skill_id stringlengths 3 31 | name stringlengths 12 35 | description stringclasses 2
values | type stringclasses 5
values | task_prompt stringlengths 1.01k 2.23k | skill_document stringlengths 495 26.8k | test_code stringlengths 3.04k 18.1k | repo_url stringlengths 0 72 | repo_commit stringclasses 2
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|---|---|---|---|---|---|---|---|---|---|
add-uint-support | Add UInt Support | Restore uint32/uint64 operator support in PyTorch | repair | # Task: Enable Unsigned Integer Support for Target Operators
## Background
Several operators in PyTorch do not currently support unsigned integer types (uint16, uint32, uint64). When users attempt to perform calculations with these tensor types, the system returns an error stating that the type is not implemented.
M... | ---
name: add-uint-support
description: Add unsigned integer (uint) type support to PyTorch operators by updating AT_DISPATCH macros. Use when adding support for uint16, uint32, uint64 types to operators, kernels, or when user mentions enabling unsigned types, barebones unsigned types, or uint support.
---
# Add Unsig... | """
Unit Test for UInt32/64 Operator Support in PyTorch
"""
import torch
import pytest
class TestUIntOperators:
"""Tests for uint32 and uint64 operator support."""
@pytest.fixture(params=["uint32", "uint64"])
def dtype(self, request):
"""Parametrized fixture: uint32 and uint64."""
dtype_... | zhangyiiiiii/swe-skills-bench-pytorch:latest | ||
fix | React Code Fix & Linter | See task file for detailed mission requirements. | fix | # Task: Fix ESLint Violations in TypeScript Codebase
## Background
The upgradle project uses TypeScript + ESLint for code quality enforcement. Currently, the `src/` directory contains multiple ESLint rule violations that need to be addressed:
- `no-unused-vars`
- `@typescript-eslint/no-explicit-any`
- `eqeqeq` (stri... | ---
name: fix
description: Use when you have lint errors, formatting issues, or before committing code to ensure it passes CI.
---
# Fix Lint and Formatting
## Instructions
1. Run `yarn prettier` to fix formatting
2. Run `yarn linc` to check for remaining lint issues
3. Report any remaining manual fixes needed
## C... | """
Test for 'fix' skill — React Code Fix & Linter
Validates that the Agent scanned and fixed all ESLint violations in the upgradle
TypeScript codebase so that `npm run lint` passes cleanly.
"""
import os
import subprocess
import glob
import re
import pytest
from _dependency_utils import ensure_npm_dependencies
@py... | https://github.com/michaelasper/upgradle | 5f292188e9b427a96d3573b29e5677e4cdce58ea | zhangyiiiiii/swe-skills-bench-python |
tdd-workflow | TDD Workflow | See task file for detailed mission requirements. | feature | # Task: Implement Smart Coupon Calculator
## Required File Paths (Agent must only modify/create under these)
- MUST modify: `src/calculator.py` — implement or update `SmartCouponCalculator` here.
## Background
We need a flexible discount calculation system for our e-commerce platform that can handle multiple promo... | ---
name: tdd-workflow
description: Use this skill when writing new features, fixing bugs, or refactoring code. Enforces test-driven development with 80%+ coverage including unit, integration, and E2E tests.
---
# 測試驅動開發工作流程
此技能確保所有程式碼開發遵循 TDD 原則，並具有完整的測試覆蓋率。
## 何時啟用
- 撰寫新功能或功能性程式碼
- 修復 Bug 或問題
- 重構現有程式碼
- 新增 API 端... | """
Test for 'tdd-workflow' skill — Smart Coupon Calculator
Validates that the Agent implemented SmartCouponCalculator with progressive,
category, and user-tier discounts in src/calculator.py.
"""
import os
import sys
import importlib
import subprocess
import pytest
class TestTddWorkflow:
"""Verify SmartCouponCa... | https://github.com/tdd-starters/python | zhangyiiiiii/swe-skills-bench-python | |
security-review | Security Review (zh-TW) | See task file for detailed mission requirements. | feature | # Task: Implement Secure Export API Endpoints for BabyBuddy
## Background
We need to add export endpoints to BabyBuddy's REST API that allow users to export feeding and sleep records. The implementation must enforce proper authentication and authorization to ensure users can only access their own children's data.
##... | ---
name: security-review
description: Use this skill when adding authentication, handling user input, working with secrets, creating API endpoints, or implementing payment/sensitive features. Provides comprehensive security checklist and patterns.
---
# 安全性審查技能
此技能確保所有程式碼遵循安全性最佳實務並識別潛在漏洞。
## 何時啟用
- 實作認證或授權
- 處理使用者... | """
Test for 'security-review' skill — Secure Export API for BabyBuddy
Validates that the Agent implemented authenticated, authorized export endpoints
with proper serializers, views, URLs, and security checks.
"""
import os
import ast
import subprocess
import pytest
from _dependency_utils import ensure_python_depende... | https://github.com/babybuddy/babybuddy | zhangyiiiiii/swe-skills-bench-python | |
springboot-tdd | Spring Boot TDD | See task file for detailed mission requirements. | feature | # Task: Add Pet Weight Tracking Feature to PetClinic
## Background
We need to add a weight tracking feature to the Spring PetClinic application. Pet owners should be able to record and view their pets' weight history over time.
## Files to Create/Modify
- `src/main/java/org/springframework/samples/petclinic/owner/W... | ---
name: springboot-tdd
description: Test-driven development for Spring Boot using JUnit 5, Mockito, MockMvc, Testcontainers, and JaCoCo. Use when adding features, fixing bugs, or refactoring.
---
# Spring Boot TDD Workflow
TDD guidance for Spring Boot services with 80%+ coverage (unit + integration).
## When to Us... | """
Test for 'springboot-tdd' skill — Spring Boot TDD Workflow
Validates that the Agent added REST endpoints with TDD approach in the
Spring PetClinic application: controller, service, model, and tests.
"""
import os
import subprocess
import pytest
class TestSpringbootTdd:
"""Verify Spring Boot TDD implementatio... | https://github.com/spring-projects/spring-petclinic | zhangyiiiiii/swe-skills-bench-jvm | |
add-admin-api-endpoint | Ghost Admin API Endpoint Creator | See task file for detailed mission requirements. | feature | # Task: Create audit_logs Admin API Endpoint for Ghost CMS
## Background
We need to add an `audit_logs` resource endpoint to the Ghost Admin API, allowing administrators to query recent user operation records for security and compliance purposes.
## Files to Create/Modify
* `ghost/core/core/server/api/endpoints/aud... | ---
name: Add Admin API Endpoint
description: Add a new endpoint or endpoints to Ghost's Admin API at `ghost/api/admin/**`.
---
# Create Admin API Endpoint
## Instructions
1. If creating an endpoint for an entirely new resource, create a new endpoint file in `ghost/core/core/server/api/endpoints/`. Otherwise, locate... | """
Test for 'add-admin-api-endpoint' skill — Ghost Admin API Endpoint
Validates that the Agent added a new audit_logs Admin API endpoint in Ghost with
model, endpoint handler, route registration, and tests.
"""
import os
import re
import subprocess
import pytest
from _dependency_utils import ensure_npm_dependencies
... | https://github.com/TryGhost/Ghost | zhangyiiiiii/swe-skills-bench-python | |
mcp-builder | MCP Server Builder | See task file for detailed mission requirements. | feature | # Task: Build MCP Server for Markdown Knowledge Base with SQLite
## Background
We need to create a hybrid MCP (Model Context Protocol) server using TypeScript and `@modelcontextprotocol/sdk` that connects a local Markdown knowledge base with a SQLite metadata database.
## Files to Create/Modify
- `src/markdown-sqli... | ---
name: mcp-builder
description: Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
license... | """
Test for 'mcp-builder' skill — MCP Server Builder
Validates that the Agent created a new MCP (Model Context Protocol) server
implementation with TypeScript source, build config, and tests.
"""
import os
import subprocess
import pytest
from _dependency_utils import ensure_npm_dependencies
@pytest.fixture(scope="... | https://github.com/modelcontextprotocol/servers | zhangyiiiiii/swe-skills-bench-python | |
python-resilience | Python Resilience Patterns | See task file for detailed mission requirements. | feature | # Task: Implement Resilient Transport Layer for httpx
## Background
We need to add a resilient transport module to the httpx library that provides automatic retry and circuit breaker capabilities directly within the httpx transport layer.
## Files to Create/Modify
- `httpx/_transports/resilient.py` - Resilient tran... | ---
name: python-resilience
description: Python resilience patterns including automatic retries, exponential backoff, timeouts, and fault-tolerant decorators. Use when adding retry logic, implementing timeouts, building fault-tolerant services, or handling transient failures.
---
# Python Resilience Patterns
Build fa... | """
Test for 'python-resilience' skill — Resilient Transport Layer for httpx
Validates that the Agent implemented ResilientTransport with retry and
circuit-breaker logic in httpx/_transports/resilient.py.
"""
import os
import sys
import ast
import subprocess
import importlib
import pytest
class TestPythonResilience:... | https://github.com/encode/httpx | zhangyiiiiii/swe-skills-bench-python | |
xlsx | Excel & Spreadsheet Automation | See task file for detailed mission requirements. | feature | # Task: Implement Sales Report Generation Engine for openpyxl
## Background
We need to add a report generation engine to the openpyxl library that can produce Excel reports with automated summary formulas, conditional formatting, and trend charts.
## Files to Create/Modify
- `openpyxl/utils/report_engine.py` - Repo... | ---
name: xlsx
description: "Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an existing .xlsx, .xlsm, .csv, or .tsv file (e.g., adding columns, computing formulas, formatting, charting, cleaning messy data); create a new s... | """
Test for 'xlsx' skill — Excel & Spreadsheet Automation
Validates that the Agent implemented generate_sales_report() in
openpyxl/utils/report_engine.py with summary formulas, conditional formatting,
and trend charts.
"""
import os
import sys
import ast
import subprocess
import tempfile
import pytest
class TestXls... | https://github.com/ericgazoni/openpyxl | zhangyiiiiii/swe-skills-bench-python | |
turborepo | Turborepo Monorepo Build System | See task file for detailed mission requirements. | feature | # Task: Create Turborepo Monorepo Example with Cache Demonstration
## Background
We need a complete monorepo example in the `examples/` directory that demonstrates Turborepo's task caching and incremental build mechanisms.
## Project Structure
Create the following structure:
```
examples/cache-demo/
├── package.js... | ---
name: turborepo
description: |
Turborepo monorepo build system guidance. Triggers on: turbo.json, task pipelines,
dependsOn, caching, remote cache, the "turbo" CLI, --filter, --affected, CI optimization, environment
variables, internal packages, monorepo structure/best practices, and boundaries.
Use when u... | """
Test for 'turborepo' skill — Turborepo Monorepo Configuration
Validates that the Agent set up a Turborepo monorepo with workspaces,
shared packages, and proper turbo.json pipeline config.
"""
import os
import json
import subprocess
import pytest
class TestTurborepo:
"""Verify Turborepo monorepo setup."""
... | https://github.com/vercel/turbo | zhangyiiiiii/swe-skills-bench-python | |
github-actions-templates | GitHub Actions Templates | See task file for detailed mission requirements. | feature | # Task: Create Python CI Workflow Template for GitHub Actions
## Background
Add a new CI workflow template for Python projects in the starter-workflows
repository, covering multi-version testing with dependency caching.
## Files to Create/Modify
- ci/python-pytest.yml - Workflow template
- ci/properties/p... | ---
name: github-actions-templates
description: Create production-ready GitHub Actions workflows for automated testing, building, and deploying applications. Use when setting up CI/CD with GitHub Actions, automating development workflows, or creating reusable workflow templates.
---
# GitHub Actions Templates
Product... | """
Test for 'github-actions-templates' skill — GitHub Actions Workflow Templates
Validates that the Agent created reusable workflow YAML templates with
properties JSON metadata files the starter-workflows repo expects.
"""
import os
import json
import pytest
class TestGithubActionsTemplates:
"""Verify GitHub Ac... | https://github.com/actions/starter-workflows | zhangyiiiiii/swe-skills-bench-python | |
analytics-events | Metabase Frontend Analytics Events | See task file for detailed mission requirements. | feature | # Task: Add Frontend Analytics Event Definitions for Metabase
## Background
We need to define and implement key user behavior analytics events for Metabase's frontend, enabling better understanding of user interactions.
## Files to Create/Modify
- `frontend/src/metabase/lib/analytics.ts` - Event definitions and typ... | ---
name: analytics-events
description: Add product analytics events to track user interactions in the Metabase frontend
allowed-tools: Read, Write, Edit, Grep, Glob
---
# Frontend Analytics Events Skill
This skill helps you add product analytics (Snowplow) events to track user interactions in the Metabase frontend c... | """
Test for 'analytics-events' skill — Metabase Analytics Event Definitions
Validates that the Agent created TypeScript analytics event interfaces with
proper typing, naming conventions, and event schema validation.
"""
import os
import pytest
class TestAnalyticsEvents:
"""Verify analytics event definitions in ... | https://github.com/metabase/metabase | zhangyiiiiii/swe-skills-bench-python | |
prometheus-configuration | Prometheus Configuration | See task file for detailed mission requirements. | feature | # Task: Create Multi-Job Scrape Configuration Example for Prometheus
## Background
Add a comprehensive scrape configuration example demonstrating multi-job
setup with relabeling rules, and add unit tests to verify configuration parsing.
## Files to Create/Modify
- documentation/examples/multi-job-prometheus.... | ---
name: prometheus-configuration
description: Set up Prometheus for comprehensive metric collection, storage, and monitoring of infrastructure and applications. Use when implementing metrics collection, setting up monitoring infrastructure, or configuring alerting systems.
---
# Prometheus Configuration
Complete gu... | """
Test for 'prometheus-configuration' skill — Prometheus Configuration
Validates that the Agent created a multi-job scrape configuration example with
relabeling rules and added config parsing tests.
"""
import os
import subprocess
import pytest
from _dependency_utils import ensure_go_dependencies
@pytest.fixture(... | https://github.com/prometheus/prometheus | zhangyiiiiii/swe-skills-bench-golang | |
python-anti-patterns | Python Anti-Pattern Review | See task file for detailed mission requirements. | refactor | # Task: Refactor boltons Core Modules to Modern Python Patterns
## Background
The `boltons/iterutils.py` and `boltons/strutils.py` modules contain legacy Python patterns that should be modernized to Python 3.9+ idioms while maintaining backward compatibility.
## Files to Modify
- `boltons/iterutils.py` - Refactor t... | ---
name: python-anti-patterns
description: Common Python anti-patterns to avoid. Use as a checklist when reviewing code, before finalizing implementations, or when debugging issues that might stem from known bad practices.
---
# Python Anti-Patterns Checklist
A reference checklist of common mistakes and anti-pattern... | """
Test for 'python-anti-patterns' skill — Python Anti-Pattern Review
Validates that the Agent refactored boltons/iterutils.py and boltons/strutils.py
to use modern Python 3.9+ patterns while keeping all existing tests passing.
"""
import os
import re
import ast
import subprocess
import pytest
class TestPythonAntiP... | https://github.com/mahmoud/boltons | zhangyiiiiii/swe-skills-bench-python | |
implementing-jsc-classes-zig | Bun Zig-JS Class Generator | See task file for detailed mission requirements. | feature | # Task: Implement BunHash JavaScript Class Using Zig Bindings
## Background
Implement a new `BunHash` JavaScript class in Bun's runtime that exposes multiple hash algorithms (murmur3, xxhash32, xxhash64, wyhash) to JavaScript. The class should be implemented using Bun's `.classes.ts` definition file and Zig implement... | ---
name: implementing-jsc-classes-zig
description: Creates JavaScript classes using Bun's Zig bindings generator (.classes.ts). Use when implementing new JS APIs in Zig with JSC integration.
---
# Bun's JavaScriptCore Class Bindings Generator
Bridge JavaScript and Zig through `.classes.ts` definitions and Zig implem... | """
Test for 'implementing-jsc-classes-zig' skill — JSC Classes in Zig (Bun)
Validates that the Agent implemented JavaScript Core (JSC) class bindings
in Zig within the Bun runtime.
"""
import os
import subprocess
import pytest
class TestImplementingJscClassesZig:
"""Verify JSC class implementation in Zig for Bu... | https://github.com/oven-sh/bun | zhangyiiiiii/swe-skills-bench-python | |
add-malli-schemas | Metabase Malli Schema Architect | See task file for detailed mission requirements. | feature | # Task: Add Malli Schema Validation for Metabase Alert API
## Background
Add complete Malli Schema input validation for Metabase's Alert API endpoints
to ensure type safety and proper validation of incoming requests.
## Files to Create/Modify
- src/metabase/api/alert.clj
- test/metabase/api/alert_malli_te... | ---
name: add-malli-schemas
description: Efficiently add Malli schemas to API endpoints in the Metabase codebase with proper patterns, validation timing, and error handling
---
# Add Malli Schemas to API Endpoints
This skill helps you efficiently and uniformly add Malli schemas to API endpoints in the Metabase codeba... | """
Test for 'add-malli-schemas' skill — Malli Schema Validation in Metabase
Validates that the Agent added Malli schemas for API request/response
validation in the Metabase Clojure codebase.
"""
import os
import subprocess
import pytest
class TestAddMalliSchemas:
"""Verify Malli schema implementation in Metabas... | https://github.com/metabase/metabase | zhangyiiiiii/swe-skills-bench-clojure | |
clojure-write | Clojure Development & REPL Workflow | See task file for detailed mission requirements. | feature | # Task: Add Currency Field Conversion to Metabase Query Export
## Background
We need to add currency field conversion functionality to Metabase's query result export module, allowing automatic currency formatting based on site settings.
## Files to Create/Modify
- `src/metabase/query_processor/middleware/currency_f... | ---
name: clojure-write
description: Guide Clojure and ClojureScript development using REPL-driven workflow, coding conventions, and best practices. Use when writing, developing, or refactoring Clojure/ClojureScript code.
---
# Clojure Development Skill
## Tool Preference
When `clojure-mcp` tools are available (e.g.... | """
Test for 'clojure-write' skill — Clojure Currency Formatter
Validates that the Agent created a Clojure currency formatting namespace
with proper locale handling and tests.
"""
import os
import subprocess
import pytest
class TestClojureWrite:
"""Verify Clojure currency formatter in Metabase."""
REPO_DIR ... | https://github.com/metabase/metabase | zhangyiiiiii/swe-skills-bench-clojure | |
django-patterns | Django Architecture Patterns | See task file for detailed mission requirements. | feature | # Task: Implement Low Stock Alert Feature for Saleor
## Background
Implement an inventory alert feature in Saleor that automatically triggers
alerts when product variant stock falls below a specified threshold.
## Files to Create/Modify
- saleor/warehouse/models.py (add field to Stock)
- saleor/warehouse/... | ---
name: django-patterns
description: Django architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.
---
# Django Development Patterns
Production-grade Django architecture patterns for scalable, maintainable applications.
## When to Activa... | """
Test for 'django-patterns' skill — Django Design Patterns in Saleor
Validates that the Agent implemented Django best practices including
custom model managers, signals, middleware, and proper migrations.
"""
import os
import subprocess
import pytest
from _dependency_utils import ensure_python_dependencies
@pyte... | https://github.com/saleor/saleor | zhangyiiiiii/swe-skills-bench-python | |
python-background-jobs | Python Background Jobs | See task file for detailed mission requirements. | feature | # Task: Design Video Transcoding Task System with Celery
## Background
Design a video transcoding task system based on Celery's Task base class,
implementing proper task chaining, state updates, and retry logic.
## Files to Create/Modify
- examples/transcoding/tasks.py
- examples/transcoding/workflow.py
... | ---
name: python-background-jobs
description: Python background job patterns including task queues, workers, and event-driven architecture. Use when implementing async task processing, job queues, long-running operations, or decoupling work from request/response cycles.
---
# Python Background Jobs & Task Queues
Deco... | """
Test for 'python-background-jobs' skill — Video Transcoding Task System
Validates that the Agent implemented Celery tasks (extract_audio, transcode_video,
generate_thumbnail) and a chain workflow in the celery repository.
"""
import os
import ast
import subprocess
import pytest
class TestPythonBackgroundJobs:
... | https://github.com/celery/celery | zhangyiiiiii/swe-skills-bench-python | |
python-configuration | Python Configuration Management | See task file for detailed mission requirements. | feature | # Task: Implement Type-Safe Configuration with pydantic-settings
## Background
Transform FastAPI's hardcoded configuration into a type-safe configuration
system using pydantic-settings BaseSettings.
## Files to Create/Modify
- docs_src/settings/tutorial001.py
- docs_src/settings/tutorial001_test.py
## Re... | ---
name: python-configuration
description: Python configuration management via environment variables and typed settings. Use when externalizing config, setting up pydantic-settings, managing secrets, or implementing environment-specific behavior.
---
# Python Configuration Management
Externalize configuration from c... | """
Test for 'python-configuration' skill — Python Configuration Management
Validates that the Agent transformed FastAPI hardcoded config into a
pydantic-settings BaseSettings class with validation, @lru_cache, and DI.
"""
import os
import sys
import ast
import subprocess
import pytest
class TestPythonConfiguration:... | https://github.com/fastapi/fastapi | zhangyiiiiii/swe-skills-bench-python | |
creating-financial-models | Financial Modeling Suite | See task file for detailed mission requirements. | feature | # Task: Create QuantLib Usage Examples with DCF Valuation
## Background
Add practical examples to the
QuantLib repository demonstrating discounted cash flow (DCF) valuation
using QuantLib's existing API.
## Files to Create/Modify
- Examples/DCFValuation/DCFDemo.cpp (main example)
- Examples/DCFValuatio... | ---
name: creating-financial-models
description: This skill provides an advanced financial modeling suite with DCF analysis, sensitivity testing, Monte Carlo simulations, and scenario planning for investment decisions
---
# Financial Modeling Suite
A comprehensive financial modeling toolkit for investment analysis, v... | """
Test for 'creating-financial-models' skill — QuantLib Financial Models
Validates that the Agent created financial model implementations using
QuantLib with proper pricing engines and term structure setup.
"""
import os
import subprocess
import pytest
class TestCreatingFinancialModels:
"""Verify QuantLib fina... | https://github.com/lballabio/QuantLib | zhangyiiiiii/swe-skills-bench-python | |
prompt-engineering-patterns | Prompt Engineering Patterns | See task file for detailed mission requirements. | feature | # Task: Implement Prompt Engineering Templates with Automated Evaluation
## Background
Create a reproducible prompt engineering template system with automated
evaluation capabilities in the LangChain repository.
## Files to Create/Modify
- examples/prompt_templates/ (new directory)
- scripts/run_prompt_ev... | ---
name: prompt-engineering-patterns
description: Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production. Use when optimizing prompts, improving LLM outputs, or designing production prompt templates.
---
# Prompt Engineering Patterns
Master advanced ... | """
Test for 'prompt-engineering-patterns' skill — Prompt Engineering Patterns
Validates that the Agent implemented prompt templates and automated evaluation
in the LangChain repository.
"""
import os
import subprocess
import json
import pytest
class TestPromptEngineeringPatterns:
"""Verify prompt engineering te... | https://github.com/langchain-ai/langchain | zhangyiiiiii/swe-skills-bench-python | |
risk-metrics-calculation | Risk Metrics Calculation | See task file for detailed mission requirements. | feature | # Task: Add Risk Metrics Calculation Examples and Tests
## Background
Add example scripts and unit tests for risk metrics calculation in pyfolio,
demonstrating Sharpe ratio, maximum drawdown, and other key metrics.
## Files to Create/Modify
- examples/risk_metrics_demo.py (new)
- tests/test_risk_metrics.py (n... | ---
name: risk-metrics-calculation
description: Calculate portfolio risk metrics including VaR, CVaR, Sharpe, Sortino, and drawdown analysis. Use when measuring portfolio risk, implementing risk limits, or building risk monitoring systems.
---
# Risk Metrics Calculation
Comprehensive risk measurement toolkit for port... | """
Test for 'risk-metrics-calculation' skill — Risk Metrics Calculation
Validates that the Agent implemented risk metric calculations (Sharpe, Max Drawdown,
Sortino, Calmar) with example scripts and tests in pyfolio.
"""
import os
import subprocess
import json
import pytest
class TestRiskMetricsCalculation:
"""... | https://github.com/quantopian/pyfolio | zhangyiiiiii/swe-skills-bench-python | |
vector-index-tuning | Vector Index Tuning | See task file for detailed mission requirements. | feature | # Task: Create Vector Index Tuning Examples for FAISS
## Background
Add index tuning examples demonstrating the trade-off between recall
and latency for different FAISS index configurations.
## Files to Create/Modify
- benchs/index_tuning_demo.py (new)
- examples/index_tuning/ (new directory)
- tools/benchmar... | ---
name: vector-index-tuning
description: Optimize vector index performance for latency, recall, and memory. Use when tuning HNSW parameters, selecting quantization strategies, or scaling vector search infrastructure.
---
# Vector Index Tuning
Guide to optimizing vector indexes for production performance.
## When t... | """
Test for 'vector-index-tuning' skill — FAISS Vector Index Tuning
Validates that the Agent created optimized FAISS index configurations
with proper parameter tuning and benchmarking.
"""
import os
import subprocess
import pytest
class TestVectorIndexTuning:
"""Verify FAISS vector index tuning implementation."... | https://github.com/facebookresearch/faiss | zhangyiiiiii/swe-skills-bench-python | |
rag-implementation | RAG Implementation Framework | See task file for detailed mission requirements. | feature | # Task: Implement End-to-End RAG Demo in LangChain
## Background
Create an end-to-end RAG (Retrieval-Augmented Generation) demonstration
in LangChain showing data import, retriever configuration, and generation.
## Files to Create/Modify
- examples/rag_demo.py (new)
- examples/rag_config.yaml (configurati... | ---
name: rag-implementation
description: Build Retrieval-Augmented Generation (RAG) systems for LLM applications with vector databases and semantic search. Use when implementing knowledge-grounded AI, building document Q&A systems, or integrating LLMs with external knowledge bases.
---
# RAG Implementation
Master Re... | """
Test for 'rag-implementation' skill — RAG Implementation Framework
Validates that the Agent created an end-to-end RAG demo in the LangChain repo.
"""
import os
import subprocess
import pytest
class TestRagImplementation:
"""Verify RAG demo implementation in LangChain."""
REPO_DIR = "/workspace/langchain... | https://github.com/langchain-ai/langchain | zhangyiiiiii/swe-skills-bench-python | |
spark-optimization | Spark Optimization | See task file for detailed mission requirements. | feature | # Task: Add Spark Job Example with Performance Benchmarking
## Background
Add a small Spark job example with baseline measurement and optimization
suggestions like shuffle and partition tuning.
## Files to Create/Modify
- examples/spark_optimization_demo.py (new)
- examples/spark_benchmark.sh (benchmark s... | ---
name: spark-optimization
description: Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving Spark performance, debugging slow jobs, or scaling data processing pipelines.
---
# Apache Spark Optimization
Production patterns for optimizing Apache Spark job... | """
Test for 'spark-optimization' skill — Apache Spark Query Optimization
Validates that the Agent created optimized Spark query examples with
proper partitioning, caching, and broadcast join patterns.
"""
import os
import subprocess
import pytest
class TestSparkOptimization:
"""Verify Spark optimization demo sc... | https://github.com/apache/spark | zhangyiiiiii/swe-skills-bench-jvm | |
similarity-search-patterns | Similarity Search Patterns | See task file for detailed mission requirements. | feature | # Task: Create Similarity Search Demonstration for Milvus
## Background
Add examples demonstrating similarity search behavior in Milvus with
index building, vector insertion, and query operations.
## Files to Create/Modify
- examples/similarity_search_demo.py (new)
- examples/test_vectors.json (test data)... | ---
name: similarity-search-patterns
description: Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.
---
# Similarity Search Patterns
Patterns for implementing efficient similarity search in produc... | """
Test for 'similarity-search-patterns' skill — Milvus Similarity Search
Validates that the Agent created similarity search examples with proper
collection setup, indexing, and search patterns in Milvus.
"""
import os
import subprocess
import pytest
class TestSimilaritySearchPatterns:
"""Verify Milvus similari... | https://github.com/milvus-io/milvus | zhangyiiiiii/swe-skills-bench-golang | |
llm-evaluation | LLM Evaluation | See task file for detailed mission requirements. | feature | # Task: Add LLM Evaluation Example and Test Cases for HELM
## Background
Add a small LLM evaluation use case with configuration, sample inputs,
and execution script to the HELM repository.
## Files to Create/Modify
- examples/llm_eval_demo.py (new)
- examples/eval_config.yaml (configuration)
- benchmar... | ---
name: llm-evaluation
description: Implement comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking. Use when testing LLM performance, measuring AI application quality, or establishing evaluation frameworks.
---
# LLM Evaluation
Master comprehensive evalu... | """
Test for 'llm-evaluation' skill — LLM Evaluation
Validates that the Agent created an LLM evaluation demo with config, sample inputs,
and structured output in the HELM repository.
"""
import os
import subprocess
import json
import pytest
class TestLlmEvaluation:
"""Verify LLM evaluation demo in HELM."""
... | https://github.com/stanford-crfm/helm | zhangyiiiiii/swe-skills-bench-python | |
analyze-ci | CI Failure Analyzer | See task file for detailed mission requirements. | feature | # Task: Create CI Failure Analysis Script for Sentry
## Background
Add a CI failure analysis script that parses pytest output logs,
extracts failure information, and generates structured diagnostic reports.
## Files to Create/Modify
- `scripts/analyze_ci_failures.py` (新建)
- `sample_pytest_output.log` (新建，... | ---
name: analyze-ci
description: Analyze failed GitHub Action jobs for a pull request.
allowed-tools:
- Bash(uv run skills analyze-ci:*)
---
# Analyze CI Failures
This skill analyzes logs from failed GitHub Action jobs using Claude.
## Prerequisites
- **GitHub Token**: Auto-detected via `gh auth token`, or set `... | """
Test for 'analyze-ci' skill — CI Failure Analyzer
Validates that the Agent created a CI failure analysis script that parses pytest
output logs and generates structured JSON diagnostic reports.
"""
import os
import json
import subprocess
import pytest
class TestAnalyzeCi:
"""Verify CI failure analysis script ... | https://github.com/getsentry/sentry | zhangyiiiiii/swe-skills-bench-python | |
python-packaging | Python Packaging & Distribution | See task file for detailed mission requirements. | test | # Task: Add Version Parsing Edge Case Tests for Python Packaging
## Background
Add integration tests covering version number parsing edge cases
and a demo script showing packaging library usage.
## Files to Create/Modify
- tests/test_version_edge_cases.py (new tests)
- scripts/demo_packaging.py (new demo ... | ---
name: python-packaging
description: Create distributable Python packages with proper project structure, setup.py/pyproject.toml, and publishing to PyPI. Use when packaging Python libraries, creating CLI tools, or distributing Python code.
---
# Python Packaging
Comprehensive guide to creating, structuring, and di... | """
Test for 'python-packaging' skill — Python Packaging & Distribution
Validates that the Agent added version parsing edge case tests and a demo script
to the packaging repository.
"""
import os
import subprocess
import pytest
class TestPythonPackaging:
"""Verify version parsing edge-case tests and demo for pac... | https://github.com/pypa/packaging | zhangyiiiiii/swe-skills-bench-python | |
gitops-workflow | GitOps Workflow for Kubernetes | See task file for detailed mission requirements. | feature | # Task: Add Flux GitOps Demo Configuration and Verification Script
## Background
在 Flux CD 仓库中新增一个完整的 GitOps 配置示例，展示 Flux 部署清单和 Kustomize Overlay 结构，并编写一个验证脚本来检查配置的正确性。
## Files to Create/Modify
- `hack/gitops-demo/clusters/dev/flux-system/gotk-components.yaml` (Flux bootstrap 组件)
- `hack/gitops-demo/cluster... | ---
name: gitops-workflow
description: Implement GitOps workflows with ArgoCD and Flux for automated, declarative Kubernetes deployments with continuous reconciliation. Use when implementing GitOps practices, automating Kubernetes deployments, or setting up declarative infrastructure management.
---
# GitOps Workflow
... | """
Test for 'gitops-workflow' skill — GitOps Workflow for Kubernetes
Validates that the Agent created a Flux GitOps demo with Kustomize overlays
and a verification script.
"""
import os
import subprocess
import pytest
class TestGitopsWorkflow:
"""Verify Flux GitOps demo configuration."""
REPO_DIR = "/works... | https://github.com/fluxcd/flux2 | zhangyiiiiii/swe-skills-bench-golang | |
linkerd-patterns | Linkerd Service Mesh Patterns | See task file for detailed mission requirements. | feature | # Task: Add Linkerd mTLS Verification Example
## Background
Add a complete mTLS (mutual TLS) verification example for Linkerd2, demonstrating how to validate that service-to-service communication is encrypted and identities are properly verified within the mesh.
## Files to Create/Modify
- `examples/mtls-demo/deplo... | ---
name: linkerd-patterns
description: Implement Linkerd service mesh patterns for lightweight, security-focused service mesh deployments. Use when setting up Linkerd, configuring traffic policies, or implementing zero-trust networking with minimal overhead.
---
# Linkerd Patterns
Production patterns for Linkerd ser... | """
Test for 'linkerd-patterns' skill — Linkerd Service Mesh Patterns
Validates that the Agent created mTLS verification examples with Server/
ServerAuthorization CRDs and proper Linkerd annotations.
"""
import os
import subprocess
import pytest
class TestLinkerdPatterns:
"""Verify Linkerd mTLS demonstration set... | https://github.com/linkerd/linkerd2 | zhangyiiiiii/swe-skills-bench-golang | |
changelog-automation | Changelog Automation | See task file for detailed mission requirements. | feature | # Task: Add GitHub Changelog Generator Configuration Example
## Background
Add a complete changelog generation
configuration example demonstrating the github-changelog-generator
tool's capabilities and customization options.
## Files to Create/Modify
- examples/advanced_config/.github_changelog_generator ... | ---
name: changelog-automation
description: Automate changelog generation from commits, PRs, and releases following Keep a Changelog format. Use when setting up release workflows, generating release notes, or standardizing commit conventions.
---
# Changelog Automation
Patterns and tools for automating changelog gene... | """
Test for 'changelog-automation' skill — Changelog Generation Automation
Validates that the Agent configured automatic changelog generation from
git commit history using github-changelog-generator conventions.
"""
import os
import subprocess
import pytest
class TestChangelogAutomation:
"""Verify changelog aut... | https://github.com/github-changelog-generator/github-changelog-generator | zhangyiiiiii/swe-skills-bench-ruby | |
k8s-manifest-generator | Kubernetes Manifest Generator | See task file for detailed mission requirements. | feature | # Task: Create Multi-Environment Kustomize Overlay Example
## Background
Add a comprehensive
multi-environment overlay example to the Kustomize repository demonstrating
production-ready configuration management patterns.
## Files to Create/Modify
- examples/multi-env/base/deployment.yaml (base deployment)... | ---
name: k8s-manifest-generator
description: Create production-ready Kubernetes manifests for Deployments, Services, ConfigMaps, and Secrets following best practices and security standards. Use when generating Kubernetes YAML manifests, creating K8s resources, or implementing production-grade Kubernetes configurations... | """
Test for 'k8s-manifest-generator' skill — Kustomize Manifest Generator
Validates that the Agent created Kustomize base+overlay structure for 3
environments and that kustomize build succeeds for each.
"""
import os
import subprocess
import pytest
import yaml # Imported at the top for consistency
class TestK8sMan... | https://github.com/kubernetes-sigs/kustomize | zhangyiiiiii/swe-skills-bench-golang | |
nx-workspace-patterns | Nx Workspace Patterns | See task file for detailed mission requirements. | test | # Task: Add Nx Workspace Demo with Generator
## Background
Add a minimal Nx workspace demo with a custom generator stub
and affected task listing.
## Files to Create/Modify
- examples/nx-demo/workspace.json (or nx.json)
- examples/nx-demo/packages/my-lib/ (sample library)
- examples/nx-demo/tools/gener... | ---
name: nx-workspace-patterns
description: Configure and optimize Nx monorepo workspaces. Use when setting up Nx, configuring project boundaries, optimizing build caching, or implementing affected commands.
---
# Nx Workspace Patterns
Production patterns for Nx monorepo management.
## When to Use This Skill
- Set... | """
Test for 'nx-workspace-patterns' skill — Nx Monorepo Workspace Patterns
Validates that the Agent configured Nx workspace with generators, plugins,
and proper dependency graph setup.
"""
import os
import json
import subprocess
import pytest
class TestNxWorkspacePatterns:
"""Verify Nx workspace configuration a... | https://github.com/nrwl/nx | zhangyiiiiii/swe-skills-bench-python | |
bazel-build-optimization | Bazel Build Optimization | See task file for detailed mission requirements. | feature | # Task: Create Bazel Remote Execution Example Project
## Background
Add a minimal but complete Bazel
project example demonstrating remote execution configuration and
build caching patterns to the Bazel repository.
## Files to Create/Modify
- examples/python-bazel/WORKSPACE (workspace configuration)
- e... | ---
name: bazel-build-optimization
description: Optimize Bazel builds for large-scale monorepos. Use when configuring Bazel, implementing remote execution, or optimizing build performance for enterprise codebases.
---
# Bazel Build Optimization
Production patterns for Bazel in large-scale monorepos.
## When to Use T... | """
Test for 'bazel-build-optimization' skill — Bazel Build Optimization
Validates that the Agent optimized Bazel build configuration with remote
caching, build parallelism, and dependency management.
"""
import os
import subprocess
import pytest
class TestBazelBuildOptimization:
"""Verify Bazel build optimizati... | https://github.com/bazelbuild/bazel | zhangyiiiiii/swe-skills-bench-bazel | |
istio-traffic-management | Istio Traffic Management | See task file for detailed mission requirements. | feature | # Task: Add Istio Canary Deployment Example
## Background
Add an Istio canary deployment example to the `samples/` directory demonstrating weighted traffic routing between stable and canary versions of a service.
## Files to Create/Modify
- `samples/canary-demo/virtual-service.yaml` - VirtualService with weighted r... | ---
name: istio-traffic-management
description: Configure Istio traffic management including routing, load balancing, circuit breakers, and canary deployments. Use when implementing service mesh traffic policies, progressive delivery, or resilience patterns.
---
# Istio Traffic Management
Comprehensive guide to Istio... | """
Test for 'istio-traffic-management' skill — Istio Traffic Management
Validates that the Agent created VirtualService, DestinationRule, Gateway,
Deployments configs and a verify script for canary routing with proper traffic weights.
"""
import os
import pytest
class TestIstioTrafficManagement:
"""Verify Istio... | https://github.com/istio/istio | zhangyiiiiii/swe-skills-bench-python | |
bash-defensive-patterns | Bash Defensive Patterns | See task file for detailed mission requirements. | feature | # Task: Add Defensive Bash Scripts to ShellCheck Test Suite
## Background
Add example shell scripts to the ShellCheck repository's `test/` directory that demonstrate robust, production-quality Bash patterns and pass ShellCheck analysis without warnings.
## Files to Create/Modify
- `test/safe_backup.sh` - Backup scr... | ---
name: bash-defensive-patterns
description: Master defensive Bash programming techniques for production-grade scripts. Use when writing robust shell scripts, CI/CD pipelines, or system utilities requiring fault tolerance and safety.
---
# Bash Defensive Patterns
Comprehensive guidance for writing production-ready ... | """
Test for 'bash-defensive-patterns' skill — Bash Defensive Scripting
Validates that the Agent created idiomatic, defensive bash scripts with
proper error handling and that shellcheck validates them.
"""
import os
import subprocess
import pytest
class TestBashDefensivePatterns:
"""Verify defensive bash scripti... | https://github.com/koalaman/shellcheck | zhangyiiiiii/swe-skills-bench-python | |
gitlab-ci-patterns | GitLab CI Patterns | See task file for detailed mission requirements. | fix | # Task: Fix GitLab CI Security Pipeline Templates
## Background
The existing GitLab CI security scanning templates under `lib/gitlab/ci/templates/Security/` have missing or incomplete `extends` and `rules` fields, causing them to fail validation. These templates need to be updated to conform to GitLab CI template sta... | ---
name: gitlab-ci-patterns
description: Build GitLab CI/CD pipelines with multi-stage workflows, caching, and distributed runners for scalable automation. Use when implementing GitLab CI/CD, optimizing pipeline performance, or setting up automated testing and deployment.
---
# GitLab CI Patterns
Comprehensive GitLa... | """
Test for 'gitlab-ci-patterns' skill — GitLab CI Security Templates
Validates that the Agent created SAST, DAST, and Dependency Scanning
CI/CD template YAML files following GitLab conventions.
"""
import os
import pytest
class TestGitlabCiPatterns:
"""Verify GitLab CI security scanning templates."""
REPO... | https://github.com/gitlabhq/gitlabhq | zhangyiiiiii/swe-skills-bench-ruby | |
implementing-agent-modes | PostHog Agent Mode Architect | See task file for detailed mission requirements. | feature | # Task: Add Agent Batch Processing Mode for PostHog
## Background
Add batch event processing
capabilities for agent mode, enabling efficient bulk event capture
with configurable batching parameters.
## Files to Create/Modify
- posthog/api/capture.py (batch endpoint addition)
- posthog/settings/batch_co... | ---
name: implementing-agent-modes
description: Guidelines to create/update a new mode for PostHog AI agent. Modes are a way to limit what tools, prompts, and prompt injections are applied and under what conditions. Achieve better results using your plan mode.
---
# Agent modes
Use the steps below to plan or implemen... | """
Test for 'implementing-agent-modes' skill — PostHog Agent Mode Implementation
Validates that the Agent implemented custom agent modes with proper state
management, transitions, and configuration.
"""
import os
import subprocess
import pytest
class TestImplementingAgentModes:
"""Verify agent mode implementati... | https://github.com/PostHog/posthog | zhangyiiiiii/swe-skills-bench-python | |
python-observability | Python Observability Patterns | See task file for detailed mission requirements. | feature | # Task: Add End-to-End Observability Demo for OpenTelemetry Python
## Background
Add a comprehensive observability demonstration script to the opentelemetry-python repository that shows manual instrumentation with tracing, context propagation, and metric collection.
## Files to Create/Modify
- `docs/examples/observ... | ---
name: python-observability
description: Python observability patterns including structured logging, metrics, and distributed tracing. Use when adding logging, implementing metrics collection, setting up tracing, or debugging production systems.
---
# Python Observability
Instrument Python applications with struct... | """
Test for 'python-observability' skill — End-to-End Observability Demo
Validates that the Agent created an OpenTelemetry demo script with tracing,
context propagation, and proper trace_id formatting.
"""
import os
import re
import subprocess
import pytest
class TestPythonObservability:
"""Verify OpenTelemetry... | https://github.com/open-telemetry/opentelemetry-python | zhangyiiiiii/swe-skills-bench-python | |
distributed-tracing | Distributed Tracing & Observability | See task file for detailed mission requirements. | feature | # Task: Add OpenTelemetry Collector Pipeline Configuration Example
## Background
Add a complete collector pipeline
configuration example demonstrating receivers, processors, and exporters
in the OpenTelemetry Collector repository.
## Files to Create/Modify
- examples/pipeline-demo/config.yaml (collector c... | ---
name: distributed-tracing
description: Implement distributed tracing with Jaeger and Tempo to track requests across microservices and identify performance bottlenecks. Use when debugging microservices, analyzing request flows, or implementing observability for distributed systems.
---
# Distributed Tracing
Implem... | """
Test for 'distributed-tracing' skill — OpenTelemetry Collector Pipeline
Validates that the Agent created a complete collector pipeline config with
receivers, processors, exporters, and pipelines.
"""
import os
import subprocess
import pytest
class TestDistributedTracing:
"""Verify OpenTelemetry Collector pip... | https://github.com/open-telemetry/opentelemetry-collector | zhangyiiiiii/swe-skills-bench-golang | |
service-mesh-observability | Service Mesh Observability | See task file for detailed mission requirements. | feature | # Task: Add Linkerd TCP Metrics Collection Example
## Background
Add TCP connection metrics collection
example demonstrating service mesh observability features for TCP
workloads in the Linkerd2 repository.
## Files to Create/Modify
- viz/metrics-api/examples/tcp_metrics_demo.go (demo code)
- viz/metri... | ---
name: service-mesh-observability
description: Implement comprehensive observability for service meshes including distributed tracing, metrics, and visualization. Use when setting up mesh monitoring, debugging latency issues, or implementing SLOs for service communication.
---
# Service Mesh Observability
Complete... | """
Test for 'service-mesh-observability' skill — Linkerd TCP Metrics Collection
Validates that the Agent added TCP connection metrics collection code with
Prometheus metric exposition in the Linkerd2 viz package.
"""
import os
import subprocess
import pytest
from _dependency_utils import ensure_go_dependencies
@py... | https://github.com/linkerd/linkerd2 | zhangyiiiiii/swe-skills-bench-golang | |
slo-implementation | SLO Implementation Framework | See task file for detailed mission requirements. | feature | # Task: Add Prometheus Backend SLO Configuration Support
## Background
在 slo-generator 项目中增强 Prometheus 后端集成，新增 availability SLO 配置的计算逻辑。
需要在 `slo_generator/` Python 包中新增或修改模块以支持基于 Prometheus 的 availability SLI 计算。
## Files to Create/Modify
- `slo_generator/backends/prometheus_availability.py` (新建，Prometheus... | ---
name: slo-implementation
description: Define and implement Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and alerting. Use when establishing reliability targets, implementing SRE practices, or measuring service performance.
---
# SLO Implementation
Framework for defining a... | """
Test for 'slo-implementation' skill — SLO Implementation Framework
Validates that the Agent implemented PrometheusAvailabilitySLI and
slo_config_validator in the slo-generator project.
"""
import os
import sys
import subprocess
import pytest
class TestSloImplementation:
"""Verify SLO implementation modules i... | https://github.com/google/slo-generator | zhangyiiiiii/swe-skills-bench-python | |
python-performance-optimization | Python Performance Optimizer | See task file for detailed mission requirements. | feature | # Task: Create Python Profiling Demo Scripts for py-spy
## Background
Add practical profiling demo
scripts to the py-spy repository that demonstrate various profiling
scenarios and analysis workflows.
## Files to Create/Modify
- examples/profiling_targets/cpu_bound.py (CPU-intensive workload)
- example... | ---
name: python-performance-optimization
description: Profile and optimize Python code using cProfile, memory profilers, and performance best practices. Use when debugging slow Python code, optimizing bottlenecks, or improving application performance.
---
# Python Performance Optimization
Comprehensive guide to prof... | """
Test for 'python-performance-optimization' skill — Python Profiling Demo Scripts
Validates that the Agent created profiling target scripts and analysis tools
for py-spy.
"""
import os
import subprocess
import pytest
class TestPythonPerformanceOptimization:
"""Verify profiling demo scripts for py-spy."""
... | https://github.com/benfred/py-spy | zhangyiiiiii/swe-skills-bench-rust | |
grafana-dashboards | Grafana Dashboards | See task file for detailed mission requirements. | feature | # Task: Add Infrastructure Monitoring Dashboard to Grafana
## Background
Add a pre-built infrastructure monitoring dashboard JSON and provisioning configuration to the Grafana repository. The dashboard should be placed in Grafana's devenv provisioning directory for use in development and testing.
## Files to Create/... | ---
name: grafana-dashboards
description: Create and manage production Grafana dashboards for real-time visualization of system and application metrics. Use when building monitoring dashboards, visualizing metrics, or creating operational observability interfaces.
---
# Grafana Dashboards
Create and manage production... | """
Test for 'grafana-dashboards' skill — Grafana Dashboard Provisioning
Validates that the Agent created JSON dashboards with proper panel definitions
and a provisioning YAML for Grafana.
"""
import os
import json
import pytest
import yaml # Imported at the top for consistency
class TestGrafanaDashboards:
"""V... | https://github.com/grafana/grafana | zhangyiiiiii/swe-skills-bench-golang | |
dbt-transformation-patterns | dbt Transformation Patterns | See task file for detailed mission requirements. | test | # Task: Add dbt Model Transformation Tests for dbt-core
## Background
Add comprehensive transformation test coverage for dbt-core's model compilation and execution, including staging model examples and custom test definitions.
## Files to Create/Modify
- `tests/functional/staging/test_stg_orders.py` - Python test f... | ---
name: dbt-transformation-patterns
description: Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and incremental strategies. Use when building data transformations, creating data models, or implementing analytics engineering best practices.
---
# dbt Transforma... | """
Test for 'dbt-transformation-patterns' skill — dbt Transformation Patterns
Validates that the Agent created dbt model files with proper SQL
transformations, tests, and documentation.
"""
import os
import pytest
class TestDbtTransformationPatterns:
"""Verify dbt model and transformation setup."""
REPO_DI... | https://github.com/dbt-labs/dbt-core | zhangyiiiiii/swe-skills-bench-python | |
langsmith-fetch | LangSmith Fetch | See task file for detailed mission requirements. | feature | # Task: Create LangSmith Data Fetch Utility for LangChain
## Background
Create a utility script within the LangChain repository that demonstrates how to fetch run data from LangSmith API and export results to JSON/CSV format.
## Files to Create/Modify
- `examples/langsmith_fetch.py` - Main fetch utility script
## ... | ---
name: langsmith-fetch
description: Debug LangChain and LangGraph agents by fetching execution traces from LangSmith Studio. Use when debugging agent behavior, investigating errors, analyzing tool calls, checking memory operations, or examining agent performance. Automatically fetches recent traces and analyzes exec... | """
Test for 'langsmith-fetch' skill — LangSmith Data Fetch Utility
Validates that the Agent created a LangSmith fetch utility with CLI interface,
JSON/CSV export, and proper field handling.
"""
import os
import ast
import subprocess
import pytest
class TestLangsmithFetch:
"""Verify LangSmith fetch utility in La... | https://github.com/langchain-ai/langchain | zhangyiiiiii/swe-skills-bench-python | |
v3-performance-optimization | V3 Performance Optimization | See task file for detailed mission requirements. | feature | # Task: Add Flash Attention Performance Benchmark and Optimization Examples
## Background
Create performance benchmarks and optimization examples for Flash Attention
demonstrating speedup comparisons with standard attention mechanisms.
## Files to Create/Modify
- benchmarks/benchmark_attention.py (new)
- ... | ---
name: "V3 Performance Optimization"
description: "Achieve aggressive v3 performance targets: 2.49x-7.47x Flash Attention speedup, 150x-12,500x search improvements, 50-75% memory reduction. Comprehensive benchmarking and optimization suite."
---
# V3 Performance Optimization
## What This Skill Does
Validates and ... | """
Test for 'v3-performance-optimization' skill — Flash Attention Performance
Validates that the Agent implemented or optimized performance benchmarks
and kernel configurations in the flash-attention project.
"""
import os
import subprocess
import pytest
class TestV3PerformanceOptimization:
"""Verify flash-atte... | https://github.com/Dao-AILab/flash-attention | zhangyiiiiii/swe-skills-bench-python |
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