Turn a session's QA keep-list into a finished image: stack the good subs into a master and refine them. Use whenever the user wants to process/refine a session — e.g. "stack my subs", "process the session", "refine the images", "make a final image", "create the final photo", "give me a finished picture of M27". Refines ONLY the QA keep-list (never rejected subs), stacks with DeepSkyStacker (default, always-available → master + auto-stretched preview), the pure-Python pystack backend (no external app), or, if the user has PixInsight, via WBPP + a hand-off to their external pixinsight-mcp. A pure-Python post-processing pipeline (gradient removal, color calibration, deconvolution, saturation, opt-in labeled AI upscale) is available via preview params. Runs on the seestar-refine MCP service; every run is provenance-logged.
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryEngineeringStars0
About this skill
Turn a session's QA keep-list into a finished image: stack the good subs into a master and refine them. Use whenever the user wants to process/refine a session — e.g. "stack my subs", "process the session", "refine the images", "make a final image", "create the final photo", "give me a finished picture of M27". Refines ONLY the QA keep-list (never rejected subs), stacks with DeepSkyStacker (default, always-available → master + auto-stretched preview), the pure-Python pystack backend (no external app), or, if the user has PixInsight, via WBPP + a hand-off to their external pixinsight-mcp. A pure-Python post-processing pipeline (gradient removal, color calibration, deconvolution, saturation, opt-in labeled AI upscale) is available via preview params. Runs on the seestar-refine MCP service; every run is provenance-logged.
Quick start
Copy the install prompt. Use the green button above this README.
Send it to your agent. Paste it into your coding agent’s chat and send.
Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.
Turn a session's QA keep-list into a finished image: stack the good subs into a master and refine them. Use whenever the user wants to process/refine a session — e.g. "stack my subs", "process the session", "refine the images", "make a final image", "create the final photo", "give me a finished picture of M27". Refines ONLY the QA keep-list (never rejected subs), stacks with DeepSkyStacker (default, always-available → master + auto-stretched preview), the pure-Python pystack backend (no external app), or, if the user has PixInsight, via WBPP + a hand-off to their external pixinsight-mcp. A pure-Python post-processing pipeline (gradient removal, color calibration, deconvolution, saturation, opt-in labeled AI upscale) is available via preview params. Runs on the seestar-refine MCP service; every run is provenance-logged.
About this listing
Category
Engineering
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI