Agent skill · AI & Agents

skill-python-research

Research Python/Z3 patterns and APIs for semantic theory development. Invoke for Python-language research tasks.

majiayu000github.com/majiayu000GitHub ↗
claude-codecan modify filesMIT
Install
npx skills add majiayu000/claude-skill-registry --skill skill-python-research-benbrastmckie-modelchecker-2 --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 4 KB
Bundled scripts: none
Allowed tools: ReadWriteGlobGrepWebSearchWebFetchBash(python*)
Path: skills/ai-ml/skill-python-research-benbrastmckie-modelchecker-2/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Python Research Skill Specialized research agent for Python/Z3 semantic theory development tasks. ## Trigger Conditions This skill activates when: - Task language is "python" - Research involves Z3, semantic theories, or model checking - Codebase exploration is needed ## Research Strategies ### 1. Local Codebase First Always check existing code first: ``` 1. Grep for relevant patterns 2. Glob for similar files 3. Read existing implementations 4. Understand existing patterns before proposing new ones ``` ### 2. Z3 API Research For Z3-specific patterns: ``` 1. WebSearch "z3 python {concept}" 2. WebFetch Z3 documentation 3. Check existing z3_helpers.py 4. Test patterns with Bash(python -c "...") ``` ### 3. Theory Pattern Research For semantic theory patterns: ``` 1. Read existing theories (logos, exclusion, imposition, bimodal) 2. Identify common patterns 3. Check theory_lib/__init__.py for registration 4. Review theory-specific tests ``` ## Research Areas ### Z3 Patterns - Solver configuration and optimization - Constraint generation patterns - Model extraction and interpretation - Incremental solving - Timeout handling ### Theory Development - SemanticDefaults extension patterns -

What's inside
Steps it walks through
  1. Trigger Conditions
  2. Research Strategies
  3. 1. Local Codebase First
  4. 2. Z3 API Research
  5. 3. Theory Pattern Research
  6. Research Areas
  7. Z3 Patterns
  8. Theory Development
  9. Testing Patterns
  10. Codebase Conventions
  11. Execution Flow
  12. Research Report Format
  13. Return Format
  14. Quick Validation Commands
Ships with 1 file
  • metadata.json
Commands it runs
Test Z3 pattern
import z3
s = z3.Solver()
x = z3.Bool('x')
Test import
Check theory structure
ls Code/src/model_checker/theory_lib/logos/
More from claude-skill-registry
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About this skill
What does the skill-python-research skill do?

Research Python/Z3 patterns and APIs for semantic theory development. Invoke for Python-language research tasks.

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill skill-python-research-benbrastmckie-modelchecker-2 --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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