Bug fix

Plan and execute bug fix while adapting to the existing project architecture.

Inspect relevant source and configuration

Detect current language/framework/dependencies and affected files

minimal patch

root cause fix

preserve public behavior
avoid unrelated rewrites

Add or fix bug fix and validate it


Failing test repair

Plan and execute failing test repair while adapting to the existing project architecture.

failing test
pytest
test failure
repair test

Inspect test harness and failing/target behavior

test first repair

implementation repair

Implement or repair focused tests/implementation

do not disable tests
keep tests deterministic

Add or fix failing test repair and validate it


Dependency upgrade

Plan and execute dependency upgrade while adapting to the existing project architecture.

in place upgrade

compatibility migration

Add or fix dependency upgrade and validate it


Framework upgrade

Plan and execute framework upgrade while adapting to the existing project architecture.

incremental framework upgrade

compatibility migration

Add or fix framework upgrade and validate it


Python version upgrade

Plan and execute python version upgrade while adapting to the existing project architecture.

python version
pyproject
runtime upgrade

runtime upgrade

Add or fix python version upgrade and validate it


Node.js version upgrade

Plan and execute node.js version upgrade while adapting to the existing project architecture.

runtime upgrade

Add or fix node.js version upgrade and validate it


Security patch

Plan and execute security patch while adapting to the existing project architecture.

Inspect trust boundaries and current security mechanism

minimal security patch

dependency security upgrade

Implement least-privilege compatible change

Run security-focused and regression validation

do not weaken existing controls
do not expose secrets

Add or fix security patch and validate it


Performance optimization

Plan and execute performance optimization while adapting to the existing project architecture.

measure then optimize

hot path optimization

Measure or reproduce current issue
Apply focused improvement
Validate behavior and regression risk

preserve external behavior unless requested

Add or fix performance optimization and validate it


Memory leak fix

Plan and execute memory leak fix while adapting to the existing project architecture.

profile and fix

Add or fix memory leak fix and validate it


Concurrency bug fix

Plan and execute concurrency bug fix while adapting to the existing project architecture.

race condition
concurrency
deadlock
async

reproduce then synchronize

idempotency fix

Add or fix concurrency bug fix and validate it


Logging addition

Plan and execute logging addition while adapting to the existing project architecture.

Inspect existing logging/metrics conventions

structured logging

Add instrumentation at relevant boundaries

Validate emitted signal without leaking secrets

Add or fix logging addition and validate it


Observability addition

Plan and execute observability addition while adapting to the existing project architecture.

observability trace telemetry opentelemetry

metrics logs traces

Add or fix observability addition and validate it


Error handling improvement

Plan and execute error handling improvement while adapting to the existing project architecture.

error handling
exceptions
failure handling

typed errors

boundary handling

Add or fix error handling improvement and validate it


Code refactor

Plan and execute code refactor while adapting to the existing project architecture.

behavior preserving refactor

Add or fix code refactor and validate it


Dead code removal

Plan and execute dead code removal while adapting to the existing project architecture.

reference check then remove

Add or fix dead code removal and validate it


Type hints addition

Plan and execute type hints addition while adapting to the existing project architecture.

incremental typing

Add or fix type hints addition and validate it


Lint cleanup

Plan and execute lint cleanup while adapting to the existing project architecture.

lint driven cleanup

Add or fix lint cleanup and validate it


Formatting cleanup

Plan and execute formatting cleanup while adapting to the existing project architecture.

formatter only

Add or fix formatting cleanup and validate it


Unit test addition

Plan and execute unit test addition while adapting to the existing project architecture.

isolated unit tests

Add or fix unit test addition and validate it


Integration test addition

Plan and execute integration test addition while adapting to the existing project architecture.

boundary integration tests

Add or fix integration test addition and validate it


End-to-end test addition

Plan and execute end-to-end test addition while adapting to the existing project architecture.

critical path e2e

Add or fix end-to-end test addition and validate it


Test coverage improvement

Plan and execute test coverage improvement while adapting to the existing project architecture.

risk based coverage

Add or fix test coverage improvement and validate it


Flaky test fix

Plan and execute flaky test fix while adapting to the existing project architecture.

flaky test
intermittent test
nondeterministic

stabilize test dependencies

Add or fix flaky test fix and validate it


REST API endpoint

Plan and execute rest api endpoint while adapting to the existing project architecture.

Inspect framework routes/services and contracts

existing framework route

service repository route

reuse existing framework and conventions

Add or fix rest api endpoint and validate it


GraphQL endpoint

Plan and execute graphql endpoint while adapting to the existing project architecture.

schema resolver

Add or fix graphql endpoint and validate it


gRPC service

Plan and execute grpc service while adapting to the existing project architecture.

proto first service

Add or fix grpc service and validate it


WebSocket feature

Plan and execute websocket feature while adapting to the existing project architecture.

framework websocket

Add or fix websocket feature and validate it


Server-Sent Events feature

Plan and execute server-sent events feature while adapting to the existing project architecture.

http sse stream

Add or fix server-sent events feature and validate it


CLI command

Plan and execute cli command while adapting to the existing project architecture.

cli command
command line
typer
click
argparse

existing cli command

Add or fix cli command and validate it


Background job

Plan and execute background job while adapting to the existing project architecture.

existing queue worker

in process background

Add or fix background job and validate it


Scheduled job

Plan and execute scheduled job while adapting to the existing project architecture.

scheduler job

Add or fix scheduled job and validate it


Webhook receiver

Plan and execute webhook receiver while adapting to the existing project architecture.

webhook receiver
webhook endpoint
callback

Inspect current adapters/config and external contract

signed webhook endpoint

Validate failure modes and contract handling

handle retries/idempotency where applicable

Add or fix webhook receiver and validate it


Webhook sender

Plan and execute webhook sender while adapting to the existing project architecture.

send webhook
outbound webhook
callback delivery

retrying webhook delivery

Add or fix webhook sender and validate it


Authentication login

Plan and execute authentication login while adapting to the existing project architecture.

existing auth extension

session or token auth

Add or fix authentication login and validate it


OAuth/OIDC authentication

Plan and execute oauth/oidc authentication while adapting to the existing project architecture.

oauth2 pkce

oidc provider

Add or fix oauth/oidc authentication and validate it


Authorization / RBAC

Plan and execute authorization / rbac while adapting to the existing project architecture.

policy guard

role permission matrix

Add or fix authorization / rbac and validate it


API key authentication

Plan and execute api key authentication while adapting to the existing project architecture.

hashed api keys

Add or fix api key authentication and validate it


Session management

Plan and execute session management while adapting to the existing project architecture.

secure server session

signed cookie session

Add or fix session management and validate it


Password reset

Plan and execute password reset while adapting to the existing project architecture.

password reset
forgot password
reset token

single use reset token

Add or fix password reset and validate it


Multi-factor authentication

Plan and execute multi-factor authentication while adapting to the existing project architecture.

totp mfa

provider mfa

Add or fix multi-factor authentication and validate it


Database schema change

Plan and execute database schema change while adapting to the existing project architecture.

schema change
column
table
database schema

Inspect schema/data flow and persistence conventions

migration first schema change

Implement data change with migration/validation

Run data integrity and regression validation

preserve data integrity
prefer reversible migrations

Add or fix database schema change and validate it


Database migration

Plan and execute database migration while adapting to the existing project architecture.

database migration
alembic
migration
migrate db

transactional migration

Add or fix database migration and validate it


Database query optimization

Plan and execute database query optimization while adapting to the existing project architecture.

query optimization
slow query
sql performance
index

explain index optimize

Add or fix database query optimization and validate it


Add database

Plan and execute add database while adapting to the existing project architecture.

add database
postgres
mysql
sqlite
database

repository layer database

Add or fix add database and validate it


Cache addition

Plan and execute cache addition while adapting to the existing project architecture.

read through cache

write through cache

Add or fix cache addition and validate it


Redis integration

Plan and execute redis integration while adapting to the existing project architecture.

redis adapter

Add or fix redis integration and validate it


Search integration

Plan and execute search integration while adapting to the existing project architecture.

search engine
elasticsearch
opensearch
full text search

native fulltext

external search adapter

Add or fix search integration and validate it


Message queue integration

Plan and execute message queue integration while adapting to the existing project architecture.

producer consumer adapter

Add or fix message queue integration and validate it


Event bus

Plan and execute event bus while adapting to the existing project architecture.

in process event bus

broker event bus

Add or fix event bus and validate it


File upload

Plan and execute file upload while adapting to the existing project architecture.

streamed upload validation

Add or fix file upload and validate it


File download

Plan and execute file download while adapting to the existing project architecture.

file download
download endpoint
stream file

streamed download

Add or fix file download and validate it


Object storage integration

Plan and execute object storage integration while adapting to the existing project architecture.

storage adapter

Add or fix object storage integration and validate it


Email integration

Plan and execute email integration while adapting to the existing project architecture.

email provider adapter

Add or fix email integration and validate it


SMS integration

Plan and execute sms integration while adapting to the existing project architecture.

sms provider adapter

Add or fix sms integration and validate it


Payment integration

Plan and execute payment integration while adapting to the existing project architecture.

payment
stripe
checkout
payment provider

provider checkout webhooks

Add or fix payment integration and validate it


Subscription billing

Plan and execute subscription billing while adapting to the existing project architecture.

subscription state machine

Add or fix subscription billing and validate it


Third-party API integration

Plan and execute third-party api integration while adapting to the existing project architecture.

third party api
external api
api integration

typed api adapter

Add or fix third-party api integration and validate it


SDK integration

Plan and execute sdk integration while adapting to the existing project architecture.

sdk adapter

Add or fix sdk integration and validate it


Data import

Plan and execute data import while adapting to the existing project architecture.

validated import pipeline

Add or fix data import and validate it


Data export

Plan and execute data export while adapting to the existing project architecture.

data export
export records
download data

streamed export

Add or fix data export and validate it


CSV processing

Plan and execute csv processing while adapting to the existing project architecture.

streaming csv pipeline

Add or fix csv processing and validate it


JSON processing

Plan and execute json processing while adapting to the existing project architecture.

json processing
json parser
json transform

schema validated json

Add or fix json processing and validate it


ETL pipeline

Plan and execute etl pipeline while adapting to the existing project architecture.

staged etl

Add or fix etl pipeline and validate it


Data validation

Plan and execute data validation while adapting to the existing project architecture.

data validation
schema validation
validate records

schema boundary validation

Add or fix data validation and validate it


Batch processing

Plan and execute batch processing while adapting to the existing project architecture.

batch processing
bulk job
chunk processing

chunked idempotent batch

Add or fix batch processing and validate it


Streaming pipeline

Plan and execute streaming pipeline while adapting to the existing project architecture.

stream processing
streaming pipeline
kafka stream

consumer transform sink

Add or fix streaming pipeline and validate it


Frontend component

Plan and execute frontend component while adapting to the existing project architecture.

frontend component
react component
vue component
ui component

existing component system

Run frontend tests/build and accessibility checks where relevant

reuse existing design system
avoid unrelated visual rewrites

Add or fix frontend component and validate it


Frontend page

Plan and execute frontend page while adapting to the existing project architecture.

existing router page

Add or fix frontend page and validate it


Form workflow

Plan and execute form workflow while adapting to the existing project architecture.

controlled form schema

Add or fix form workflow and validate it


Frontend state management

Plan and execute frontend state management while adapting to the existing project architecture.

existing state store

Add or fix frontend state management and validate it


Frontend API integration

Plan and execute frontend api integration while adapting to the existing project architecture.

typed frontend client

Add or fix frontend api integration and validate it


Responsive UI

Plan and execute responsive ui while adapting to the existing project architecture.

mobile first adjustment

Add or fix responsive ui and validate it


Accessibility improvement

Plan and execute accessibility improvement while adapting to the existing project architecture.

semantic a11y pass

Add or fix accessibility improvement and validate it


Frontend performance

Plan and execute frontend performance while adapting to the existing project architecture.

frontend performance
bundle size
render performance

measure bundle render

Add or fix frontend performance and validate it


CSS styling

Plan and execute css styling while adapting to the existing project architecture.

existing design system

Add or fix css styling and validate it


Localization / i18n

Plan and execute localization / i18n while adapting to the existing project architecture.

message catalog i18n

Add or fix localization / i18n and validate it


Dockerize application

Plan and execute dockerize application while adapting to the existing project architecture.

Inspect existing build/deploy/runtime configuration

multi stage container

Implement minimal infrastructure/config change

Validate configuration and dry-run/build where possible

preserve existing environments
avoid embedding secrets

Add or fix dockerize application and validate it


Docker Compose setup

Plan and execute docker compose setup while adapting to the existing project architecture.

docker compose
compose.yaml
multi container

local service compose

Add or fix docker compose setup and validate it


CI pipeline

Plan and execute ci pipeline while adapting to the existing project architecture.

ci pipeline
continuous integration
build pipeline

test lint build pipeline

Add or fix ci pipeline and validate it


CD pipeline

Plan and execute cd pipeline while adapting to the existing project architecture.

cd pipeline
continuous deployment
release pipeline

gated deployment pipeline

Add or fix cd pipeline and validate it


GitHub Actions workflow

Plan and execute github actions workflow while adapting to the existing project architecture.

github actions workflow

Add or fix github actions workflow and validate it


Deployment configuration

Plan and execute deployment configuration while adapting to the existing project architecture.

platform native deploy

Add or fix deployment configuration and validate it


Kubernetes manifests

Plan and execute kubernetes manifests while adapting to the existing project architecture.

kubernetes resources

Add or fix kubernetes manifests and validate it


Terraform infrastructure

Plan and execute terraform infrastructure while adapting to the existing project architecture.

terraform module

Add or fix terraform infrastructure and validate it


Environment configuration

Plan and execute environment configuration while adapting to the existing project architecture.

environment variables
env config
configuration

typed env config

Add or fix environment configuration and validate it


Secrets management

Plan and execute secrets management while adapting to the existing project architecture.

external secret store

Inspect trust boundaries and current security mechanism

Implement least-privilege compatible change

Run security-focused and regression validation

Add or fix secrets management and validate it


Reverse proxy configuration

Plan and execute reverse proxy configuration while adapting to the existing project architecture.

reverse proxy route

Add or fix reverse proxy configuration and validate it


TLS / HTTPS setup

Plan and execute tls / https setup while adapting to the existing project architecture.

managed tls

proxy tls

Add or fix tls / https setup and validate it


Health check

Plan and execute health check while adapting to the existing project architecture.

health check
health endpoint
readiness
liveness

shallow deep health

Add or fix health check and validate it


Metrics endpoint

Plan and execute metrics endpoint while adapting to the existing project architecture.

prometheus metrics

Add or fix metrics endpoint and validate it


Documentation update

Plan and execute documentation update while adapting to the existing project architecture.

Inspect source of truth and existing documentation structure

code aligned docs

Validate links/examples/commands against code where possible

documentation must match implemented behavior

Add or fix documentation update and validate it


API documentation

Plan and execute api documentation while adapting to the existing project architecture.

schema generated api docs

Add or fix api documentation and validate it


README setup

Plan and execute readme setup while adapting to the existing project architecture.

executable readme

Add or fix readme setup and validate it


Architecture documentation

Plan and execute architecture documentation while adapting to the existing project architecture.

architecture docs
system design
architecture diagram

as built architecture docs

Add or fix architecture documentation and validate it


Code generation

Plan and execute code generation while adapting to the existing project architecture.

code generator
generate code
scaffolding generator

Inspect project tooling/package conventions

template codegen

Add or fix code generation and validate it


Project scaffold

Plan and execute project scaffold while adapting to the existing project architecture.

scaffold project
new project
project skeleton

minimal project scaffold

Add or fix project scaffold and validate it


Package / library creation

Plan and execute package / library creation while adapting to the existing project architecture.

package library
python package
npm package
library

versioned library package

Add or fix package / library creation and validate it


Monorepo change

Plan and execute monorepo change while adapting to the existing project architecture.

workspace aware change

Add or fix monorepo change and validate it


Build system change

Plan and execute build system change while adapting to the existing project architecture.

build system
vite
webpack
makefile
build config

incremental build change

Add or fix build system change and validate it


Repository cleanup

Plan and execute repository cleanup while adapting to the existing project architecture.

repository cleanup
repo cleanup
remove generated files

safe repo cleanup

Inspect relevant source and configuration

Add or fix repository cleanup and validate it