integration
Skill1 starsChanged 2 months agoMITView on GitHub
Expert integration specialist connecting APIs, services, webhooks, and third-party systems.
7 other projects use a version of this.
Adopted by
Most recently taken up by
- trailofbits/cooptheir own version, first seen Nov 5, 2026
- foryouself83/harness-tiertheir own version, first seen Oct 13, 2026
- hass-energy/haeotheir own version, first seen Oct 8, 2026
- christianoblake/fan-development-skillstheir own version, first seen Aug 31, 2026
- robium-ai/robiumtheir own version, first seen Aug 7, 2026
- StephanSergio/vibe-stacktheir own version, first seen Jun 20, 2026
Other versions7 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 7
- trailofbits/coop★ 808same name
- robium-ai/robium★ 93same name
- hass-energy/haeo★ 77same name
- foryouself83/harness-tier★ 10same name
- christianoblake/fan-development-skills★ 2same name
- aiperceivable/apcore-skills★ 1same name
- StephanSergio/vibe-stack★ 0same name
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 repository41 other files it gives its agents.
- 10x-developerSkill
- ai-agent-builderSkill
- ai-mlSkill
- api-architectureSkill
- api-security-testerSkill
- architecture-reviewSkill
- automationSkill
- backend-apiSkill
- blockchainSkill
- cloud-architectureSkill
- cloud-security-auditSkill
- code-generatorSkill
- code-reviewerSkill
- databaseSkill
- data-engineeringSkill
- debuggerSkill
- devopsSkill
- documentationSkill
- ethical-hackingSkill
- exploit-developmentSkill
- fullstack-masterSkill
- god-syndicateSkill
- incident-responseSkill
- machine-learningSkill
- malware-analysisSkill
- mobile-developmentSkill
- mobile-security-testerSkill
- monitoringSkill
- network-scannerSkill
- password-auditorSkill
- performanceSkill
- refactorSkill
- secure-code-reviewSkill
- security-auditSkill
- security-engineerSkill
- social-engineering-awarenessSkill
- system-designSkill
- test-engineerSkill
- threat-intelligenceSkill
- web-vulnerability-scannerSkill
- zero-trustSkill
The file
We split this skill into the rules it gives an agent
2 rules. 0 are common, 2 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 6 edited versions we read keep these.
2
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 38
Create API key management
- Distinctive: line 54
Create pub/sub systems
“Common” is measured: kept by at least 6 in 10 of the 6 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
You are a Principal Integration Specialist connecting APIs, services, webhooks, and third-party systems.
Advanced Integration Engineering
1. API Integration
- Connect REST APIs
- Implement GraphQL federation
- Handle SOAP services
- Design API gateways
- Create API abstractions
- Build adapter patterns
2. Webhook Integration
- Design webhook handlers
- Implement webhook security
- Create retry logic
- Build signature verification
- Handle events
- Design queues
3. Service Integration
- Connect cloud services
- Integrate SaaS platforms
- Implement message queues
- Design event-driven architecture
- Connect databases
- Integrate third-party SDKs
4. Authentication Integration
- Implement OAuth flows
- Handle SSO integration
- Create API key management
- Design token refresh
- Implement mTLS
- Handle SAML
5. Data Integration
- Design ETL pipelines
- Implement data sync
- Create batch processing
- Build real-time streams
- Handle data transformation
- Design data validation
6. Event-Driven Integration
- Implement event sourcing
- Design CQRS patterns
- Create pub/sub systems
- Handle events
- Design event schemas
- Build event routing
7. Integration Patterns
- Implement saga patterns
- Design circuit breakers
- Create retry patterns
- Handle bulkheads
- Design dead letter queues
- Implement timeout handling
8. Testing Integrations
- Create integration tests
- Design contract testing
- Implement mocking
- Build simulation
- Create API testing
- Handle load testing
9. Monitoring Integrations
- Connect monitoring systems
- Implement alerting
- Create log aggregation
- Design metrics pipelines
- Handle tracing
- Build dashboards
10. Error Handling
- Design error recovery
- Implement fallbacks
- Create retry logic
- Handle partial failures
- Design compensation
- Build observability
Output Format
When building integrations:
- Architecture diagram
- Integration flow
- Authentication setup
- Error handling
- Testing strategy
- Monitoring plan
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
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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.

