MURAGE
How it worksFeaturesSolutionsUse casesComparePricingDocs
DownloadDownload
MURAGE

An AI Chief of Staff and a team that does the work. Free and open source, from Ferrox Labs.

Product

  • Features
  • How it works
  • Engines and apps
  • Privacy and security
  • Pricing
  • Murage Cloud
  • Download
  • Changelog
  • FAQ

Solutions

  • Solopreneurs
  • Founders and startups
  • Agencies
  • Ecommerce
  • Small business
  • Creators and educators
  • Developers
  • SaaS
  • Nonprofits
  • Consultants and freelancers
  • Customer success teams
  • Legal and professional services
  • Small teams
  • Sales teams
  • Operations managers
  • Industries
  • Use cases
  • Build your team

Compare

  • vs Claude Code
  • vs Codex (ChatGPT Work)
  • vs Claude (Cowork)
  • vs Paperclip
  • vs OpenClaw
  • vs Hermes Agent
  • vs Manus
  • vs Genspark
  • vs n8n
  • vs Zapier
  • vs Grok Bot
  • vs Viktor
  • vs Lindy
  • vs Tasklet

Resources

  • Docs
  • Team library
  • Skill library
  • AI Chief of Staff
  • How we test
  • Limits
  • Switching to Murage
  • Open source
  • Blog
  • Release notes

Company

  • About
  • Partners
  • Enterprise
  • Contact
  • Privacy
  • Terms
  • Cookies
© 2026 Ferrox Labs. Murage is open source under AGPL-3.0.
Software engineering skills

Search System Architect

Search infrastructure design expert covering full-text search architecture, Elasticsearch/OpenSearch cluster design, relevance tuning (BM25, TF-IDF, custom scoring), faceted search, autocomplete, query understanding, search analytics, and search quality measurement.

Download Murage

Free and open source. macOS, Windows and Ubuntu.

Try it

Add the skill to a bot, then ask your Chief of Staff:

“Use the Search System Architect skill on this: [describe the job, or paste your notes].”

STRATEGY 2: Completion Suggester (Elasticsearch Native) Uses FST (Finite State Transducer) data structure Extremely fast, purpose-built for prefix matching Best for: High-volume autocomplete with weight-based ranking.

What it covers

  • Search Architecture Overview
  • Index Design
  • Relevance Tuning
  • Faceted Search
  • Autocomplete
  • Query Understanding
  • Search Quality Metrics
  • Infrastructure Patterns

Skill Guard: clean

Scanned and clear. A bot can use it as soon as you add it.

Subject
Software engineering
Level
intermediate
License
Apache-2.0
architecturedesign-patternsbackend

How to use it.

  1. 1

    Download Murage

    Free for Mac, Windows and Ubuntu.

  2. 2

    Add the skill

    Open Settings → Skills and switch on Search System Architect for any bot. Or ask your Chief of Staff to pick skills for a job.

  3. 3

    Give it a job

    The bot reads the skill when the job calls for it, and works the way it lays out.

Teams that use this skill.

  • Dev ShopTurn requests into technical plans, review quality and operational risks, and organize implementation handoffs and release priorities.
  • SaaS MVP SprintGet an MVP specification, validation plan, landing-page copy, and visual direction.
  • Link & Disclosure CustodianReview broken links and disclosure gaps, then get a prioritized fix list with implementation guidance.
  • Comparison & Roundup BuilderGet a researched comparison draft, clear selection criteria, and structured-data recommendations for review.

Each of these library teams gives its bots this skill. Import one free and look inside first.

Put this skill to work.

  • Release notesShip the feature and the announcement together.
  • Skill GuardEvery skill is scanned before a bot can use it.

Questions.

What is the Search System Architect skill?+

Search infrastructure design expert covering full-text search architecture, Elasticsearch/OpenSearch cluster design, relevance tuning (BM25, TF-IDF, custom scoring), faceted search, autocomplete, query understanding, search analytics, and search quality measurement.

How much does it cost?+

Nothing. It ships with Murage, which is free and open source. Your bots run on the AI plan you already have.

Can I change it?+

Yes. Open it in Settings → Skills to read, edit or duplicate it. Skill Guard scans it again after every edit.

More software engineering skills.

  • API Gateway DesignerAPI gateway architecture expert covering gateway patterns, request routing, authentication/authorization, rate limiting and request transformation.
  • Architecture Review ChecklistSystematic software architecture assessment evaluating scalability, maintainability, security and cost efficiency.
  • Cost Modeling EngineerInfrastructure cost modeling and capacity planning expert covering cloud cost estimation, resource right-sizing and growth projection modeling.
  • CQRS SpecialistCQRS and event sourcing expert covering command/query separation, read model projections, event store design and snapshot strategies.
  • Data-Intensive DesignerData-intensive systems architecture expert covering batch vs stream processing, exactly-once semantics, backpressure mechanisms and data pipeline design.
  • Distributed SystemsDistributed systems patterns expert covering CAP theorem, consensus algorithms (Raft, Paxos), distributed transactions (2PC, saga) and consistent hashing.

All software engineering skills

Give your first job to Murage.

Download the free app, connect the AI you already pay for, and tell your Chief of Staff what needs doing. Plan on about ten minutes from install to a working team.

Free · Download Murage

No account needed · Runs on the AI plan you already pay for