rag-architect
Skill0 starsChanged 4 months agoNo licenceView on GitHub
Designs and implements production-grade RAG systems by chunking documents, generating embeddings, configuring vector stores, building hybrid search pipelines, applying reranking, and evaluating retrieval quality. Use when building RAG systems, vector databases, or knowledge-grounded AI applications requiring semantic search, document retrieval, context augmentation, similarity search, or embedding-based indexing.
- Reads credentials
26 other projects use a version of this, 9 of them edited.
Adopted by
Most recently taken up by
- santiago-migoni/claude-skillsedited, first seen Nov 8, 2026
- darkweb19/skillstheir own version, first seen Nov 8, 2026
- kazemcodes/skill-treetheir own version, first seen Nov 8, 2026
- AxlZero21/Skillsedited, first seen Nov 8, 2026
- Cure-Consulting-Group/ProductEngineeringSkillstheir own version, first seen Nov 4, 2026
- lsyamsiar/claude-skillsedited, first seen Nov 1, 2026
Used with
Projects with it also use api-test-suite-builder, self-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.
Arnav-0Skillapi-test-suite-builder
Use when the user asks to generate API tests, create integration test suites, test REST endpoints, or build contract tests.
Also in 5 projects that use this
csiddhant796-blipSkillself-eval
Honestly evaluate AI work quality using a two-axis scoring system. Use after completing a task, code review, or work session to get an unbiased assessment. Detects score inflation, forces devil's advocate reasoning, and persists scores across sessions.
Also in 4 projects that use this
Arnav-0Skillagent-workflow-designer
Agent Workflow Designer
Also in 4 projects that use this
csiddhant796-blipSkillincident-commander
Incident Commander Skill
Also in 5 projects that use this
ncklrsSkillpricing-strategist
Expert pricing strategy and monetization guidance for SaaS and digital products. Use when designing pricing tiers, creating pricing pages, setting value metrics, developing bundle strategies, planning price increases, writing pricing copy, analyzing competitive pricing, or optimizing annual vs monthly positioning. Use for packaging decisions, discount policies, enterprise pricing, and behavioral pricing tactics.
Also in 4 projects that use this
mar-antayaSkillpr-review-expert
PR Review Expert
Also in 4 projects that use this
- +4 more from Arnav-0
- +2 more from csiddhant796-blip
Other versions26 projects use a version of this.
Word for word · 1
- Antthonyyy/marketing-agents-kit★ 0100% same
Edited · 9
- Jeffallan/claude-skills★ 12k94% same
- codeApe-7/ai-agent-workflowGroup★ 18100% same
- PIXARTSeu/Synapse★ 9100% same
- zacklecon/claude-skills★ 355% same
- AxlZero21/Skills★ 194% same
- hu465/claude-skills-★ 094% same
- lsyamsiar/claude-skills★ 094% same
- santiago-migoni/claude-skills★ 094% same
- usmanmubarak1/ClaudeSkilledAgents★ 050% same
Wrote their own version · 16
- kumaran-is/claude-code-onboarding★ 35same name
- Hassaan146/claude-skills★ 18same name
- vignesh2027/Claude-Agentic-Skills2.0-version★ 6same name
- Cure-Consulting-Group/ProductEngineeringSkills★ 3same name
- AllanWessels/Bratan★ 2same name
- csiddhant796-blip/claude-skills-collection★ 2same name
- Hussain-Elfalah/Agentic-Skills★ 2same name
- JoaoEquer/Oficina★ 2same name
- salmandev/everything-gemini★ 2same name
- sohaibdevv/Claude-Agentic-Skills2.0-version★ 2same name
6 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 repository29 other files it gives its agents.
- api-designerSkill
- code-reviewerSkill
- creating-springboot-projectsSkill
- database-optimizerSkill
- debugging-wizardSkill
- devops-engineerSkill
- fastapi-expertSkill
- flutter-expertSkill
- fullstack-guardianSkill
- java-architectSkill
- kubernetes-specialistSkill
- laravel-specialistSkill
- legacy-modernizerSkill
- ml-pipelineSkill
- postgres-proSkill
- prompt-engineerSkill
- python-proSkill
- react-expertSkill
- react-native-expertSkill
- secure-code-guardianSkill
- security-reviewerSkill
- spring-boot-engineerSkill
- springboot-migrationSkill
- spring-data-jpaSkill
- sql-proSkill
- typescript-proSkill
- ui-stylingSkill
- ui-ux-pro-maxSkill
- websocket-engineerSkill
The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 5 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 25 edited versions we read keep these.
5
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
No licence file, so all rights are reserved — read it at the source. We count its rules but don't quote them. Read them on GitHub.
“Common” is measured: kept by at least 6 in 10 of the 25 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.
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.

