integrate
Skill40 starsChanged 6 months agoMITView on GitHub
Production-grade implementation. Reads scope.md + stack.md + decisions.md + value-frame.md. EXPLICITLY DOES NOT READ customers/<name>/poc/ — that directory is throwaway. POC discoveries reach /integrate via the learnings write-back that /poc performs into stack.md and decisions.md.
11 other projects use a version of this.
Adopted by
Most recently taken up by
- synaptiai/agent-capability-standardtheir own version, first seen Nov 1, 2026
- BANKSapi/claude-plugintheir own version, first seen Nov 1, 2026
- masseater/skillstheir own version, first seen Oct 25, 2026
- modeled-information-format/mnemonictheir own version, first seen Oct 13, 2026
- VoTruongDanh/Skills-Agenttheir own version, first seen Oct 13, 2026
- ykeezy/skillstheir own version, first seen Oct 9, 2026
Used with
Projects with it also use discover, plan and 2 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.
anombyte93Skilldiscover
Phase 1 of the prd-taskmaster pipeline: brainstorm-driven discovery. Delegates to superpowers:brainstorming in Interactive Mode (one adaptive question at a time), or self-brainstorms in Autonomous Mode when no user is present. Intercepts before the brainstorming chain hands off to writing-plans — this skill owns the exit. Extracts constraints, calibrates scale (Solo / Team / Enterprise), and advances the pipeline to GENERATE.
Also in 3 projects that use this
BlockSkillplan
Draft a TDD, PRD, or lightweight plan in the conversation without committing it.
Also in 4 projects that use this
OpenAISkillaudit
Audit or critique a product flow, journey, workflow, funnel, onboarding path, checkout path, settings path, screen, or multi-step product experience by capturing screenshots first, then reporting UX, design, and accessibility findings inline from that evidence. Use Figma only when the user explicitly asks for a board. Use when the user asks to audit, review, critique, inspect, assess, analyze, evaluate, or give feedback on a product experience.
Also in 3 projects that use this
SentrySkillreview
Fixture review skill.
Also in 3 projects that use this
Other versions11 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 11
- suboss87/FDEOps★ 940same name
- DanMcInerney/architect-loop★ 626same name
- yha9806/academic-writing-toolkit★ 54same name
- dfrysinger/qrspi-plus★ 37same name
- modeled-information-format/mnemonic★ 23same name
- synaptiai/agent-capability-standard★ 6same name
- VoTruongDanh/Skills-Agent★ 4same name
- masseater/skills★ 2same name
- BANKSapi/claude-plugin★ 1same name
- ykeezy/skills★ 1same name
1 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 repository8 other files it gives its agents.
- customer-contextSkill
- discoverySkill
- engagement-retroSkill
- learningsSkill
- pocSkill
- scopeSkill
- triageSkill
- value-frameSkill
The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 3 are distinctive, and 2 are very specific to this project.
0
Common
Most of the 10 edited versions we read keep these.
3
Distinctive
This author's own choices. Worth a look.
2
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 39
If missing or stale: "Run /customer-context $CUSTOMER_NAME first." Stop.
- Distinctive: line 79
Read in this order:
- Distinctive: line 109
When you would normally have said "let me check how the POC handled X," instead:
- Very specific: line 110
Look in stack.md and decisions.md for the relevant write-back.
- Distinctive: line 111
If it's not there, surface it to the FDE: "stack.md / decisions.md don't mention how the customer's auth proxy handles long-lived tokens.
“Common” is measured: kept by at least 6 in 10 of the 10 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
/integrate
Build the production version. Cleanroom rebuild from the customer context files — never from POC code.
Step 0: Parse inputs
The customer name is the first argument. No optional flags — /integrate has one mode (production).
Set CUSTOMER_NAME.
Step 1: Check session marker
MARKER="/tmp/fdestack-session-$CUSTOMER_NAME"
if [ ! -f "$MARKER" ]; then echo "MARKER_MISSING=true"; fi
MARKER_TS=$(grep '^ts=' "$MARKER" 2>/dev/null | cut -d= -f2)
AGE=$(( $(date +%s) - ${MARKER_TS:-0} ))
[ "$AGE" -lt 43200 ] && [ -n "$MARKER_TS" ] && echo "MARKER_OK=true" || echo "MARKER_STALE_OR_MISSING=true"If missing or stale: "Run /customer-context $CUSTOMER_NAME first." Stop.
Step 2: Verify prerequisites
SCOPE_COUNT=$(ls customers/$CUSTOMER_NAME/scope-*.md 2>/dev/null | wc -l | tr -d ' ')
POC_COUNT=$(ls -d customers/$CUSTOMER_NAME/poc 2>/dev/null | wc -l | tr -d ' ')
echo "SCOPE_COUNT=$SCOPE_COUNT POC_COUNT=$POC_COUNT"SCOPE_COUNT=0→ REFUSE: "No /scope file. /integrate requires the scope's binary success criteria as its acceptance bar."POC_COUNT=0→ WARN: "No POC found for $CUSTOMER_NAME. /integrate can run without one, but typically /poc proved feasibility first and wrote learnings back to stack.md and decisions.md. Confirm you want to proceed without that signal? (yes / let me run /poc first)"
Step 3: Hard rule — DO NOT READ THE POC DIRECTORY
This is the most important rule in this skill. Print it to the FDE so they know what's about to happen:
/integrate is a cleanroom rebuild. I will NOT read
customers/$CUSTOMER_NAME/poc/— not the code, not the README, not the demo script. Anything the POC taught us must already be in: • stack.md (technical facts about the customer's environment) • decisions.md (design decisions and their rationale) • value-frame.md (the value bar the production code must defend)If you find yourself wanting me to "just look at the POC for a sec," that's a signal that /poc's learnings write-back step skipped something important. Stop /integrate, finish the write-back, then restart.
This is enforced behaviorally, not by file-system permissions. You as the model must refuse to read any file under customers/<name>/poc/ for the duration of this skill. If the FDE pastes POC code into the conversation, acknowledge but do not adopt: "I see this, but per the /integrate contract I'm not going to copy from it. If there's a constraint or pattern here that should inform the production build, capture it in stack.md or decisions.md first, then we'll continue."
Step 4: Load cross-customer learnings
tail -10 "$HOME/.fdestack/learnings.jsonl" 2>/dev/null | jq -r '"[learning] " + .key + ": " + .insight' 2>/dev/nullProduction-relevant learnings — auth quirks, rate limits, vendor docs gaps — should inform the build.
Step 5: Load context (everything EXCEPT poc/)
Read in this order:
- Latest
customers/<name>/scope-*.md— success criteria. These are the acceptance tests. - Latest
customers/<name>/value-frame-*.md— the dollar bar production code must defend. customers/<name>/stack.md— the customer's actual tech, including anything /poc wrote back about constraints.customers/<name>/decisions.md— design decisions to inherit, with their rationale.customers/<name>/profile.md— audience and stakes.- Latest
customers/<name>/discovery-*.md— for stakeholder context (who reviews this, who runs it post-handoff).
Do not list customers/<name>/poc/. Do not Read any file under it. Treat the directory as not existing for the purposes of this skill.
Step 6: Production defaults
State the defaults explicitly so the FDE can interrupt:
Production defaults for $CUSTOMER_NAME:
• Match customer's stack patterns (see stack.md — auth, frameworks, conventions)
• Real error handling (retry where transient, fail loud where unexpected)
• Real logging at decision points (their stack.md should name the logger)
• Config via env vars or their existing config system — no hardcoded values
• Tests at acceptance level (the binary criteria from scope.md become test cases)
• A README that says how it deploys, how it's monitored, who owns it post-handoff
Continue? (yes / let me redirect)Step 7: Build
Build the production implementation. The acceptance tests from scope.md are the bar. Decisions inherited from decisions.md are the architecture.
When you would normally have said "let me check how the POC handled X," instead:
- Look in
stack.mdanddecisions.mdfor the relevant write-back. - If it's not there, surface it to the FDE: "stack.md / decisions.md don't mention how the customer's auth proxy handles long-lived tokens. The POC may have figured this out. Can you confirm / write it back to stack.md before we continue?"
This is how the cleanroom rebuild stays honest. Missing write-backs become visible the moment they bite.
Step 8: Write the integration README
Build target: customers/<name>/integrate/README.md (or wherever your shipped artifact lives — under the customer dir for traceability):
# Production: <title>
**Date:** <YYYY-MM-DD>
**FDE:** <git user.name>
**Source scope:** <scope-YYYY-MM-DD.md>
**Source decisions:** <decisions.md entries dated X, Y, Z>
## What this does
<one-paragraph plain-English description for the on-call who'll handle this at 3am>
## How to deploy
<exact commands, including env vars and any approval gates>
## How to monitor
<dashboards, alerts, logs — name the actual systems from stack.md>
## How to roll back
<actual rollback procedure, not "redeploy the prior version">
## Acceptance tests (from scope.md success criteria)
- [ ] <criterion 1> — verified by <test path or manual procedure>
- [ ] <criterion 2> — verified by <test path or manual procedure>
## Decisions inherited
- <decision 1 from decisions.md, in one line>
- <decision 2 from decisions.md, in one line>
## Known limitations / future work
<what we explicitly chose NOT to build, and why>Step 9: Commit
git add "customers/$CUSTOMER_NAME/"
git commit -m "integrate: $CUSTOMER_NAME <YYYY-MM-DD>"Step 10: Summary
Production build complete.
Location: customers/<name>/integrate/
Acceptance tests: <N criteria from scope.md mapped to tests>
Decisions inherited: <N entries from decisions.md>
POC code consulted: ZERO (cleanroom rebuild)
If anything from the POC didn't make it into the build, it's because the
write-back in /poc Step 9 didn't capture it. That's a /poc gap, not a
/integrate gap — and it's visible now, which is the whole point.
Next:
- Verify acceptance tests pass against scope.md criteria
- Hand off per the README ownership lineDoes it work?
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