computer-scientist-analyst SKILL.md skillA
computer-scientist-analyst from rysweet/amplihack-rs is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add rysweet/amplihack-rs/computer-scientist-analyst@v1.0.0Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- rysweet/amplihack-rs
- Path
amplifier-bundle/skills/computer-scientist-analyst/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0.0, committed Apr 5, 2026
- Size
- 57,667 bytes
- Repository stars
- 11
- License
- none declared
Analyzes events through computer science lens using computational complexity, algorithms, data structures, systems architecture, information theory, and software engineering principles to evaluate feasibility, scalability, security. Provides insights on algorithmic efficiency, system design, computational limits, data management, and technical trade-offs. Use when: Technology evaluation, system architecture, algorithm design, scalability analysis, security assessment. Evaluates: Computational…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Computer Scientist Analyst Skill ## Purpose Analyze events through the disciplinary lens of computer science, applying computational theory (complexity, computability, information theory), algorithmic thinking, systems design principles, software engineering practices, and security frameworks to evaluate technical feasibility, assess scalability, understand computational limits, design efficient solutions, and identify systemic risks in computing systems. ## When to Use This Skill - **Technology Feasibility Assessment**: Evaluating whether proposed systems are computationally tractable - **Algorithm and System Design**: Analyzing algorithms, data structures, and system architectures - **Scalability Analysis**: Determining how systems perform as data/users/load increases - **Performance Optimization**: Identifying bottlenecks and improving efficiency - **Security and Privacy**: Assessing vulnerabilities, threats, and protective measures - **Data Management**: Evaluating data storage, processing, and analysis approaches - **Software Quality**: Analyzing maintainability, reliability, and engineering practices …
Read the whole file at its exact version.
How to install
mdr add rysweet/amplihack-rs/computer-scientist-analyst@sha256:3a9d5dd38559a3d0The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_3etilcuuzyup7rqn)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Apr 5, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (57667 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
rysweet/amplihack-rs · 11 stars · license none declared · pushed 2026-10-22 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3etilcuuzyup7rqn GET https://markdownregistry.com/api/v1/resolve?ref=rysweet/amplihack-rs/computer-scientist-analyst GET https://markdownregistry.com/api/v1/blob/3a9d5dd38559a3d09926f739ecf847538947d310e845ae0e4403d95b57d89cef
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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