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JT3K-000670
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review a serializer
ecommerce
The serializer leaks internal IDs in API responses; propose a cleaner contract.
Repo: payments-api. Domain: ecommerce. Python backend with API handlers and background workers.
Review the code for: Review a serializer. Call out risks and give a practical improvement plan.
Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor.
{ "checks": [ "risk identified", "actionable fix", "production awareness" ] }
[ "agentic", "coding", "code_review", "python", "ecommerce", "persian-friendly" ]
JT3K-002302
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
easy
Locate data fetching boundaries
ecommerce
A Next.js repo separates server actions, client components, and shared utilities.
Repo: mobile-sdk. Domain: ecommerce. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "ecommerce", "persian-friendly" ]
JT3K-001469
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
saas
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: analytics-core. Domain: saas. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "saas", "persian-friendly" ]
JT3K-000602
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
easy
Design client methods
fintech
Design a TypeScript client for search, pagination, and retries.
Repo: payments-api. Domain: fintech. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "javascript", "fintech", "persian-friendly" ]
JT3K-000667
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
sql
medium
Plan migration checks
ecommerce
Inspect tables, compare counts, run a diff query, and validate migration impact.
Repo: analytics-core. Domain: ecommerce. Agent workflow over SQL files and validation queries.
Create a tool-use plan for: Plan migration checks. Read schema, inspect query, run checks, and validate output.
Inspect schema first, isolate the grain, run a comparison query, then verify counts after the patch.
{ "checks": [ "schema first", "comparison query", "verification" ] }
[ "agentic", "coding", "tool_use", "sql", "ecommerce", "persian-friendly" ]
JT3K-002405
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
medium
Plan verify-edit cycle
healthtech
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: payments-api. Domain: healthtech. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "typescript", "healthtech", "persian-friendly" ]
JT3K-002335
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
easy
Analyze hydration mismatch
creator-tools
A server-rendered page renders different timestamps on client and server.
Repo: cms-platform. Domain: creator-tools. Frontend app with hydration and async data flow.
Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "typescript", "creator-tools", "persian-friendly" ]
JT3K-002854
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
easy
Fix stale closure
saas
A hook callback reads old state after rapid updates; patch it.
Repo: payments-api. Domain: saas. React/Next.js application with hooks and server/client boundaries.
Fix this bug: Fix stale closure. Keep the change minimal and safe.
Guard missing values, avoid stale state, and keep server/client-only logic in the right layer.
{ "checks": [ "bug fixed", "safe boundary handling", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "javascript", "saas", "persian-friendly" ]
JT3K-000431
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
medium
Handle empty payloads
developer-tools
A webhook handler crashes when the JSON body is empty. Make it resilient and return a proper error.
Repo: scheduler. Domain: developer-tools. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Handle empty payloads. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "developer-tools", "persian-friendly" ]
JT3K-000746
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
typescript
medium
Trace state across components
ecommerce
A React app manages auth state in context, hooks, and a small API layer.
Repo: payments-api. Domain: ecommerce. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Trace state across components. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "typescript", "ecommerce", "persian-friendly" ]
JT3K-002177
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
easy
Plan rate limiting
fintech
Add a rate limiter design that can scale across multiple workers.
Repo: ecommerce-backend. Domain: fintech. Python backend exposing JSON APIs.
Design the API/contract for: Plan rate limiting. Define inputs, outputs, errors, and extensibility points.
Use explicit request/response schemas, stable error shapes, and version-friendly naming.
{ "checks": [ "clear contract", "consistent errors", "future-proof design" ] }
[ "agentic", "coding", "api_design", "python", "fintech", "persian-friendly" ]
JT3K-001280
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
sql
medium
Review a reporting query
healthtech
The query is correct but slow due to an unbounded scan and unnecessary subquery.
Repo: ecommerce-backend. Domain: healthtech. SQL reporting and ETL jobs.
Review the SQL for: Review a reporting query. Identify correctness and performance risks.
Flag full scans, unnecessary CTEs, non-sargable filters, and inconsistent joins.
{ "checks": [ "performance risk", "logic risk", "clear recommendation" ] }
[ "agentic", "coding", "code_review", "sql", "healthtech", "persian-friendly" ]
JT3K-001611
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
easy
Simplify reducer logic
saas
Reduce branching in a Redux reducer without changing behavior.
Repo: ml-pipeline. Domain: saas. React components and shared logic in a frontend repo.
Refactor the following: Simplify reducer logic. Reduce duplication and keep the public interface stable.
Extract a hook or utility, preserve props and return shape, and add tests around behavior.
{ "checks": [ "duplication removed", "interface stable", "tests updated" ] }
[ "agentic", "coding", "refactor", "typescript", "saas", "persian-friendly" ]
JT3K-001336
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
easy
Diagnose promise flow
edtech
A promise chain swallows the original error and returns a misleading success.
Repo: analytics-core. Domain: edtech. Frontend app with hydration and async data flow.
Diagnose the issue: Diagnose promise flow. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "javascript", "edtech", "persian-friendly" ]
JT3K-001979
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
sql
medium
Review a reporting query
edtech
The query is correct but slow due to an unbounded scan and unnecessary subquery.
Repo: auth-service. Domain: edtech. SQL reporting and ETL jobs.
Review the SQL for: Review a reporting query. Identify correctness and performance risks.
Flag full scans, unnecessary CTEs, non-sargable filters, and inconsistent joins.
{ "checks": [ "performance risk", "logic risk", "clear recommendation" ] }
[ "agentic", "coding", "code_review", "sql", "edtech", "persian-friendly" ]
JT3K-001872
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
medium
Diagnose build failure
ecommerce
A CI script fails because one command exits early and hides the root cause.
Repo: ecommerce-backend. Domain: ecommerce. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "ecommerce", "persian-friendly" ]
JT3K-002869
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
medium
Diagnose build failure
healthtech
A CI script fails because one command exits early and hides the root cause.
Repo: cms-platform. Domain: healthtech. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "healthtech", "persian-friendly" ]
JT3K-000097
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
easy
Simplify script logic
fintech
Refactor a long shell script into functions with clearer error handling.
Repo: auth-service. Domain: fintech. Bash automation with functions and environment variables.
Refactor the script for: Simplify script logic. Reduce repetition and improve error handling.
Extract functions, use strict mode carefully, and keep reusable command pieces in variables.
{ "checks": [ "repetition reduced", "error handling", "maintainability" ] }
[ "agentic", "coding", "refactor", "bash", "fintech", "persian-friendly" ]
JT3K-000338
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
medium
Design client methods
infra
Design a TypeScript client for search, pagination, and retries.
Repo: analytics-core. Domain: infra. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "javascript", "infra", "persian-friendly" ]
JT3K-000992
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Coordinate verification
developer-tools
Describe a tool sequence that verifies lint, unit tests, and type checks.
Repo: cms-platform. Domain: developer-tools. Agentic coding workflow with file reads, tests, and patches.
Create a tool-use plan for: Coordinate verification. Include the ideal sequence of read, edit, test, and verify actions.
Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks.
{ "checks": [ "tool order sensible", "minimal edit strategy", "verification included" ] }
[ "agentic", "coding", "tool_use", "python", "developer-tools", "persian-friendly" ]
JT3K-002288
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
medium
Fix duplicate aggregation
infra
A query double-counts rows after joining two one-to-many tables.
Repo: dashboard-web. Domain: infra. SQL analytics pipeline with reporting queries.
Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern.
Deduplicate before aggregating, use correct grain, and be careful with time boundaries.
{ "checks": [ "correct grain", "no double count", "boundary handling" ] }
[ "agentic", "coding", "bug_fix", "sql", "infra", "persian-friendly" ]
JT3K-000232
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
medium
Fix stale closure
saas
A hook callback reads old state after rapid updates; patch it.
Repo: auth-service. Domain: saas. React/Next.js application with hooks and server/client boundaries.
Fix this bug: Fix stale closure. Keep the change minimal and safe.
Guard missing values, avoid stale state, and keep server/client-only logic in the right layer.
{ "checks": [ "bug fixed", "safe boundary handling", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "javascript", "saas", "persian-friendly" ]
JT3K-001426
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
medium
Guard null props
healthtech
A component crashes when optional props are missing.
Repo: auth-service. Domain: healthtech. React/Next.js application with hooks and server/client boundaries.
Fix this bug: Guard null props. Keep the change minimal and safe.
Guard missing values, avoid stale state, and keep server/client-only logic in the right layer.
{ "checks": [ "bug fixed", "safe boundary handling", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "javascript", "healthtech", "persian-friendly" ]
JT3K-001050
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
easy
Write tests before implementation
saas
Create unit tests for a discount calculator covering edge cases and rounding.
Repo: auth-service. Domain: saas. Python package with pytest and typed functions.
Write a test-first plan for: Write tests before implementation. Include the key test cases before implementation.
Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small.
{ "checks": [ "edge cases covered", "test names clear", "deterministic behavior" ] }
[ "agentic", "coding", "tdd", "python", "saas", "persian-friendly" ]
JT3K-001969
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
easy
Simplify script logic
developer-tools
Refactor a long shell script into functions with clearer error handling.
Repo: cms-platform. Domain: developer-tools. Bash automation with functions and environment variables.
Refactor the script for: Simplify script logic. Reduce repetition and improve error handling.
Extract functions, use strict mode carefully, and keep reusable command pieces in variables.
{ "checks": [ "repetition reduced", "error handling", "maintainability" ] }
[ "agentic", "coding", "refactor", "bash", "developer-tools", "persian-friendly" ]
JT3K-000628
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Plan rate limiting
developer-tools
Add a rate limiter design that can scale across multiple workers.
Repo: mobile-sdk. Domain: developer-tools. Python backend exposing JSON APIs.
Design the API/contract for: Plan rate limiting. Define inputs, outputs, errors, and extensibility points.
Use explicit request/response schemas, stable error shapes, and version-friendly naming.
{ "checks": [ "clear contract", "consistent errors", "future-proof design" ] }
[ "agentic", "coding", "api_design", "python", "developer-tools", "persian-friendly" ]
JT3K-002236
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
javascript
medium
Fix stale closure
infra
A hook callback reads old state after rapid updates; patch it.
Repo: analytics-core. Domain: infra. React/Next.js application with hooks and server/client boundaries.
Fix this bug: Fix stale closure. Keep the change minimal and safe.
Guard missing values, avoid stale state, and keep server/client-only logic in the right layer.
{ "checks": [ "bug fixed", "safe boundary handling", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "javascript", "infra", "persian-friendly" ]
JT3K-002774
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
hard
Diagnose build failure
edtech
A CI script fails because one command exits early and hides the root cause.
Repo: dashboard-web. Domain: edtech. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "edtech", "persian-friendly" ]
JT3K-000460
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
typescript
hard
Test form validation
healthtech
Create tests for password and email validation in a UI flow.
Repo: payments-api. Domain: healthtech. JS testing stack with Vitest/Jest and React Testing Library.
Write test cases for: Test form validation. Start with the edge cases and expected behavior.
Cover input validation, boundary values, async states, and error rendering.
{ "checks": [ "edge coverage", "async behavior", "clear expectations" ] }
[ "agentic", "coding", "tdd", "typescript", "healthtech", "persian-friendly" ]
JT3K-000536
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
easy
Plan verify-edit cycle
edtech
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: auth-service. Domain: edtech. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "javascript", "edtech", "persian-friendly" ]
JT3K-000589
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Explain a stack trace
healthtech
A KeyError appears in production when a field is absent in a nested payload.
Repo: analytics-core. Domain: healthtech. Python service with logs, stack traces, and tests.
Diagnose this failure: Explain a stack trace. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "healthtech", "persian-friendly" ]
JT3K-000999
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
hard
Fix timezone parsing
fintech
A datetime parser returns naive objects and breaks scheduling. Patch it to handle UTC offsets safely.
Repo: payments-api. Domain: fintech. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Fix timezone parsing. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "fintech", "persian-friendly" ]
JT3K-001844
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
easy
Trace state across components
ecommerce
A React app manages auth state in context, hooks, and a small API layer.
Repo: dashboard-web. Domain: ecommerce. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Trace state across components. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "ecommerce", "persian-friendly" ]
JT3K-001757
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
easy
Diagnose promise flow
creator-tools
A promise chain swallows the original error and returns a misleading success.
Repo: chat-agent. Domain: creator-tools. Frontend app with hydration and async data flow.
Diagnose the issue: Diagnose promise flow. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "javascript", "creator-tools", "persian-friendly" ]
JT3K-002813
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
hard
Test a formatter
creator-tools
Write tests for a date formatter that must respect locale and fallback rules.
Repo: ml-pipeline. Domain: creator-tools. JS testing stack with Vitest/Jest and React Testing Library.
Write test cases for: Test a formatter. Start with the edge cases and expected behavior.
Cover input validation, boundary values, async states, and error rendering.
{ "checks": [ "edge coverage", "async behavior", "clear expectations" ] }
[ "agentic", "coding", "tdd", "javascript", "creator-tools", "persian-friendly" ]
JT3K-002838
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
medium
Analyze hydration mismatch
creator-tools
A server-rendered page renders different timestamps on client and server.
Repo: mobile-sdk. Domain: creator-tools. Frontend app with hydration and async data flow.
Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "javascript", "creator-tools", "persian-friendly" ]
JT3K-001474
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
hard
Plan release verification
infra
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: cms-platform. Domain: infra. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "infra", "persian-friendly" ]
JT3K-001063
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
hard
Coordinate verification
developer-tools
Describe a tool sequence that verifies lint, unit tests, and type checks.
Repo: payments-api. Domain: developer-tools. Agentic coding workflow with file reads, tests, and patches.
Create a tool-use plan for: Coordinate verification. Include the ideal sequence of read, edit, test, and verify actions.
Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks.
{ "checks": [ "tool order sensible", "minimal edit strategy", "verification included" ] }
[ "agentic", "coding", "tool_use", "python", "developer-tools", "persian-friendly" ]
JT3K-001003
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
creator-tools
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: ecommerce-backend. Domain: creator-tools. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "creator-tools", "persian-friendly" ]
JT3K-002092
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
python
easy
Find hidden coupling
edtech
Inspect a Python package with utils, handlers, and workers; explain how retry logic affects job processing.
Repo: dashboard-web. Domain: edtech. Python service with app/, services/, repositories/, tests/.
Explain how this codebase handles the task: Find hidden coupling. Identify the files and modules most likely involved.
1. Start at the route/controller. 2. Follow service layer calls. 3. Check repository and schema modules. 4. Verify tests that cover the flow.
{ "checks": [ "correct entry point", "correct data flow", "relevant files identified" ] }
[ "agentic", "coding", "repo_understanding", "python", "edtech", "persian-friendly" ]
JT3K-001316
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
easy
Plan verify-edit cycle
developer-tools
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: scheduler. Domain: developer-tools. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "javascript", "developer-tools", "persian-friendly" ]
JT3K-002158
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
easy
Analyze hydration mismatch
creator-tools
A server-rendered page renders different timestamps on client and server.
Repo: cms-platform. Domain: creator-tools. Frontend app with hydration and async data flow.
Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "typescript", "creator-tools", "persian-friendly" ]
JT3K-001351
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
easy
Simplify script logic
ecommerce
Refactor a long shell script into functions with clearer error handling.
Repo: dashboard-web. Domain: ecommerce. Bash automation with functions and environment variables.
Refactor the script for: Simplify script logic. Reduce repetition and improve error handling.
Extract functions, use strict mode carefully, and keep reusable command pieces in variables.
{ "checks": [ "repetition reduced", "error handling", "maintainability" ] }
[ "agentic", "coding", "refactor", "bash", "ecommerce", "persian-friendly" ]
JT3K-002167
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
sql
easy
Trace missing rows
ecommerce
A dashboard shows missing records after a timezone conversion.
Repo: auth-service. Domain: ecommerce. SQL pipeline and dashboard queries.
Trace the data issue: Trace missing rows. Explain likely cause and how to verify the fix.
Check timezone conversion, join cardinality, and filters that remove expected rows.
{ "checks": [ "root cause", "data verification", "metric consistency" ] }
[ "agentic", "coding", "debug_trace", "sql", "ecommerce", "persian-friendly" ]
JT3K-001034
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
easy
Analyze hydration mismatch
infra
A server-rendered page renders different timestamps on client and server.
Repo: auth-service. Domain: infra. Frontend app with hydration and async data flow.
Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "typescript", "infra", "persian-friendly" ]
JT3K-000458
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
medium
Diagnose promise flow
healthtech
A promise chain swallows the original error and returns a misleading success.
Repo: ecommerce-backend. Domain: healthtech. Frontend app with hydration and async data flow.
Diagnose the issue: Diagnose promise flow. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "typescript", "healthtech", "persian-friendly" ]
JT3K-001378
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
easy
Design client methods
edtech
Design a TypeScript client for search, pagination, and retries.
Repo: mobile-sdk. Domain: edtech. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "typescript", "edtech", "persian-friendly" ]
JT3K-000758
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
easy
Diagnose promise flow
developer-tools
A promise chain swallows the original error and returns a misleading success.
Repo: cms-platform. Domain: developer-tools. Frontend app with hydration and async data flow.
Diagnose the issue: Diagnose promise flow. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "typescript", "developer-tools", "persian-friendly" ]
JT3K-002927
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
medium
Fix duplicate aggregation
saas
A query double-counts rows after joining two one-to-many tables.
Repo: chat-agent. Domain: saas. SQL analytics pipeline with reporting queries.
Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern.
Deduplicate before aggregating, use correct grain, and be careful with time boundaries.
{ "checks": [ "correct grain", "no double count", "boundary handling" ] }
[ "agentic", "coding", "bug_fix", "sql", "saas", "persian-friendly" ]
JT3K-001766
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
easy
Review a cache helper
ecommerce
A cache wrapper forgets to namespace keys and can collide across tenants.
Repo: payments-api. Domain: ecommerce. Python backend with API handlers and background workers.
Review the code for: Review a cache helper. Call out risks and give a practical improvement plan.
Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor.
{ "checks": [ "risk identified", "actionable fix", "production awareness" ] }
[ "agentic", "coding", "code_review", "python", "ecommerce", "persian-friendly" ]
JT3K-002005
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
medium
Simplify reducer logic
edtech
Reduce branching in a Redux reducer without changing behavior.
Repo: mobile-sdk. Domain: edtech. React components and shared logic in a frontend repo.
Refactor the following: Simplify reducer logic. Reduce duplication and keep the public interface stable.
Extract a hook or utility, preserve props and return shape, and add tests around behavior.
{ "checks": [ "duplication removed", "interface stable", "tests updated" ] }
[ "agentic", "coding", "refactor", "typescript", "edtech", "persian-friendly" ]
JT3K-002583
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Diagnose a race condition
saas
Two concurrent requests occasionally overwrite each other in a cache-backed flow.
Repo: chat-agent. Domain: saas. Python service with logs, stack traces, and tests.
Diagnose this failure: Diagnose a race condition. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "saas", "persian-friendly" ]
JT3K-002969
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
edtech
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: chat-agent. Domain: edtech. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "edtech", "persian-friendly" ]
JT3K-001439
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
sql
easy
Plan migration checks
infra
Inspect tables, compare counts, run a diff query, and validate migration impact.
Repo: scheduler. Domain: infra. Agent workflow over SQL files and validation queries.
Create a tool-use plan for: Plan migration checks. Read schema, inspect query, run checks, and validate output.
Inspect schema first, isolate the grain, run a comparison query, then verify counts after the patch.
{ "checks": [ "schema first", "comparison query", "verification" ] }
[ "agentic", "coding", "tool_use", "sql", "infra", "persian-friendly" ]
JT3K-002109
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
medium
Coordinate verification
creator-tools
Describe a tool sequence that verifies lint, unit tests, and type checks.
Repo: cms-platform. Domain: creator-tools. Agentic coding workflow with file reads, tests, and patches.
Create a tool-use plan for: Coordinate verification. Include the ideal sequence of read, edit, test, and verify actions.
Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks.
{ "checks": [ "tool order sensible", "minimal edit strategy", "verification included" ] }
[ "agentic", "coding", "tool_use", "python", "creator-tools", "persian-friendly" ]
JT3K-000797
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
medium
Diagnose build failure
edtech
A CI script fails because one command exits early and hides the root cause.
Repo: analytics-core. Domain: edtech. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "edtech", "persian-friendly" ]
JT3K-000704
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
easy
Handle empty payloads
infra
A webhook handler crashes when the JSON body is empty. Make it resilient and return a proper error.
Repo: dashboard-web. Domain: infra. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Handle empty payloads. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "infra", "persian-friendly" ]
JT3K-000365
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
sql
hard
Plan migration checks
infra
Inspect tables, compare counts, run a diff query, and validate migration impact.
Repo: ecommerce-backend. Domain: infra. Agent workflow over SQL files and validation queries.
Create a tool-use plan for: Plan migration checks. Read schema, inspect query, run checks, and validate output.
Inspect schema first, isolate the grain, run a comparison query, then verify counts after the patch.
{ "checks": [ "schema first", "comparison query", "verification" ] }
[ "agentic", "coding", "tool_use", "sql", "infra", "persian-friendly" ]
JT3K-002283
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review a serializer
healthtech
The serializer leaks internal IDs in API responses; propose a cleaner contract.
Repo: payments-api. Domain: healthtech. Python backend with API handlers and background workers.
Review the code for: Review a serializer. Call out risks and give a practical improvement plan.
Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor.
{ "checks": [ "risk identified", "actionable fix", "production awareness" ] }
[ "agentic", "coding", "code_review", "python", "healthtech", "persian-friendly" ]
JT3K-001266
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
medium
Explain a stack trace
fintech
A KeyError appears in production when a field is absent in a nested payload.
Repo: payments-api. Domain: fintech. Python service with logs, stack traces, and tests.
Diagnose this failure: Explain a stack trace. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "fintech", "persian-friendly" ]
JT3K-001092
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
python
easy
Sequence tool calls
edtech
Construct a tool-use plan for fixing an import error across multiple files.
Repo: auth-service. Domain: edtech. Agentic coding workflow with file reads, tests, and patches.
Create a tool-use plan for: Sequence tool calls. Include the ideal sequence of read, edit, test, and verify actions.
Read the relevant file set, inspect failure output, patch the narrowest surface, rerun targeted tests, then broaden checks.
{ "checks": [ "tool order sensible", "minimal edit strategy", "verification included" ] }
[ "agentic", "coding", "tool_use", "python", "edtech", "persian-friendly" ]
JT3K-001267
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
medium
Simplify a report query
saas
Refactor a deeply nested CTE chain for readability.
Repo: cms-platform. Domain: saas. SQL queries with layered CTEs.
Refactor the query for: Simplify a report query. Make it easier to read without changing results.
Reduce nested CTE depth, standardize aliases, and keep one clear grain per step.
{ "checks": [ "readability", "stable results", "clear grain" ] }
[ "agentic", "coding", "refactor", "sql", "saas", "persian-friendly" ]
JT3K-001818
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
easy
Diagnose build failure
saas
A CI script fails because one command exits early and hides the root cause.
Repo: auth-service. Domain: saas. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "saas", "persian-friendly" ]
JT3K-000164
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
medium
Plan verify-edit cycle
creator-tools
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: payments-api. Domain: creator-tools. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "typescript", "creator-tools", "persian-friendly" ]
JT3K-000534
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
typescript
medium
Design client methods
healthtech
Design a TypeScript client for search, pagination, and retries.
Repo: chat-agent. Domain: healthtech. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "typescript", "healthtech", "persian-friendly" ]
JT3K-001452
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
easy
Design client methods
infra
Design a TypeScript client for search, pagination, and retries.
Repo: scheduler. Domain: infra. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "javascript", "infra", "persian-friendly" ]
JT3K-002251
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
fintech
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: chat-agent. Domain: fintech. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "fintech", "persian-friendly" ]
JT3K-002447
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
typescript
medium
Plan verify-edit cycle
ecommerce
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: auth-service. Domain: ecommerce. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "typescript", "ecommerce", "persian-friendly" ]
JT3K-000212
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
python
hard
Split a large function
fintech
Refactor a 120-line data transformation function into small testable helpers.
Repo: scheduler. Domain: fintech. Python codebase with repeated helpers and service objects.
Refactor the following situation: Split a large function. Preserve behavior and reduce complexity.
Extract helpers, keep public API stable, add/adjust tests, and avoid mixing business logic with I/O.
{ "checks": [ "behavior preserved", "complexity reduced", "tests updated" ] }
[ "agentic", "coding", "refactor", "python", "fintech", "persian-friendly" ]
JT3K-001370
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Explain a stack trace
infra
A KeyError appears in production when a field is absent in a nested payload.
Repo: auth-service. Domain: infra. Python service with logs, stack traces, and tests.
Diagnose this failure: Explain a stack trace. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "infra", "persian-friendly" ]
JT3K-001698
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
medium
Handle empty payloads
infra
A webhook handler crashes when the JSON body is empty. Make it resilient and return a proper error.
Repo: cms-platform. Domain: infra. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Handle empty payloads. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "infra", "persian-friendly" ]
JT3K-000456
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
medium
Design client methods
developer-tools
Design a TypeScript client for search, pagination, and retries.
Repo: auth-service. Domain: developer-tools. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "javascript", "developer-tools", "persian-friendly" ]
JT3K-000802
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
easy
Trace state across components
saas
A React app manages auth state in context, hooks, and a small API layer.
Repo: ecommerce-backend. Domain: saas. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Trace state across components. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "saas", "persian-friendly" ]
JT3K-001645
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
python
easy
Explain a stack trace
fintech
A KeyError appears in production when a field is absent in a nested payload.
Repo: auth-service. Domain: fintech. Python service with logs, stack traces, and tests.
Diagnose this failure: Explain a stack trace. Provide the most likely cause and the verification steps.
Read the stack trace, identify the failing boundary, isolate shared state or missing key paths, then add a regression test.
{ "checks": [ "root cause", "debug steps", "verification plan" ] }
[ "agentic", "coding", "debug_trace", "python", "fintech", "persian-friendly" ]
JT3K-002329
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
sql
medium
Simplify a report query
edtech
Refactor a deeply nested CTE chain for readability.
Repo: auth-service. Domain: edtech. SQL queries with layered CTEs.
Refactor the query for: Simplify a report query. Make it easier to read without changing results.
Reduce nested CTE depth, standardize aliases, and keep one clear grain per step.
{ "checks": [ "readability", "stable results", "clear grain" ] }
[ "agentic", "coding", "refactor", "sql", "edtech", "persian-friendly" ]
JT3K-000273
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
hard
Plan verify-edit cycle
developer-tools
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: ml-pipeline. Domain: developer-tools. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "javascript", "developer-tools", "persian-friendly" ]
JT3K-000506
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
javascript
medium
Design client methods
creator-tools
Design a TypeScript client for search, pagination, and retries.
Repo: analytics-core. Domain: creator-tools. TypeScript client or Node API layer.
Design a TypeScript API for: Design client methods. Define method names, inputs, and return types.
Prefer explicit types, typed errors, pagination support, and composable options objects.
{ "checks": [ "typed contract", "clear ergonomics", "extensibility" ] }
[ "agentic", "coding", "api_design", "javascript", "creator-tools", "persian-friendly" ]
JT3K-002677
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
medium
Define response shapes
infra
Design consistent API responses for success, validation errors, and server errors.
Repo: scheduler. Domain: infra. Python backend exposing JSON APIs.
Design the API/contract for: Define response shapes. Define inputs, outputs, errors, and extensibility points.
Use explicit request/response schemas, stable error shapes, and version-friendly naming.
{ "checks": [ "clear contract", "consistent errors", "future-proof design" ] }
[ "agentic", "coding", "api_design", "python", "infra", "persian-friendly" ]
JT3K-001412
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
python
easy
Handle empty payloads
creator-tools
A webhook handler crashes when the JSON body is empty. Make it resilient and return a proper error.
Repo: ml-pipeline. Domain: creator-tools. Python service uses Pydantic models, DB repositories, and unit tests.
Patch the bug described here: Handle empty payloads. Return a minimal safe fix and mention any tests to run.
Add input validation, preserve backward-compatible behavior, and include a regression test for the broken edge case.
{ "checks": [ "bug removed", "edge case handled", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "python", "creator-tools", "persian-friendly" ]
JT3K-002822
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
hard
Review a serializer
healthtech
The serializer leaks internal IDs in API responses; propose a cleaner contract.
Repo: auth-service. Domain: healthtech. Python backend with API handlers and background workers.
Review the code for: Review a serializer. Call out risks and give a practical improvement plan.
Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor.
{ "checks": [ "risk identified", "actionable fix", "production awareness" ] }
[ "agentic", "coding", "code_review", "python", "healthtech", "persian-friendly" ]
JT3K-000288
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
sql
easy
Understand schema relationships
developer-tools
A warehouse schema uses fact and dimension tables for subscriptions and events.
Repo: ecommerce-backend. Domain: developer-tools. Data warehouse with fact/dimension tables and scheduled jobs.
Explain the data flow for: Understand schema relationships. Identify tables, joins, and transformation steps.
Trace source tables to staging, then to marts. Identify key joins, filters, and aggregation points.
{ "checks": [ "table flow", "join logic", "aggregation path" ] }
[ "agentic", "coding", "repo_understanding", "sql", "developer-tools", "persian-friendly" ]
JT3K-002685
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
medium
Simplify script logic
fintech
Refactor a long shell script into functions with clearer error handling.
Repo: ecommerce-backend. Domain: fintech. Bash automation with functions and environment variables.
Refactor the script for: Simplify script logic. Reduce repetition and improve error handling.
Extract functions, use strict mode carefully, and keep reusable command pieces in variables.
{ "checks": [ "repetition reduced", "error handling", "maintainability" ] }
[ "agentic", "coding", "refactor", "bash", "fintech", "persian-friendly" ]
JT3K-000808
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
typescript
easy
Extract reusable hook
ecommerce
Refactor repeated fetch logic into a custom React hook.
Repo: payments-api. Domain: ecommerce. React components and shared logic in a frontend repo.
Refactor the following: Extract reusable hook. Reduce duplication and keep the public interface stable.
Extract a hook or utility, preserve props and return shape, and add tests around behavior.
{ "checks": [ "duplication removed", "interface stable", "tests updated" ] }
[ "agentic", "coding", "refactor", "typescript", "ecommerce", "persian-friendly" ]
JT3K-000944
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
javascript
medium
Analyze hydration mismatch
fintech
A server-rendered page renders different timestamps on client and server.
Repo: analytics-core. Domain: fintech. Frontend app with hydration and async data flow.
Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "javascript", "fintech", "persian-friendly" ]
JT3K-001317
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
hard
Trace state across components
creator-tools
A React app manages auth state in context, hooks, and a small API layer.
Repo: payments-api. Domain: creator-tools. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Trace state across components. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "creator-tools", "persian-friendly" ]
JT3K-001985
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
bash
medium
Diagnose build failure
fintech
A CI script fails because one command exits early and hides the root cause.
Repo: chat-agent. Domain: fintech. CI scripts, release automation, and shell helpers.
Diagnose this shell failure: Diagnose build failure. Explain the failure point and the safest fix.
Check exit codes, quote variables, and make failure handling explicit with set -euo pipefail when appropriate.
{ "checks": [ "failure point", "shell safety", "clear fix" ] }
[ "agentic", "coding", "debug_trace", "bash", "fintech", "persian-friendly" ]
JT3K-001379
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
sql
medium
Review a reporting query
infra
The query is correct but slow due to an unbounded scan and unnecessary subquery.
Repo: mobile-sdk. Domain: infra. SQL reporting and ETL jobs.
Review the SQL for: Review a reporting query. Identify correctness and performance risks.
Flag full scans, unnecessary CTEs, non-sargable filters, and inconsistent joins.
{ "checks": [ "performance risk", "logic risk", "clear recommendation" ] }
[ "agentic", "coding", "code_review", "sql", "infra", "persian-friendly" ]
JT3K-000515
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
debug_trace
typescript
easy
Analyze hydration mismatch
creator-tools
A server-rendered page renders different timestamps on client and server.
Repo: scheduler. Domain: creator-tools. Frontend app with hydration and async data flow.
Diagnose the issue: Analyze hydration mismatch. Explain likely cause and how to verify the fix.
Check server/client output mismatches, stale closures, promise handling, and state synchronization.
{ "checks": [ "root cause", "verification steps", "frontend-specific diagnosis" ] }
[ "agentic", "coding", "debug_trace", "typescript", "creator-tools", "persian-friendly" ]
JT3K-001607
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
code_review
python
medium
Review an async worker
developer-tools
An async task uses blocking I/O in the event loop; suggest a safer pattern.
Repo: scheduler. Domain: developer-tools. Python backend with API handlers and background workers.
Review the code for: Review an async worker. Call out risks and give a practical improvement plan.
Flag correctness, performance, maintainability, and security concerns. Recommend the smallest safe refactor.
{ "checks": [ "risk identified", "actionable fix", "production awareness" ] }
[ "agentic", "coding", "code_review", "python", "developer-tools", "persian-friendly" ]
JT3K-002472
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
refactor
bash
medium
Simplify script logic
saas
Refactor a long shell script into functions with clearer error handling.
Repo: cms-platform. Domain: saas. Bash automation with functions and environment variables.
Refactor the script for: Simplify script logic. Reduce repetition and improve error handling.
Extract functions, use strict mode carefully, and keep reusable command pieces in variables.
{ "checks": [ "repetition reduced", "error handling", "maintainability" ] }
[ "agentic", "coding", "refactor", "bash", "saas", "persian-friendly" ]
JT3K-001798
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
api_design
python
easy
Plan rate limiting
fintech
Add a rate limiter design that can scale across multiple workers.
Repo: ml-pipeline. Domain: fintech. Python backend exposing JSON APIs.
Design the API/contract for: Plan rate limiting. Define inputs, outputs, errors, and extensibility points.
Use explicit request/response schemas, stable error shapes, and version-friendly naming.
{ "checks": [ "clear contract", "consistent errors", "future-proof design" ] }
[ "agentic", "coding", "api_design", "python", "fintech", "persian-friendly" ]
JT3K-000361
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
python
easy
Write tests before implementation
edtech
Create unit tests for a discount calculator covering edge cases and rounding.
Repo: auth-service. Domain: edtech. Python package with pytest and typed functions.
Write a test-first plan for: Write tests before implementation. Include the key test cases before implementation.
Cover happy path, invalid input, boundaries, and failure modes. Keep tests deterministic and small.
{ "checks": [ "edge cases covered", "test names clear", "deterministic behavior" ] }
[ "agentic", "coding", "tdd", "python", "edtech", "persian-friendly" ]
JT3K-002720
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tdd
javascript
easy
Test form validation
saas
Create tests for password and email validation in a UI flow.
Repo: scheduler. Domain: saas. JS testing stack with Vitest/Jest and React Testing Library.
Write test cases for: Test form validation. Start with the edge cases and expected behavior.
Cover input validation, boundary values, async states, and error rendering.
{ "checks": [ "edge coverage", "async behavior", "clear expectations" ] }
[ "agentic", "coding", "tdd", "javascript", "saas", "persian-friendly" ]
JT3K-002265
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
sql
easy
Plan migration checks
developer-tools
Inspect tables, compare counts, run a diff query, and validate migration impact.
Repo: mobile-sdk. Domain: developer-tools. Agent workflow over SQL files and validation queries.
Create a tool-use plan for: Plan migration checks. Read schema, inspect query, run checks, and validate output.
Inspect schema first, isolate the grain, run a comparison query, then verify counts after the patch.
{ "checks": [ "schema first", "comparison query", "verification" ] }
[ "agentic", "coding", "tool_use", "sql", "developer-tools", "persian-friendly" ]
JT3K-000344
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
medium
Plan verify-edit cycle
edtech
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: auth-service. Domain: edtech. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "javascript", "edtech", "persian-friendly" ]
JT3K-000256
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
repo_understanding
javascript
medium
Locate data fetching boundaries
developer-tools
A Next.js repo separates server actions, client components, and shared utilities.
Repo: scheduler. Domain: developer-tools. React/Node codebase with components, hooks, and API clients.
Explain the code path for: Locate data fetching boundaries. Point out likely components, hooks, or services.
Follow the UI event, state update, API call, and render path. Identify shared utilities and tests.
{ "checks": [ "UI path identified", "state flow understood", "files mapped" ] }
[ "agentic", "coding", "repo_understanding", "javascript", "developer-tools", "persian-friendly" ]
JT3K-002719
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
sql
medium
Fix duplicate aggregation
healthtech
A query double-counts rows after joining two one-to-many tables.
Repo: cms-platform. Domain: healthtech. SQL analytics pipeline with reporting queries.
Fix the query issue: Fix duplicate aggregation. Explain the bug and provide the corrected pattern.
Deduplicate before aggregating, use correct grain, and be careful with time boundaries.
{ "checks": [ "correct grain", "no double count", "boundary handling" ] }
[ "agentic", "coding", "bug_fix", "sql", "healthtech", "persian-friendly" ]
JT3K-002047
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
bug_fix
typescript
hard
Guard null props
creator-tools
A component crashes when optional props are missing.
Repo: dashboard-web. Domain: creator-tools. React/Next.js application with hooks and server/client boundaries.
Fix this bug: Guard null props. Keep the change minimal and safe.
Guard missing values, avoid stale state, and keep server/client-only logic in the right layer.
{ "checks": [ "bug fixed", "safe boundary handling", "regression test suggested" ] }
[ "agentic", "coding", "bug_fix", "typescript", "creator-tools", "persian-friendly" ]
JT3K-002944
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
javascript
easy
Plan verify-edit cycle
developer-tools
Read component files, edit the smallest surface, run tests, and summarize outcome.
Repo: analytics-core. Domain: developer-tools. Agent workflow over frontend files, tests, and build output.
Create a tool plan for: Plan verify-edit cycle. Include inspect, edit, test, and verify steps.
Open the minimal file set, edit the affected component or hook, run targeted tests, then confirm build health.
{ "checks": [ "tool sequence", "minimal edit", "verification" ] }
[ "agentic", "coding", "tool_use", "javascript", "developer-tools", "persian-friendly" ]
JT3K-001297
JumpTrace-3K
JumpTrace-3K — Agentic Coding Traces for Modern Software Engineering
tool_use
bash
medium
Plan release verification
saas
Run lint, unit tests, packaging, and smoke checks before publishing.
Repo: analytics-core. Domain: saas. Release and verification scripts in bash.
Build a tool-use plan for: Plan release verification. Include commands to inspect, run, and validate.
List the exact commands in order: inspect files, run targeted checks, then package and smoke test.
{ "checks": [ "command order", "verification", "safe execution" ] }
[ "agentic", "coding", "tool_use", "bash", "saas", "persian-friendly" ]