mozarkai/optics-framework

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• Clean up Google Vision OCR and add a RapidOCR engine

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  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  mozarkai/optics-framework#614 · Opened Oct 11, 2026

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• Skip LLM engines that fail to start instead of losing all of them

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  Difficulty 3/5 1-2 days Newbie friendliness 70/100

  mozarkai/optics-framework#613 · Opened Oct 11, 2026

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• Let optics serve/mcp configure a full LLM engine entry

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  Difficulty 4/5 1-2 days Newbie friendliness 52/100

  mozarkai/optics-framework#612 · Opened Oct 11, 2026

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• Non-UTF-8 stdout kills every command, and Windows-reserved timestamps silently drop screenshots

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  Difficulty 4/5 3-5 days Newbie friendliness 20/100

  mozarkai/optics-framework#587 · Opened Sep 22, 2026

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• Upgrading to the headless OpenCV leaves the GUI build installed

  May be free again A pull request for this issue was closed without being merged. Open

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  Difficulty 2/5 1-3 hours Newbie friendliness 30/100

  mozarkai/optics-framework#579 · Opened Sep 22, 2026

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• Guard the bare-Linux startup path in CI

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  Difficulty 3/5 1-2 days Newbie friendliness 35/100

  mozarkai/optics-framework#578 · Opened Sep 22, 2026

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• No documentation or secret-handling story for remote/authenticated Appium hubs

  May be free again @chinmayajha claimed this 53 days ago, and no pull request is open. Open

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  documentation enhancement

  mozarkai/optics-framework#496 · 1 assignee · Opened Aug 31, 2026

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• optics list shows no parameter signatures or types

  May be free again @chinmayajha claimed this 53 days ago, and no pull request is open. Open

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  enhancement

  mozarkai/optics-framework#493 · 1 assignee · Opened Aug 31, 2026

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• Give optics quickstart a non-interactive mode

  May be free again @chinmayajha claimed this 53 days ago, and no pull request is open. Open

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  enhancement

  mozarkai/optics-framework#492 · 1 assignee · Opened Aug 31, 2026

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• Simplify how a new keyword gets registered across entry points

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  Difficulty 5/5 Over a week Newbie friendliness 35/100

  mozarkai/optics-framework#484 · 1 comment · Opened Aug 25, 2026

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• refactor: unify required-file discovery across init/generate/execute; make elements optional in generate

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  enhancement

  Difficulty 4/5 3-5 days Newbie friendliness 45/100

  mozarkai/optics-framework#474 · Opened Aug 24, 2026

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• templatematch: confidence_level has inverted dual semantics (correlation threshold vs Lowe ratio factor)

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  Difficulty 4/5 3-5 days Newbie friendliness 45/100

  mozarkai/optics-framework#472 · Opened Aug 23, 2026

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• templatematch: confidence_level=1.0 can never match on the fast path

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  Difficulty 3/5 1-2 days Newbie friendliness 56/100

  mozarkai/optics-framework#471 · Opened Aug 23, 2026

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• setup: stream progress for long installs and report what was installed

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  Difficulty 3/5 1-2 days Newbie friendliness 55/100

  mozarkai/optics-framework#447 · Opened Aug 9, 2026

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• test: guard that each bundled sample template's engines map to an installable extra

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  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  mozarkai/optics-framework#445 · Opened Aug 9, 2026

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• bug: Pytesseract doesn't select matches with the highest confidence score

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  Difficulty 3/5 1-2 days Newbie friendliness 52/100

  mozarkai/optics-framework#437 · Opened Aug 6, 2026

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• Bug: Inconsistency between Pytesseract and other OCR text matching behaviour

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  Difficulty 2/5 1-3 hours Newbie friendliness 75/100

  mozarkai/optics-framework#436 · Opened Aug 6, 2026

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• bug: Google Vision models do not use confidence in OCR

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  Difficulty 2/5 1-3 hours Newbie friendliness 66/100

  mozarkai/optics-framework#435 · Opened Aug 6, 2026

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• Optimize: skip screenshot capture in get_interactive_elements when pixel-space bounds aren't needed

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  Difficulty 3/5 1-2 days Newbie friendliness 55/100

  mozarkai/optics-framework#417 · Opened Jul 29, 2026

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• test: add testing on real devices in CI

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  Difficulty 5/5 Over a week Newbie friendliness 35/100

  mozarkai/optics-framework#365 · 1 comment · Opened Jul 17, 2026

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• introduce fuzzy testing

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  help wanted python

  Difficulty 4/5 3-5 days Newbie friendliness 38/100

  mozarkai/optics-framework#364 · Opened Jul 16, 2026

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• parse_special_key returns enum but code treats it as string

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  Difficulty 2/5 1-3 hours Newbie friendliness 69/100

  mozarkai/optics-framework#363 · Opened Jul 16, 2026

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• chore: remove debug logging from production branch

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  good first issue

  Difficulty 2/5 1-3 hours Newbie friendliness 58/100

  mozarkai/optics-framework#345 · Opened Jul 13, 2026

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• Move event flushing to teardown of session_manager instead of driver to main SRP

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  Difficulty 3/5 1-2 days Newbie friendliness 48/100

  mozarkai/optics-framework#344 · 1 comment · Opened Jul 11, 2026

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• bug(optics serve): non existent keywords are shown in `GET {{baseUrl}}/v1/keywords` of `optics serve`

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  bug

  Difficulty 2/5 1-3 hours Newbie friendliness 70/100

  mozarkai/optics-framework#341 · Opened Jul 8, 2026

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• bug(serve): `optics serve` ignores `config.yaml` from `project_path`

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  Difficulty 3/5 1-2 days Newbie friendliness 58/100

  mozarkai/optics-framework#332 · 2 comments · Opened Jul 3, 2026

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• feat(live): auto-append assert_presence to saved NL modules

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  Difficulty 4/5 3-5 days Newbie friendliness 35/100

  mozarkai/optics-framework#329 · Opened Jul 1, 2026

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• feat(nl): verify goal reached by re-screenshotting after 'done'

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  Difficulty 4/5 3-5 days Newbie friendliness 22/100

  mozarkai/optics-framework#328 · Opened Jul 1, 2026

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• introduce CI to build various docker images

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  enhancement good first issue

  Difficulty 3/5 1-2 days Newbie friendliness 40/100

  mozarkai/optics-framework#320 · 1 comment · Opened Jun 27, 2026

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• Add optional API authentication for `optics serve`

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  Difficulty 3/5 1-2 days Newbie friendliness 45/100

  mozarkai/optics-framework#314 · Opened Jun 18, 2026

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• Migrate Pydantic V1 `class Config` to V2 `ConfigDict`

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  Difficulty 3/5 Half a day Newbie friendliness 75/100

  mozarkai/optics-framework#311 · Opened Jun 18, 2026

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• Support cross-process session sharing between optics mcp and optics serve

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  Difficulty 4/5 Over a week Newbie friendliness 15/100

  mozarkai/optics-framework#307 · Opened Jun 17, 2026

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• MCP screenshot resource returns application/octet-stream instead of image/png

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  Difficulty 3/5 1-2 days Newbie friendliness 22/100

  mozarkai/optics-framework#306 · Opened Jun 17, 2026

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• Command queueing — stack commands instead of rejecting while busy

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  enhancement

  Difficulty 3/5 1-2 days Newbie friendliness 42/100

  mozarkai/optics-framework#301 · Opened Jun 14, 2026

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• Refactor common/ and simplify structure

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  enhancement

  Difficulty 5/5 Over a week Newbie friendliness 12/100

  mozarkai/optics-framework#300 · Opened Jun 14, 2026

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• TUI library consolidation — standardize on Textual, drop prompt_toolkit

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  dependencies enhancement

  Difficulty 4/5 3-5 days Newbie friendliness 35/100

  mozarkai/optics-framework#298 · Opened Jun 14, 2026

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• Cross-platform /device switch — auto-reconfigure platform caps

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  enhancement

  Difficulty 4/5 3-5 days Newbie friendliness 35/100

  mozarkai/optics-framework#299 · Opened Jun 14, 2026

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• Move device discovery behind DriverInterface

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  enhancement

  Difficulty 4/5 3-5 days Newbie friendliness 30/100

  mozarkai/optics-framework#297 · Opened Jun 14, 2026

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• docs: broken link breaks mkdocs --strict

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  Difficulty 1/5 Under an hour Newbie friendliness 20/100

  mozarkai/optics-framework#581 · Opened Sep 22, 2026

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• TextDetectionStrategy/ImageDetectionStrategy.assert_elements overshoot their allocated slice by up to ~3x

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  Difficulty 3/5 1-2 days Newbie friendliness 35/100

  mozarkai/optics-framework#524 · 4 comments · Opened Sep 1, 2026

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• _alloc_time_for_strategy floors to 0, silently asserting nothing under a tight timeout

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  bug

  mozarkai/optics-framework#507 · 1 assignee · Opened Aug 31, 2026

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• Inconsistent severity for "engine enabled but package missing" across doctor/dry_run/generate

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  bug

  mozarkai/optics-framework#497 · 1 assignee · Opened Aug 31, 2026

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• Surface Docker & devcontainer in the docs site; fix broken Docker link

  Possibly taken @chinmayajha claimed this 91 days ago. Open

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  documentation

  mozarkai/optics-framework#393 · 2 comments · 1 assignee · Opened Jul 24, 2026

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• FlowControl module condition decides truth by exception-presence, not result truthiness

  Possibly taken @chinmayajha claimed this 91 days ago. Open

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  mozarkai/optics-framework#385 · 1 comment · 1 assignee · Opened Jul 23, 2026

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• Stateless API Layer

  Possibly taken @malto101 claimed this 102 days ago. Open

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  enhancement good first issue

  mozarkai/optics-framework#351 · 5 comments · 2 assignees · Opened Jul 13, 2026

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