research
Skill1.7k starsChanged 11 days agoMITView on GitHub
Online research for a macOS app before building it, run as parallel researcher subagents, saved to docs/research/. Use when the user asks what to build, which features matter, how the best apps in a category work, how a macOS API or integration works, or wants a feature comparison.
189 other projects use a version of this, 1 of them edited.
Adopted by
Steady: 0 new projects took it in the last 4 weeks, none the 4 weeks before.thin data
Most recently taken up by
- dialog-db/dialog-dbtheir own version, first seen Nov 9, 2026
- howells/skillstheir own version, first seen Nov 8, 2026
- xiaoxiaosrm/dsh-mattpocock-skillstheir own version, first seen Nov 8, 2026
- Suge8/friedbuntheir own version, first seen Nov 8, 2026
- wowyuarm/dsh-agent-teamtheir own version, first seen Nov 8, 2026
- Contexera/dsh-agent-teamtheir own version, first seen Nov 8, 2026
Who's talking about daveebbelaar/bama
- Dave Ebbelaar“This Free Repo Lets Claude Code Build Any Mac App”YouTube · Oct 26, 2026 · 121k views
- tamhn“Claude Giờ Làm Được MỌI Ứng Dụng Mac (Skill Miễn Phí)”YouTube · Oct 29, 2026 · 8.1k views
- Claudical“App Store 대신 말로 만드는 Mac 앱 | Claude Code 플러그인 BAMA”YouTube · Nov 3, 2026 · 1.9k views
- Daksh“BAMA AI Agent builds native Mac apps from screenshots #shorts”YouTube · Oct 28, 2026 · 742 views
- Tech by Thilak“Claude can now clone Mac apps (BAMA, free and open source)”YouTube · Nov 2, 2026 · 310 views
The biggest 5 of 42 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 42
Talked about on GitHub, YouTube and the web (42 times).
On GitHub · 20
- Nov 5, 2026agent-skills.github.daveebbelaar.bama: 0-unstable-2026-11-01 → 1.1.1 — sudosubin/agents.nix0 reactions
- Nov 5, 2026claude-code-plugins.github.daveebbelaar.bama: 0-unstable-2026-11-01 → 1.1.1 — sudosubin/agents.nix0 reactions
- Nov 1, 2026claude-code-plugins.github.daveebbelaar.bama: 0-unstable-2026-10-29 → 0-unstable-2026-11-01 — sudosubin/agents.nix0 reactions
- Nov 1, 2026agent-skills.github.daveebbelaar.bama: 0-unstable-2026-10-29 → 0-unstable-2026-11-01 — sudosubin/agents.nix0 reactions
- Nov 1, 2026[GitHub Radar] 2026-11-01: 3 repo đáng xem — mrxcode-debug/pdt-github-hot-radar0 reactions
15 more on GitHub
- Oct 30, 2026H: Mac app (SwiftUI shell around the Rust binary), replaces the AppleScript droplet — fastermadman/PDFable0 reactions · 1 comment
- Oct 29, 2026agent-skills.github.daveebbelaar.bama: 0-unstable-2026-10-27 → 0-unstable-2026-10-29 — sudosubin/agents.nix0 reactions
- Oct 29, 2026claude-code-plugins.github.daveebbelaar.bama: 0-unstable-2026-10-27 → 0-unstable-2026-10-29 — sudosubin/agents.nix0 reactions
- Oct 28, 2026[Candidate] daveebbelaar/bama/skills/design/layout-grid - layout-grid — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 28, 2026[Candidate] daveebbelaar/bama/skills/design/design-system - design-system — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 28, 2026[Candidate] daveebbelaar/bama/skills/design/design-kit - design-kit — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 27, 2026agent-skills.github.daveebbelaar.bama: init at 0-unstable-2026-10-27 — sudosubin/agents.nix0 reactions
- Oct 27, 2026[Candidate] daveebbelaar/bama/skills/design/design-from-app - design-from-app — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 27, 2026[Candidate] daveebbelaar/bama/skills/design/app-icon - app-icon — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 27, 2026[Candidate] daveebbelaar/bama/skills/code/swift-swiftui - swift-swiftui — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 27, 2026claude-code-plugins.github.daveebbelaar.bama: 0-unstable-2026-10-26 → 0-unstable-2026-10-27 — sudosubin/agents.nix0 reactions
- Oct 27, 2026[Candidate] daveebbelaar/bama/skills/code/performance - performance — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 27, 2026[Candidate] daveebbelaar/bama/skills/code/os-integrations - os-integrations — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 27, 2026[Candidate] daveebbelaar/bama/skills/code/improve-architecture - improve-architecture — ProSkillsMD/proskills0 reactions · 1 comment
- Oct 27, 2026claude-code-plugins.github.daveebbelaar.bama: init at 0-unstable-2026-10-26 — sudosubin/agents.nix0 reactions
On YouTube · 13
- Oct 26, 2026This Free Repo Lets Claude Code Build Any Mac App — Dave Ebbelaar121k views · 118 comments
- Oct 29, 2026Claude Giờ Làm Được MỌI Ứng Dụng Mac (Skill Miễn Phí) — tamhn8.1k views · 5 comments
- Nov 3, 2026App Store 대신 말로 만드는 Mac 앱 | Claude Code 플러그인 BAMA — Claudical1.9k views · 1 comment
- Oct 28, 2026BAMA AI Agent builds native Mac apps from screenshots #shorts — Daksh742 views
- Nov 2, 2026Claude can now clone Mac apps (BAMA, free and open source) — Tech by Thilak310 views
8 more on YouTube
- Oct 29, 2026Claude Code Mac App: One Sentence In, a Working App Out (Free BAMA Repo) — Simply AI217 views
- Oct 29, 2026Clone any native Mac app using AI agents 🚀 — LookOnThisGit117 views · 1 comment
- Nov 1, 2026AI Se Apni Mac App? 🖥️ — Suresh52 views
- Nov 2, 2026See an app you like? Claude Code rebuilds it as a Mac app (BAMA) — RocketLauncher Code40 views
- Oct 27, 2026Your AI can now build real Mac apps #shorts — No Short Answers36 views · 1 comment
- Oct 27, 2026BAMA: Agent Skills That Build Native Mac Apps #Shorts — Brix AI30 views
- Oct 29, 2026BAMA + 2 more repos · hotin.ai daily Oct 29, 2026 #Shorts — HotInAI27 views
- Nov 4, 2026bama: Rebuild any Mac app instantly — Dail Finds Dev | Repos, Tools, Sites2 views
On the web · 9
- Oct 30, 2026Build your own Mac app with Claude Code | aruntastic — aruntastic.com
- Oct 26, 2026This Free Repo Lets Claude Code Build Any Mac App · CHOOSETO.AI — chooseto.ai
- Oct 24, 2026daveebbelaar/bama - The Skill Leaderboard — skillleaderboard.com
- Feb 15, 2026Product TEA Test: GAMMA - by TEA (The Era Arc) and Sam Li — tea2025.substack.com
- Dec 28, 2025My Experience Using the BMAD Framework on a Personal Project (Patience Required) — dev.to
4 more on the web
- Dec 6, 2025Finding My Brain Again in the Middle of the AI Fire hose | by Shay Dratler — dratler-shay.medium.com
- Sep 14, 2025#6 - ChatGPT Agent, Youware, Gamma - by Brandon — behindonai.substack.com
- Jul 16, 2025My 15 favorite apps I use daily. We spend hours each day on our phones… | by Bex Jeanson — userbexperiencedesign.medium.com
- Aug 11, 2023Last Day with @daveebbelaar here at Termene.ro in Nuba, Mamaia. I got some great insight on how to code an AI Agent that can take notes for your meetings and organise them … | David Podut — linkedin.com
Used with
Projects with it also use daily-arxiv, exp-eval and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
LambenthanSkilldaily-arxiv
每日从 arXiv 拉取新论文,过滤相关性,auto-ingest 高优先级论文,检测 SOTA 更新
Also in 5 projects that use this
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实验判决门:Review LLM 独立评判实验结果 → 4 种判决路径 → 自动更新 claims confidence、ideas status、graph edges
Also in 5 projects that use this
truongtv22SkillProblem-Solving Techniques
Apply systematic problem-solving techniques for complexity spirals (simplification cascades), innovation blocks (collision-zone thinking), recurring patterns (meta-pattern recognition), assumption constraints (inversion exercise), scale uncertainty (scale game), and dispatch when stuck. Techniques derived from Microsoft Amplifier project patterns adapted for immediate application.
Also in 5 projects that use this
liufeng1976Skillsetup-ts-deep-modules
Wire dependency-cruiser into a TypeScript repo so each package is a deep module — implementation hidden in subfolders, reachable only through its entry-point files. User-invoked.
Also in 43 projects that use this
skyllwtSkillexp-pilot-eval
Pilot result evaluation — read pilot results, apply success criteria, update idea page (pilot_result, failure_reason if failed), generate PILOT_VERDICT_REPORT. Called by /ideate Phase 5 after /exp-pilot-run.
Also in 4 projects that use this
skyllwtSkillexp-pilot-run
Pilot experiment execution — read Pilot Spec YAML, write pilot code, run experiment(Confirm with the user before operation and require the applicant to conduct manual inspection), return results. Called by /ideate Phase 5. Does NOT modify wiki pages or judge pass/fail.
Also in 4 projects that use this
- +5 more from Lambenthan
- +1 more from skyllwt
Other versions189 projects use a version of this.
Word for word · 0
None found.
Edited · 1
- daveebbelaar/bawa★ 1771% same
Wrote their own version · 188
- mattpocock/skills★ 309ksame name
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- QuivrHQ/quivr★ 40ksame name
- The-Vibe-Company/quivr★ 40ksame name
- udecode/plate★ 17ksame name
- openai/plugins★ 7.8ksame name
- ArcReel/ArcReel★ 6.3ksame name
- vinvcn/mattpocock-skills-zh-CN★ 5.5ksame name
- withcoral/coral★ 4.9ksame name
178 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository22 other files it gives its agents.
- AGENTS.mdAGENTS.md
- .claude/CLAUDE.mdCLAUDE.md
- agent-cliSkill
- improve-architectureSkill
- os-integrationsSkill
- performanceSkill
- swift-swiftuiSkill
- app-iconSkill
- design-from-appSkill
- design-kitSkill
- design-systemSkill
- layout-gridSkill
- mac-designSkill
- ux-designSkill
- cloneSkill
- user-storiesSkill
- build-and-verifySkill
- improve-loopSkill
- test-mac-appSkill
- app-briefSkill
- bamaSkill
- new-mac-appSkill
The file
We split this skill into the rules it gives an agent
6 rules. 0 are common, 3 are distinctive, and 3 are very specific to this project.
0
Common
Most of the 169 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 15
Write the question in one line, and the decision it informs ("which features go in version one", "Carbon hotkeys or an event tap").
- Distinctive: line 22
Start one subagent per track, in parallel, with the brief below.
- Very specific: line 51
Write one file per question: docs/research/<topic>.md.
- Very specific: line 80
Keep the feature matrix: user-stories turns its "Version one?" column into stories.
- Distinctive: line 83
Check whether a system store (EventKit for reminders and calendars, CloudKit) gives sync and phone capture for free.
- Very specific: line 90
Call the Skill tool with clone if one app stands out as the reference and you can open it.
“Common” is measured: kept by at least 6 in 10 of the 169 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Research
Research answers three questions before code exists: what the best apps in
the category do, what users love and hate about them, and how macOS lets
you build it. The output feeds app-brief and user-stories.
1. Frame
Write the question in one line, and the decision it informs ("which
features go in version one", "Carbon hotkeys or an event tap"). If the user
gave only a category, the question is "what makes the best <category> app
on the Mac".
2. Fan out
Start one subagent per track, in parallel, with the brief below. Pick the tracks that fit. Four is typical. Market and Reviews always run. Reviews covers many apps: give each subagent 3 or 4 apps, or the 600 words run out.
| Track | Finds |
| Market | The 5 to 8 best apps in the category, their price, platform, and headline features |
| Reviews | Per app: what people like and what they dislike, from App Store and Mac App Store reviews, Reddit, Hacker News, forums, and "switched from X" posts |
| Features | The full feature list of the 2 or 3 leaders, from docs, changelogs, and help pages |
| Design | Screens, interaction details, and keyboard shortcuts of the leaders |
| Platform | The macOS APIs, permissions, and limits each feature needs, and what other apps on this Mac already use (global shortcuts, URL schemes, bundle ids) |
Subagent brief (fill in the brackets):
Research [track] for a native macOS app that [one-line idea].
Question: [the question]. Decision it informs: [decision].
Search the web. Prefer primary sources: official docs, changelogs, Apple
developer docs, WWDC sessions, the app's own help pages. Use reviews and
forums for opinions only. If a source is blocked, say so and use another
(Hacker News, App Store reviews, Mac forums). Do not write any files.
Tag every claim: [V] verified in a source (give the URL), [K] from your
own knowledge, [U] unverified, must be tested.
Return at most 600 words: a findings list, a table where it helps, and
the 3 things that matter most for the decision. No intro, no summary.3. Merge
Write one file per question: docs/research/<topic>.md.
# <Topic>
Research for <AppName>. Done <YYYY-MM-DD>.
[V] verified in a source, [K] from knowledge, [U] unverified, test first.
## Findings
- ... [V](url)
## Likes and dislikes
| App | People like | People dislike | Sources |
| --- | --- | --- | --- |
| App A | <3 to 5 points, most mentioned first> | <3 to 5 points> | <urls> |
Patterns: <likes that repeat across apps (must have), dislikes that repeat
(our chance to do better)>
## Feature matrix
| Feature | App A | App B | App C | Version one? |
## Decisions
1. <decision>, because <finding>. Planned test: <test, for a [U] finding>.
## Open questions
- <[U] claim and how to test it>Keep the feature matrix: user-stories turns its "Version one?" column
into stories. Every "People like" point maps to a decision or to an
"accepted gap" line in the brief, so nothing loved is dropped by accident.
Check whether a system store (EventKit for reminders and calendars,
CloudKit) gives sync and phone capture for free. Turn each [U] that a decision depends on into a test before
you trust it (a probe script, a self-test step, or a preview field in the
reference app).
4. Hand off
Call the Skill tool with clone if one app stands out as the reference
and you can open it. If it is not installed, or computer use and a browser
are not available, link its public help pages and screenshots in the
research file instead. Then call the Skill tool with app-brief.
Done when every track returned, the file has a likes and dislikes table
for every app in the market list, a feature matrix, and a decision list,
and every decision cites a [V] or a planned test.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

