# AI developer tools, skills, rules, MCP &amp; LSP

> Discover curated AI development skills, rules, MCP servers and LSP tools. Install reviewed toolkits into Codex, Claude Code, Cursor, Copilot and OpenCode.

[HTML page](https://m9rco.github.io/awesome-python-dev/) · [Agent guide](https://m9rco.github.io/awesome-python-dev/agents/index.md) · [Discovery index](https://m9rco.github.io/awesome-python-dev/llms.txt)

This website describes the repository catalog snapshot, which may contain unreleased entries. It is not a promise that every entry exists in the currently published package. Check `uvx awesome-python-dev list --json` for the catalog available in your installed runtime. GitHub stars and review dates are recorded snapshots, not live rankings.

Catalog reviewed: 2026-10-29. [Catalog source](https://github.com/m9rco/awesome-python-dev/blob/239895d3dd1353a48c5b39eee8eb028aadd8ac8f/src/awesome_python_dev/data/catalog.json).

OPEN SOURCE. CAREFULLY CURATED.

## Your agent.
Better equipped.

Skills, rules, MCP and LSP tools from established open-source projects. One command to bring a thoughtful development toolkit to your coding agents.

[Build your toolkit ↗](https://m9rco.github.io/awesome-python-dev/getting-started/) 
[Explore the catalog ↓](https://m9rco.github.io/awesome-python-dev/#catalog) 

● ● ●~/your-next-project

01 / A small command. A capable toolkit.

```sh
uvx awesome-python-dev init --agents codex,claude --profile starter
```

✓ Pinned upstream sources✓ Project-local setup✓ Preview &amp; remove

63curated resources

34ready to install

11focused profiles

05coding agents

FITS YOUR WORKFLOWCodexClaude CodeCursorVS Code CopilotOpenCode

01 / DISCOVER

### A place for every part of your workflow.

Reusable workflows. Clear standards. Connected tools. Every entry traces back to its upstream project.

[22 ↗

#### Skills

Debugging, testing, security reviews and framework workflows, packaged as project-local skills with reviewed upstream sources.

](https://m9rco.github.io/awesome-python-dev/categories/skill/) [06 ↗

#### Rules

Common and language-specific rules for security, coding style, testing and delivery, adapted to each coding agent’s native instruction format.

](https://m9rco.github.io/awesome-python-dev/categories/rules/) [05 ↗

#### MCP servers

Pinned MCP recipes for library documentation, browser automation and web content. Your agent starts these servers after configuration.

](https://m9rco.github.io/awesome-python-dev/categories/mcp/) [11 ↗

#### LSP tools

Serena connects agents to language-server code intelligence through MCP. Native language servers are also collected here as upstream references.

](https://m9rco.github.io/awesome-python-dev/categories/lsp/) [19 ↗

#### References

Established projects for specifications, security, Python tooling and agent development. These entries link to upstream installation guides.

](https://m9rco.github.io/awesome-python-dev/categories/reference/) 

02 / ASSEMBLE

### Start with what you’re building.

Focused profiles for real projects. Required rule packs are included automatically.

[
starter / 5 resources

#### Starter ↗

Start with debugging, test-driven development, verification, library documentation and common engineering rules.

](https://m9rco.github.io/awesome-python-dev/profiles/starter/) [
python / 10 resources

#### Python ↗

Equip Python projects with testing, packaging, language patterns, documentation and Python engineering rules.

](https://m9rco.github.io/awesome-python-dev/profiles/python/) [
web / 8 resources

#### Web ↗

Combine frontend workflows, browser automation, TypeScript rules and a test-first development loop.

](https://m9rco.github.io/awesome-python-dev/profiles/web/) [
engineering / 8 resources

#### Engineering ↗

Shape APIs, plan database migrations and deployment, and verify changes with reusable engineering workflows.

](https://m9rco.github.io/awesome-python-dev/profiles/engineering/) [
security / 2 resources

#### Security ↗

Add security review guidance and common rules for implementation, testing and delivery.

](https://m9rco.github.io/awesome-python-dev/profiles/security/) [
django / 7 resources

#### Django ↗

Use Django architecture and security patterns alongside Python testing, rules and library documentation.

](https://m9rco.github.io/awesome-python-dev/profiles/django/) [
fastapi / 9 resources

#### FastAPI ↗

Bring FastAPI rules, API design, security review and Python testing into one project toolkit.

](https://m9rco.github.io/awesome-python-dev/profiles/fastapi/) [
springboot / 7 resources

#### Spring Boot ↗

Combine Java rules, Spring Boot patterns, security, API design and database migrations.

](https://m9rco.github.io/awesome-python-dev/profiles/springboot/) [
typescript / 8 resources

#### TypeScript ↗

Equip frontend and backend projects with TypeScript rules, Next.js guidance and security reviews.

](https://m9rco.github.io/awesome-python-dev/profiles/typescript/) [
golang / 6 resources

#### Go ↗

Apply Go rules and language patterns with API design, security reviews and library documentation.

](https://m9rco.github.io/awesome-python-dev/profiles/golang/) [
lsp / 1 resources

#### Code intelligence ↗

Configure Serena’s MCP-to-LSP bridge for symbol-aware navigation and code intelligence.

](https://m9rco.github.io/awesome-python-dev/profiles/lsp/) 

03 / THE COLLECTION

### Good tools. Clear provenance.

Installable entries have a reviewed recipe. References point to upstream setup. No account or API key needed to browse.

63 resources

SkillsInstallable

#### [Systematic Debugging](https://m9rco.github.io/awesome-python-dev/tools/systematic-debugging/) 

Root-cause investigation, reproducible failures, and hypothesis-driven debugging.

obra/superpowersMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/systematic-debugging/) 

SkillsInstallable

#### [Test-Driven Development](https://m9rco.github.io/awesome-python-dev/tools/test-driven-development/) 

A test-first workflow with guidance for meaningful regression tests.

obra/superpowersMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/test-driven-development/) 

SkillsInstallable

#### [Verification Before Completion](https://m9rco.github.io/awesome-python-dev/tools/verification-before-completion/) 

Require fresh verification evidence before claiming a change is complete.

obra/superpowersMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/verification-before-completion/) 

SkillsInstallable

#### [Python Testing Patterns](https://m9rco.github.io/awesome-python-dev/tools/python-testing-patterns/) 

Practical pytest fixtures, parametrization, mocking, async testing, and coverage guidance.

wshobson/agentsMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/python-testing-patterns/) 

SkillsInstallable

#### [Python Packaging](https://m9rco.github.io/awesome-python-dev/tools/python-packaging/) 

Build Python libraries and CLIs with package metadata, wheels, and release workflows.

wshobson/agentsMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/python-packaging/) 

MCP serversInstallable

#### [Context7](https://m9rco.github.io/awesome-python-dev/tools/context7/) 

Retrieve library documentation and version-specific examples for coding tasks.

upstash/context7MIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/context7/) 

MCP serversInstallable

#### [Playwright MCP](https://m9rco.github.io/awesome-python-dev/tools/playwright/) 

Browser inspection and interactive web testing through accessibility snapshots.

microsoft/playwright-mcpApache-2.0

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/playwright/) 

MCP serversInstallable

#### [Fetch MCP](https://m9rco.github.io/awesome-python-dev/tools/fetch/) 

Retrieve web pages as text/Markdown for documentation and research.

modelcontextprotocol/serversApache-2.0 / MIT; docs CC-BY-4.0

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/fetch/) 

ReferencesReference

#### [GitHub MCP Server](https://m9rco.github.io/awesome-python-dev/tools/github-mcp/) 

Official GitHub tools for repositories, issues, and pull requests.

github/github-mcp-serverMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/github-mcp/) 

LSP toolsInstallable

#### [Serena](https://m9rco.github.io/awesome-python-dev/tools/serena/) 

Expose semantic code navigation, references, diagnostics, and edits to coding agents through an MCP-to-LSP bridge.

oraios/serenaGPL-3.0-or-later (application); MIT (SolidLSP)

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/serena/) 

ReferencesReference

#### [Chrome DevTools MCP](https://m9rco.github.io/awesome-python-dev/tools/chrome-devtools/) 

Inspect browser performance, network activity, and runtime behavior.

ChromeDevTools/chrome-devtools-mcpApache-2.0

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/chrome-devtools/) 

ReferencesReference

#### [Sequential Thinking MCP](https://m9rco.github.io/awesome-python-dev/tools/sequential-thinking/) 

A reference server for structured problem-solving tool calls.

modelcontextprotocol/serversApache-2.0 / MIT; docs CC-BY-4.0

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/sequential-thinking/) 

ReferencesReference

#### [OpenSpec](https://m9rco.github.io/awesome-python-dev/tools/openspec/) 

Spec-driven change workflows with per-agent skills and initialization.

Fission-AI/OpenSpecMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/openspec/) 

ReferencesReference

#### [Spec Kit](https://m9rco.github.io/awesome-python-dev/tools/spec-kit/) 

Specification, planning, and implementation templates for coding agents.

github/spec-kitMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/spec-kit/) 

ReferencesReference

#### [Anthropic Skills](https://m9rco.github.io/awesome-python-dev/tools/anthropic-skills/) 

Official examples of reusable agent skills and document workflows.

anthropics/skillsPer-skill licenses; see upstream

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/anthropic-skills/) 

ReferencesReference

#### [Vercel Agent Skills](https://m9rco.github.io/awesome-python-dev/tools/vercel-agent-skills/) 

Frontend and deployment-oriented skills maintained by Vercel.

vercel-labs/agent-skillsSee upstream and individual skills

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/vercel-agent-skills/) 

ReferencesReference

#### [Skills CLI](https://m9rco.github.io/awesome-python-dev/tools/skills-cli/) 

Discover and install Agent Skills across supported coding agents.

vercel-labs/skillsMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/skills-cli/) 

ReferencesReference

#### [uv](https://m9rco.github.io/awesome-python-dev/tools/uv/) 

Python environments, dependency management, and isolated tool execution.

astral-sh/uvApache-2.0 OR MIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/uv/) 

LSP toolsReference

#### [Ruff](https://m9rco.github.io/awesome-python-dev/tools/ruff/) 

Python linting, formatting, and the built-in Ruff language server for diagnostics and code actions.

astral-sh/ruffMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/ruff/) 

ReferencesReference

#### [pytest](https://m9rco.github.io/awesome-python-dev/tools/pytest/) 

Python testing with fixtures and a broad plugin ecosystem.

pytest-dev/pytestMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/pytest/) 

ReferencesReference

#### [pre-commit](https://m9rco.github.io/awesome-python-dev/tools/pre-commit/) 

Run configured repository checks before commits.

pre-commit/pre-commitMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/pre-commit/) 

ReferencesReference

#### [FastMCP](https://m9rco.github.io/awesome-python-dev/tools/fastmcp/) 

Build Python MCP servers and clients with a high-level API.

jlowin/fastmcpApache-2.0

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/fastmcp/) 

ReferencesReference

#### [MCP Python SDK](https://m9rco.github.io/awesome-python-dev/tools/mcp-python-sdk/) 

Official Python SDK for implementing MCP servers and clients.

modelcontextprotocol/python-sdkMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/mcp-python-sdk/) 

SkillsInstallable

#### [Security Review](https://m9rco.github.io/awesome-python-dev/tools/security-review/) 

Review authentication, authorization, untrusted input, secrets, and sensitive application changes.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/security-review/) 

SkillsInstallable

#### [Coding Standards](https://m9rco.github.io/awesome-python-dev/tools/coding-standards/) 

Shared naming, readability, error-handling, immutability, and code-quality conventions.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/coding-standards/) 

SkillsInstallable

#### [Python Patterns](https://m9rco.github.io/awesome-python-dev/tools/python-patterns/) 

Python idioms, type hints, error handling, resource management, and maintainable code structure.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/python-patterns/) 

SkillsInstallable

#### [FastAPI Patterns](https://m9rco.github.io/awesome-python-dev/tools/fastapi-patterns/) 

FastAPI application structure, Pydantic v2, async dependencies, service layers, and HTTP testing.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/fastapi-patterns/) 

SkillsInstallable

#### [Django Patterns](https://m9rco.github.io/awesome-python-dev/tools/django-patterns/) 

Django and DRF architecture, ORM access, caching, middleware, and service organization.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/django-patterns/) 

SkillsInstallable

#### [Django Security](https://m9rco.github.io/awesome-python-dev/tools/django-security/) 

Django authentication, authorization, request protections, and production security settings.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/django-security/) 

SkillsInstallable

#### [Frontend Patterns](https://m9rco.github.io/awesome-python-dev/tools/frontend-patterns/) 

React and Next.js component composition, state, data fetching, forms, performance, and accessibility.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/frontend-patterns/) 

SkillsInstallable

#### [Next.js and Turbopack](https://m9rco.github.io/awesome-python-dev/tools/nextjs-turbopack/) 

Next.js 16+ bundler selection, development performance, and middleware-to-proxy migration guidance.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/nextjs-turbopack/) 

SkillsInstallable

#### [Backend Patterns](https://m9rco.github.io/awesome-python-dev/tools/backend-patterns/) 

Node.js, Express, and Next.js API architecture, data access, caching, and observability.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/backend-patterns/) 

SkillsInstallable

#### [Spring Boot Patterns](https://m9rco.github.io/awesome-python-dev/tools/springboot-patterns/) 

Spring Boot REST layers, transactional services, repositories, caching, and production defaults.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/springboot-patterns/) 

SkillsInstallable

#### [Spring Boot Security](https://m9rco.github.io/awesome-python-dev/tools/springboot-security/) 

Spring Security authentication, authorization, validation, secrets, headers, and release checks.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/springboot-security/) 

SkillsInstallable

#### [Go Patterns](https://m9rco.github.io/awesome-python-dev/tools/golang-patterns/) 

Idiomatic Go errors, interfaces, concurrency, package organization, and resource lifecycle patterns.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/golang-patterns/) 

SkillsInstallable

#### [API Design](https://m9rco.github.io/awesome-python-dev/tools/api-design/) 

REST resources, HTTP semantics, pagination, versioning, error contracts, and rate limits.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/api-design/) 

SkillsInstallable

#### [Database Migrations](https://m9rco.github.io/awesome-python-dev/tools/database-migrations/) 

Expand-contract schema changes, safe indexes, batched backfills, and migration-tool workflows.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/database-migrations/) 

SkillsInstallable

#### [Deployment Patterns](https://m9rco.github.io/awesome-python-dev/tools/deployment-patterns/) 

Deployment strategies, container builds, health checks, CI/CD, rollback, and production readiness.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/deployment-patterns/) 

RulesInstallable

#### [ECC Common Rules](https://m9rco.github.io/awesome-python-dev/tools/ecc-common-rules/) 

Portable cross-language engineering guidance selected from ECC rules.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/ecc-common-rules/) 

RulesInstallable

#### [ECC Python Rules](https://m9rco.github.io/awesome-python-dev/tools/ecc-python-rules/) 

Portable python-specific engineering guidance selected from ECC rules.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/ecc-python-rules/) 

RulesInstallable

#### [ECC TypeScript Rules](https://m9rco.github.io/awesome-python-dev/tools/ecc-typescript-rules/) 

Portable typescript-specific engineering guidance selected from ECC rules.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/ecc-typescript-rules/) 

RulesInstallable

#### [ECC Go Rules](https://m9rco.github.io/awesome-python-dev/tools/ecc-golang-rules/) 

Portable golang-specific engineering guidance selected from ECC rules.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/ecc-golang-rules/) 

RulesInstallable

#### [ECC Java Rules](https://m9rco.github.io/awesome-python-dev/tools/ecc-java-rules/) 

Portable java-specific engineering guidance selected from ECC rules.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/ecc-java-rules/) 

RulesInstallable

#### [ECC FastAPI Rules](https://m9rco.github.io/awesome-python-dev/tools/ecc-fastapi-rules/) 

Portable fastapi-specific engineering guidance selected from ECC rules.

affaan-m/ECCMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/ecc-fastapi-rules/) 

LSP toolsReference

#### [Pyright](https://m9rco.github.io/awesome-python-dev/tools/pyright/) 

Python type checking and language-server support for navigation and diagnostics.

microsoft/pyrightMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/pyright/) 

LSP toolsReference

#### [Python LSP Server](https://m9rco.github.io/awesome-python-dev/tools/python-lsp-server/) 

Jedi-based Python completion and navigation with configurable linting and formatting plugins.

python-lsp/python-lsp-serverMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/python-lsp-server/) 

LSP toolsReference

#### [TypeScript Language Server](https://m9rco.github.io/awesome-python-dev/tools/typescript-language-server/) 

Language Server Protocol wrapper around TypeScript language services for JavaScript and TypeScript.

typescript-language-server/typescript-language-serverApache-2.0; MIT portions

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/typescript-language-server/) 

LSP toolsReference

#### [gopls](https://m9rco.github.io/awesome-python-dev/tools/gopls/) 

Official Go language server providing code navigation, diagnostics, and refactoring.

golang/toolsBSD-3-Clause

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/gopls/) 

LSP toolsReference

#### [rust-analyzer](https://m9rco.github.io/awesome-python-dev/tools/rust-analyzer/) 

Rust language server with code navigation, completion, diagnostics, and assists.

rust-lang/rust-analyzerMIT OR Apache-2.0

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/rust-analyzer/) 

LSP toolsReference

#### [clangd](https://m9rco.github.io/awesome-python-dev/tools/clangd/) 

C/C++ language server with completion, cross-references, diagnostics, and refactoring support.

clangd/clangdApache-2.0 WITH LLVM-exception

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/clangd/) 

ReferencesReference

#### [Semgrep](https://m9rco.github.io/awesome-python-dev/tools/semgrep/) 

Rule-based static analysis for security issues and code patterns across multiple languages.

semgrep/semgrepLGPL-2.1 (community engine); additional offerings/rules have separate terms

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/semgrep/) 

ReferencesReference

#### [Bandit](https://m9rco.github.io/awesome-python-dev/tools/bandit/) 

Find common Python security issues through AST-based static analysis.

PyCQA/banditApache-2.0

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/bandit/) 

ReferencesReference

#### [pip-audit](https://m9rco.github.io/awesome-python-dev/tools/pip-audit/) 

Audit Python environments and dependency specifications against known vulnerability data.

pypa/pip-auditApache-2.0

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/pip-audit/) 

ReferencesReference

#### [Gitleaks](https://m9rco.github.io/awesome-python-dev/tools/gitleaks/) 

Detect committed or working-tree secrets using configurable rules and allowlists.

gitleaks/gitleaksMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/gitleaks/) 

SkillsInstallable

#### [Code Review and Quality](https://m9rco.github.io/awesome-python-dev/tools/code-review-and-quality/) 

Multi-axis review of a diff or pull request across correctness, readability, architecture, security, and performance before merge.

addyosmani/agent-skillsMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/code-review-and-quality/) 

SkillsInstallable

#### [Observability and Instrumentation](https://m9rco.github.io/awesome-python-dev/tools/observability-and-instrumentation/) 

Instrument features with logging, metrics, tracing, and alerting so production behavior is visible and diagnosable.

addyosmani/agent-skillsMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/observability-and-instrumentation/) 

ReferencesReference

#### [Hypothesis](https://m9rco.github.io/awesome-python-dev/tools/hypothesis/) 

Property-based testing for Python that generates inputs and shrinks failing examples.

HypothesisWorks/hypothesisMPL-2.0

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/hypothesis/) 

LSP toolsReference

#### [ty](https://m9rco.github.io/awesome-python-dev/tools/ty/) 

Fast Rust-based Python type checker and language server with editor integrations.

astral-sh/tyMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/ty/) 

LSP toolsReference

#### [agent-lsp](https://m9rco.github.io/awesome-python-dev/tools/agent-lsp/) 

MCP server that orchestrates native language servers into batch, refactor, and speculative-edit workflows for coding agents.

blackwell-systems/agent-lspMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/agent-lsp/) 

MCP serversInstallable

#### [code-review-graph](https://m9rco.github.io/awesome-python-dev/tools/code-review-graph/) 

Local Tree-sitter code graph served over MCP for review context, change impact, and affected-test hints.

tirth8205/code-review-graphMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/code-review-graph/) 

MCP serversInstallable

#### [MCP Tools Py](https://m9rco.github.io/awesome-python-dev/tools/mcp-tools-py/) 

Run pylint, pytest, mypy, Ruff, Bandit, formatting, and symbol refactors on one Python project through a scoped MCP server.

MarcusJellinghaus/mcp-tools-pyMIT

[View setup ↗](https://m9rco.github.io/awesome-python-dev/tools/mcp-tools-py/) 

ReferencesReference

#### [Codebase Memory MCP](https://m9rco.github.io/awesome-python-dev/tools/codebase-memory-mcp/) 

Local knowledge graph MCP server linking code, documentation, configuration, and infrastructure for navigation and change impact.

DeusData/codebase-memory-mcpMIT

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/codebase-memory-mcp/) 

LSP toolsReference

#### [mcpls](https://m9rco.github.io/awesome-python-dev/tools/mcpls/) 

MCP-to-LSP bridge that runs rust-analyzer, pyright, gopls, and other language servers and exposes 31 code tools to agents.

bug-ops/mcplsMIT OR Apache-2.0

[Explore project ↗](https://m9rco.github.io/awesome-python-dev/tools/mcpls/) 

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BUILT TO BE UNDERSTOOD

### Know what goes into your project.

Skills and rules retain upstream licenses and provenance. MCP recipes pin their versions. Preview with --dry-run, inspect your setup with apd doctor, and remove managed entries with apd remove.

[Read the ECC migration notes ↗](https://github.com/m9rco/awesome-python-dev/blob/main/docs/ECC-MIGRATION.md)
