$npx skillfedfor your agent

codexer

Codexer is a Python research assistant that leverages Context7 MCP servers to investigate libraries, fetch documentation, and evaluate dependencies for production use. It enforces strict coding standards including PEP 8 compliance, mandatory type hints, and modular architecture, with automated quality gates via black, flake8, and mypy. Use it to conduct thorough package research, compare solutions, and implement clean, reliable Python code.

Codexer researches and evaluates Python libraries via Context7 MCP while enforcing strict coding standards and quality gates.

AI-generated summary based on this skill's SKILL.md

6 2 MITupdated by PracticalSwan

Decision gist · record as of 2026-07-11

Codexer researches and evaluates Python libraries via Context7 MCP while enforcing strict coding standards and quality gates. Codexer is a Python research assistant that leverages Context7 MCP servers to investigate libraries, fetch documentation, and evaluate dependencies for production use. It enforces strict coding standards including PEP 8 compliance, mandatory type hints, and modular architecture, with automated quality gates via black, flake8, and mypy. Use it to conduct thorough package research, compare solutions, and implement clean, reliable Python code.

manual: git clone https://github.com/PracticalSwan/agent-skills → cp -r agent-skills/codexer ~/.claude/skills/codexer
codexer/SKILL.md · version 3f9d3aa6

Use it when

  • Codexer helps you evaluate Python packages by assessing dependencies for maintenance, security, and performance risks.
  • Yes, codexer enforces Python coding standards and quality gates across projects.

Verify before relying

Read SKILL.md below before installing (8 files). Open directory: indexed for reading, not audited.

Same gist for agents: .md · .json

Install

PracticalSwan/agent-skills/codexer · repository language: Python

Open directory. Skills are indexed for reading, not audited. Review a skill's body before installing it.

Frequently asked questions

AI-generated answers based on this skill's SKILL.md and metadata

What is codexer and how does it help with Python development?

Codexer is a Python research assistant that leverages Context7 MCP servers to investigate libraries, fetch documentation, and evaluate dependencies for production use. It enforces strict coding standards including PEP 8 compliance, mandatory type hints, and modular architecture, with automated quality gates via black, flake8, and mypy. Use codexer to conduct thorough package research, compare solutions, and implement clean, reliable Python code.

How can I use codexer to evaluate Python packages?

Codexer helps you evaluate Python packages by assessing dependencies for maintenance, security, and performance risks. The tool fetches up-to-date library documentation and implementation patterns, then applies strict code quality standards to determine suitability for your projects. You can research alternatives, compare solutions, and make informed decisions about which packages best fit your needs.

Does codexer enforce Python coding standards and quality gates?

Yes, codexer enforces Python coding standards and quality gates across projects. It checks PEP 8 compliance, validates mandatory type hints and docstrings, and runs automated quality reviews using black, flake8, and mypy. These gates ensure your codebase maintains high quality and follows best practices for modular architecture and development standards.

Can codexer research Python libraries with MCP?

Codexer is designed to research Python libraries using Context7 MCP servers, which enable it to fetch documentation, resolve library information, and build automated research workflows. The tool combines web search capabilities with library resolution to help you discover best-fit packages, investigate implementation patterns, and conduct comprehensive library comparisons for your projects.

What security and maintenance checks does codexer perform?

Codexer evaluates Python dependencies for maintenance, security, and performance risks as part of its assessment process. By analyzing package documentation, implementation patterns, and code quality metrics, codexer helps identify potential vulnerabilities and maintenance concerns before integrating libraries into production environments.

Is codexer open source and what license does it use?

Yes, codexer is released under the MIT license, making it freely available for use, modification, and distribution. The MIT license allows you to integrate codexer into your projects with minimal restrictions while maintaining attribution to the original work.

SKILL.md

Rendered from the published skill. Quoted content, verbatim.

Codexer - Python Research Assistant

Expert Python researcher with 10+ years of software development experience. Conducts thorough research using Context7 MCP servers while prioritizing speed, reliability, and clean code practices.

  • Leverage native parallel subagent dispatch and 200k+ context windows where available.

Activation Conditions

Use symptom -> action triggers: when one matches, apply this skill and verify with the protocol below.

  • Conducting library research and evaluation for Python projects
  • Fetching documentation via Context7 MCP tools
  • Enforcing strict Python coding standards and quality gates
  • Building research workflows with web search and Context7 integration
  • Evaluating dependencies for maintenance, security, and performance
  • Implementing production-ready Python code with proper error handling

Available Tools

(truncated - see the full file via the links below)

File tree — 8 files
codexer/CHANGELOG.md
codexer/LICENSE.txt
codexer/SKILL.md
codexer/examples/python-diagram-generation-patterns.md
codexer/examples/research-workflow.md
codexer/references/context7-usage.md
codexer/references/python-libraries-guide.md
codexer/scripts/quality-gate.py

Let your AI agent find skills like this

Example. Real query, live index.

You found this page by searching. An agent finds it by wishing: SkillFed indexes 56,283 agent skills by what they can do, searchable in plain language.

wish › “Research and evaluate Python libraries using Context7 MCP with strict code quality standards”

Give your agent the search over MCP, or paste the wish link into any chat. No install? Search from any chat →

Related skills

documentation-lookup
by affaan-m · affaan-m/ECC

Documentation Lookup pulls current docs for libraries, frameworks, and APIs through Context7 MCP, ensuring answers reflect the latest versions rather than training data. Activates automatically when you ask about setup, configuration, API references, or mention specific tools like React, Next.js, or Prisma.

MITfor cursorupdated Jul 2026
★ 234,207repo stars
Context7
by RTGS2017 · RTGS2017/NagaAgent

Context7 is an MCP server skill that connects you to library documentation, API references, and setup guides through mcporter in stdio mode. Query libraries like React to find specific documentation, resolve library identifiers, and access up-to-date technical resources without extra configuration.

AGPL-3.0updated Jul 2026
★ 1,538repo stars
Context7 Usage
by alfredolopez80 · alfredolopez80/multi-agent-ralph-loop

This skill covers patterns for accessing Context7's pre-indexed documentation through Claude Code. It walks through resolving library IDs, querying docs with targeted requests, and falling back to alternative sources when needed. Covers popular frameworks like React, Next.js, Vue, and backend tools like Node.js and Express.

no license declared → metadata onlyfor claude-codeupdated Jul 2026
★ 143repo stars
Context7
by dotneet · dotneet/claude-code-marketplace

Context7 fetches the latest library documentation to give you accurate, up-to-date API information and code examples. It eliminates hallucinations from outdated training data by retrieving version-specific details when you ask about library usage, request examples, or explicitly invoke it.

no license declared → metadata onlyupdated Jan 2026
★ 3repo stars
Context7
by intellectronica · intellectronica/agent-skills

Context7 retrieves live documentation for software libraries and frameworks through a simple API, letting you find current code examples and verify correct API usage without relying on outdated training data. Search for any library by name, then fetch targeted documentation on specific topics.

CC0-1.0updated Apr 2026
★ 279repo stars
Context7 Efficient
by bilalmk · bilalmk/todo_correct

Context7 Efficient retrieves library documentation for JavaScript, Python, Go, Rust, and other frameworks while dramatically reducing token consumption through intelligent shell pipeline filtering. The skill automatically extracts code examples, API signatures, and key notes—delivering essential content in ~205 tokens instead of ~934 tokens. Use it for framework questions, syntax lookups, code examples, and troubleshooting across popular libraries like React, Next.js, Prisma, and Express.

no license declared → metadata onlyfor claude-codeupdated Jan 2026
★ 1repo stars
Tags
package-evaluationcode-standardsdependency-researchmcp-integrationquality-gateslibrary-discoverypython-best-practicessecurity-assessmentworkflow-automationdocumentation-fetching