Warmth Score
8.4/10
Patience Score
8.4/10
Nitpick Rate
45%

Highly welcoming maintainers in artokun/comfyui-mcp. Prompt code reviews with positive guidance for new contributors.

Top PR Submission Do's

  • Ensure code complies with the project coding style
  • Keep PRs scoped to a single concern
  • Include context and link to the related issue

Top PR Friction Pitfalls (Don'ts)

  • Do not submit PRs without linking an issue
  • Do not break existing tests without fixing them
  • Do not mix unrelated refactors in a single PR
Response Velocity
5 hours
Standard maintainer review cycle

Average Response Latency

Tracks hours until a maintainer leaves a review, comment, or PR response.

Merge Efficiency
88.0%
High acceptance rate for external PRs

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
100.0%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
6 core
Highly collaborative maintainer core
Diagnostic Health HUD
88.0%
Merge Gauge
100.0%
1st-Timer
Community Vibe91/100

Embed C-Rank Badge

Show contributors that your repository actively reviews and merges external pull requests.

GetMerged C-Rank badge for artokun/comfyui-mcp
[![GetMerged C-Rank](https://getmerged.abhishekco.de/api/badge/artokun/comfyui-mcp)](https://getmerged.abhishekco.de/artokun/comfyui-mcp?utm_source=github&utm_medium=badge)

Active Good First Issues (1)

View on GitHub

Requested by seanmcmagic in Discord #feature-requests: Turbo variants are now available from Kijai for faster load times making it actually usable on 8gb of VRAM… MiniMax is one of the most powerful tools in the toolkit to produce 15 second clips for chaining clips together… The official prompting guide can be found on the minimax team's website and I would love for the prompting guide to become a skill. Verified before filing No MiniMax/Hailuo skill exists — checked plugin/skills/, none of the 37 cover it. Two distinct H3 paths are live on the rig, and they are not the same product decision: Partner API nodes — MinimaxHailuo03TextToVideoNode, MinimaxHailuo03FirstLastFrameNode, MinimaxHailuo03ReferenceNode, MinimaxTextToVideoNode, MinimaxImageToVideoNode, MinimaxHailuoVideoNode. Paid, per-generation, no local VRAM cost. Local weights — MiniMaxH3ImageToVideo, MiniMaxH3ReferenceToVideo, EmptyMiniMaxH3LatentAV, MiniMaxH3SigmaShift, MiniMaxH3MemoryEfficientSageAttentionPatch,

📅 Opened Aug 9, 2026💬 3 comments
Quality: 90/100Contribute
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Contributor Community Vibe Feedback

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Maintainer helpfulness
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Beginner friendliness

Contributor Compatibility & Review Speed Analysis for artokun/comfyui-mcp

When evaluating whether to contribute to artokun/comfyui-mcp, response velocity and maintainer engagement are crucial. GetMerged continuously tracks pull request trajectories, first-comment latency, and code review rounds to help developers avoid submitting pull requests to backlogged repositories.

Currently, maintainers of artokun/comfyui-mcp acknowledge new external contributions in approximately 5 hours. Out of all submitted pull requests from non-core authors in the last 180-day window, 88.0% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to artokun/comfyui-mcp

01

Is artokun/comfyui-mcp welcoming to first-time open-source contributors?

artokun/comfyui-mcp has a recorded first-timer success rate of 100.0%. Repositories ranked Elite typically provide actionable feedback during code reviews and actively nurture new community contributors.

02

How fast can I expect code review feedback on my pull request?

The initial maintainer response time averages ~5 hours. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 74.4 C-Rank™ score represent?

The C-Rank™ index scores repositories on a 0 to 100 scale using an objective formula: external PR merge rates, initial response speed, active maintainer count, and first-time contributor retention. A score of 74.4 places artokun/comfyui-mcp in the Elite tier.

04

What is the external contributor pull request merge rate for artokun/comfyui-mcp?

The external pull request merge rate is 88.0%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.

05

Are there beginner Good First Issues open in artokun/comfyui-mcp?

artokun/comfyui-mcp does not have open beginner labels indexed currently, but external PRs for bugs and documentation improvements are evaluated via normal issue triage.

GetMerged C-Rank™ Indexing Standard

All metrics displayed for artokun/comfyui-mcp are automatically retrieved via the public GitHub API and recalculated daily. Insider pull requests submitted by repository owners or organization members are excluded from merge rate calculations to preserve objective external contributor statistics.