build
Skill23 starsChanged 2 months agoMITView on GitHub
Use when implementing any non-trivial feature, change, or fix: \"build me X\", \"add this feature\", \"implement this\", \"make this work\", \"can you create\". Covers new functionality, meaningful changes to existing code, and anything where quality matters: including small features, which still need verifying before \"done\". Only a literal one-line edit skips this.
156 other projects use a version of this.
Adopted by
Most recently taken up by
- jskswamy/skillstheir own version, first seen Nov 8, 2026
- domengabrovsek/agent-configtheir own version, first seen Nov 8, 2026
- domengabrovsek/claudetheir own version, first seen Nov 8, 2026
- lilly-builds/senior-engineer-modetheir own version, first seen Nov 8, 2026
- endqwerty/endstacktheir own version, first seen Nov 8, 2026
- DnsQueen/orcinus-skillstheir own version, first seen Nov 8, 2026
Used with
Projects with it also use backprop, finances and 9 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.
JuliusBrusseeSkillbackprop
Bug → spec protocol. When a bug is found or a test fails, trace the cause, decide whether a new §V invariant would catch recurrence, append to §B. This is the one non-obvious thing SDD does that plan-then-execute doesn't. Triggers on test failure, bug report, post-mortem, or explicit user ask.
Also in 4 projects that use this
GerardoRdz96Skillfinances
Use when Gera talks about his money — logging an expense ("I spent X on Y"), checking where he stands this pay-period, closing a period, planning debt payoff, onboarding his financial picture, or asking for budgeting/finance opinions. Servy's financial brain. Triggers — "I spent", "log this expense", "where am I this period", "close the period", "how's my budget", "debt plan", "should I pay off", "finances onboard", "/finances".
Also in 3 projects that use this
cpiprintSkillfavicon
Generate favicons from a source image
Also in 3 projects that use this
madeehahassanSkillGo-Live
Pre-launch checklist. Use before making any app public, sharing a link externally, or announcing a product launch. Adapts to Claude Code, claude.ai, and Cowork.
Also in 3 projects that use this
synaptiaiSkillgate
Create a BDSK review_gate artifact. Defines a checkpoint that controls whether generated output may proceed toward acceptance. Use when defining quality, security, or scope gates for execution plans.
Also in 5 projects that use this
TrevokeSkilldefine
Use when a new feature request, bug report, or work request needs requirements defined before implementation
Also in 3 projects that use this
Other versions156 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 156
- FalkorDB/FalkorDB★ 10ksame name
- microsoft/microsoft-ui-xaml★ 8.6ksame name
- NexaAI/nexa-sdk★ 8.5ksame name
- hathach/tinyusb★ 7.3ksame name
- parcadei/Continuous-Claude★ 3.9ksame name
- parcadei/Continuous-Claude-v2★ 3.9ksame name
- parcadei/Continuous-Claude-v3★ 3.9ksame name
- pytorch/TensorRT★ 3ksame name
- oxsecurity/megalinter★ 2.6ksame name
- iPlug2/iPlug2★ 2.4ksame name
146 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 repository34 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- analyzeSkill
- assessSkill
- blueprintSkill
- breakdownSkill
- checklistSkill
- clarifySkill
- constitutionSkill
- convergeSkill
- debugSkill
- deepenSkill
- deprecateSkill
- double-checkSkill
- explainSkill
- handoffSkill
- helpSkill
- initSkill
- interviewSkill
- learnSkill
- levelupSkill
- lintSkill
- living-docsSkill
- performanceSkill
- personaSkill
- promptSkill
- prototypeSkill
- qaSkill
- quarantineSkill
- reportSkill
- roadmapSkill
- routeSkill
- signatureSkill
- specifySkill
The file
We split this skill into the rules it gives an agent
6 rules. 0 are common, 2 are distinctive, and 4 are very specific to this project.
0
Common
Most of the 143 edited versions we read keep these.
2
Distinctive
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 14
Spec-first work: When the task qualifies for the full flow in ~/.mastermind/engineering/core/spec-driven.md, run its steps in place of …
- Very specific: line 21
When the feature folder has a tasks.md, it is the plan.
- Distinctive: line 28
Stop at each story checkpoint: Run the story's independent test and show the evidence before starting the next story.
- Distinctive: line 32
A test task's check is its failure: Write the test, run it, and see it fail for the reason the task names before writing the code.
- Very specific: line 36
Record every technical ruling you make: When the documents leave a reversible technical choice open, decide it and add one line under the …
- Very specific: line 111
Capture & report: run the levelup skill (capture) to fold any durable lesson or correction into the active field's lessons.md.
“Common” is measured: kept by at least 6 in 10 of the 143 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
MasterMind: Build
The single "do it the genius way, end to end" workflow. It runs the loop from ~/.mastermind/engineering/core/agent-loop.md,
pulling in the specialist agents and the field pack at each phase. Task: $ARGUMENTS.
Scale effort to the task (~/.mastermind/engineering/core/principles.md): a trivial change skips straight to implement+verify;
a foundation gets the full loop. Match the ceremony to what the task warrants.
Spec-first work. When the task qualifies for the full flow in
~/.mastermind/engineering/core/spec-driven.md, run its steps in place of steps 1 to 3: specify, then
interview on the spec, blueprint, breakdown, and analyze when it touches money, auth or data.
Then build from the task list below.
Building from a task list
When the feature folder has a tasks.md, it is the plan. Steps 4 and 5 run per task. Step 6 runs once
per story, on that story's diff, at its checkpoint. The rules:
- Work in order, phase by phase. Tasks marked
[P]may run together; everything else waits for the task before it. - Tick a box only after that task's own check passes: the file exists, the command is green, the behavior is observed. Never tick ahead.
- Stop at each story checkpoint. Run the story's independent test and show the evidence before starting the next story.
- A task that cannot be done as written is reported, with the reason. Never improvise around it, and never tick it.
- A test task's check is its failure. Write the test, run it, and see it fail for the reason the task names before writing the code. A test that passes on first run proves nothing yet.
- Plans change through their own skill. A task that needs a different spec or plan stops and goes
back to
specifyorblueprint. A product answer the user gives lands in the spec's Clarifications. - Record every technical ruling you make. When the documents leave a reversible technical choice
open, decide it and add one line under the task:
Ruling: <what> · <why> · <cost if wrong>. List all of them in the final report. A product choice is never a ruling: it goes to the user. - Set the spec's status to
buildingat the first task. After the last task, runconverge, and treat the feature as done only when it reports converged. At each story checkpoint, runmastermind nextand end with the step it names.
The loop
- Understand: and say how you read it. Open with one line stating your interpretation, so a
misread surfaces now instead of after the code exists: "Reading this as: a bulk-import screen for
ops staff, optimised for recovering from bad rows rather than for speed." Then restate the real
problem and its scope/lifespan; do the asked task and nothing more
(
~/.mastermind/engineering/core/rigor.md→ Stay in scope). Read the relevant existing code and conventions first (delegate wide reading to a subagent to protect context); learn the stack if unfamiliar (~/.mastermind/engineering/core/agent-loop.md→ Learn the stack first). Match the codebase. - Design (non-trivial only): invoke the
architectagent to produce the blueprint: module/component boundaries + interfaces, state model, data flow, key types, edge-case list. For a multi-file or unfamiliar change, write the design/spec down before coding. Skip for a clear one-file fix. Cut the work into thin vertical slices, never horizontal layers. A slice crosses every layer and is visible when it lands. Left alone a model builds horizontally, all the data layer, then all the API, then all the UI, which is faster to write and hides every integration failure until the end. The rate of feedback is the ceiling on quality, so the slice exists to move that failure forward. Show the shape before you write it, not in prose. The types, the signatures, the call stack, the file layout: the forms in~/.mastermind/skills/clarify/SKILL.md. This is the internal detail that never reaches an architecture document and that a model still gets wrong, and it is far cheaper to correct a call tree than the code under it. One screen, then build. - Decide the stack: apply the active field's
stack-defaults.mdwhen a field pack exists. Choose the simplest thing that fully works; deviate only for a stated reason. Consultmentors.mdif a call is contested.
Plan-first gate (opt-in, off by default). If the project's
plan-firstpreference is on (.mastermind/prefs.md:plan-first: on): or the user asks to "plan first": plan first, then edit. Present a concise plan from steps 1–3: the goal, the approach, the files you'll touch, the steps, and any risk/decision worth a look.The bar: clear enough for a capable engineer with no context on this project to follow without asking you anything. That means exact file paths, not "the auth module"; bite-sized steps, not "implement the feature"; and a stated way to tell each step worked. A plan records decisions, not code: a plan longer than the code it describes has written the code instead. If a step needs you to already know something the plan doesn't say, it isn't written yet. Then stop and wait for the user's go-ahead (this overrides the usual "decide and do" for this project, they opted in). If they adjust it, fold that in and re-show. On approval, announce
🧠 MasterMind ▸ implementing the planwith└ build · implement → verify → reviewbeneath it, then proceed to step 4. Skip the gate entirely for a trivial one-liner (match effort to stakes). It's for changes worth reviewing first.
- Implement to rigor (
~/.mastermind/engineering/core/rigor.md), build against the design. Handle the unhappy paths (null/empty/loading/error/zero/one/many/offline/unauthorized/malformed). Types honest, no lazy placeholders, no dead code. Single-purpose units. Style like the surrounding code. - Verify: close the loop (
~/.mastermind/engineering/core/agent-loop.md; theqaskill): prove it works by driving the real thing: typecheck + lint + build, run the project's existing tests, and for UI exercise the actual flow / screenshot. Show the evidence; never assert success. If you can't verify it, it isn't done. Fix root causes. Don't add tests or a test framework unprompted (tests a task list or the constitution requires are not unprompted): once it works, offer: "Built and verified, want me to add tests / do this test-first?" Adversarial review: invoke the
code-revieweragent on the diff in a fresh context. Fix real must-fix findings (correctness/security/a11y); treat gap-hunting nits as optional to avoid over-engineering. Re-verify after fixes.A re-review looks only at the earlier findings and the diff that fixed them. Anything new it notices elsewhere is reported once and does not extend the loop.
Close the loop in a bounded number of rounds: three. Fix, re-review, repeat. If findings are still open after the third, stop looping and decide each one in writing: fixed · parked (why it's real but not blocking, in one line) · blocked (it's load-bearing and needs the human). Three rounds without convergence means the disagreement isn't about this diff. It's about the design, and more rounds just relitigate it more expensively.
Two things this loop must never do: adjudicate early to escape another round. That's pre-judging with a nicer name: and drop a finding silently. Every finding exits as fixed, parked-with-a-reason, or escalated, and the user can see which.
- Capture & report: run the
levelupskill (capture) to fold any durable lesson or correction into the active field'slessons.md. Report honestly in a few lines: what shipped, the evidence it works, and anything deferred. Commit / open a PR only if asked. If the project'scycle-reportpreference is on (.mastermind/prefs.md:markdown/html, orask→ offer once), also run thereportskill to write a durable file: default is off, so most cycles just get this in-chat verdict. Skip it entirely for a one-line change.
What you noticed but left alone
You will pass broken windows on the way: a stale import, a misleading name, a function that wants splitting. Fixing them buries the change you were asked for in a diff nobody can review. Collect them instead, and hand the list back at the end:
Noticed, not touched:
· src/utils/format.ts: unused import, unrelated to this change
· OrderRow re-renders on every parent tick: pre-existing, would need its own slice
→ Want tasks for these?Costs one line, keeps the diff honest, and the user gets the observation without paying for unrequested work: a reviewer can then see the whole change and believe it.
Non-negotiables
Correctness, security, accessibility are never traded for speed. Speed is the reward for rigor. If an
approach is wrong or unsafe, say so once with the better option (~/.mastermind/engineering/core/rigor.md refuse-list), then proceed.
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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.

