ChatGPT Apps Store
AppsIdeasPains/Guides

User Problems

Common challenges and pain points that ChatGPT apps can solve

Memory & Context Issues

3 issues

Loses context between conversations

487 mentions

ChatGPT cannot remember information from previous sessions, forcing users to repeatedly provide the same context and background information.

Existing Apps

Memory Manager

Proposed Ideas

Persistent Memory Across Sessions

Forgets earlier parts of long conversations

342 mentions

In lengthy discussions, ChatGPT loses track of information shared at the beginning, leading to inconsistent or contradictory responses.

Existing Apps

Memory Manager

Proposed Ideas

Persistent Memory Across Sessions

Cannot access personal knowledge base

298 mentions

Users cannot train ChatGPT on their own documents, company knowledge, or personal preferences for more relevant responses.

Proposed Ideas

Multi-Document AnalysisCustom Knowledge Base

Programming Problems

4 issues

Cannot execute or test code

521 mentions

ChatGPT generates code but cannot run it to verify correctness, requiring users to test in external environments.

Proposed Ideas

Code Execution Environment

Outdated library knowledge

412 mentions

Suggests deprecated methods or outdated syntax for modern frameworks and libraries.

Existing Apps

Code Review Assistant

No direct database access

367 mentions

Cannot query databases directly, making data analysis tasks cumbersome and error-prone.

Existing Apps

Data VisualizerSQL Query Builder

Proposed Ideas

Database Query Interface

Incomplete error debugging

289 mentions

Provides generic debugging advice without access to actual error logs or runtime environment.

Existing Apps

Code Review Assistant

Creative Limitations

4 issues

Cannot generate images on demand

445 mentions

Limited image generation capabilities and no ability to edit or iterate on generated images within the conversation.

Proposed Ideas

Visual Design Generator

Inconsistent creative style

378 mentions

Difficult to maintain consistent tone, style, or voice across multiple writing sessions.

Existing Apps

Writing Coach

No collaborative editing

312 mentions

Cannot work simultaneously with team members on creative projects or documents.

Existing Apps

Meeting Notes AICanvaFigma

Proposed Ideas

Collaborative Workspace

Limited multimedia support

267 mentions

Cannot work with audio, video, or other media formats for creative projects.

Information Accuracy

4 issues

Provides outdated information

598 mentions

Training data cutoff means ChatGPT lacks knowledge of recent events, updates, or changes.

Proposed Ideas

Real-Time Fact Checking

Cannot verify facts in real-time

456 mentions

No ability to check current sources or validate information against live data.

Proposed Ideas

Real-Time Fact Checking

Hallucinates citations and sources

423 mentions

Sometimes invents non-existent research papers, articles, or sources that sound plausible.

Existing Apps

Research Companion

Inconsistent with specialized knowledge

334 mentions

Lacks deep expertise in niche fields or provides conflicting information about specialized topics.

Existing Apps

Research CompanionLanguage TutorCoursera

Platform & Ecosystem

6 issues

Opaque ranking and featuring algorithm

210 mentions

App visibility depends on unclear ranking; higher design/functionality standards are favored but criteria remain non-transparent.

Proposed Ideas

Transparent Featuring Insights

Undefined revenue model and ACP timeline

198 mentions

Monetization via Agentic Commerce Protocol is announced but not yet live; fees and revenue share are undisclosed.

Proposed Ideas

ACP-Ready Commerce Toolkit

No direct migration path from legacy GPTs/Plugins

176 mentions

Moving to Apps SDK requires a full rebuild: MCP server, UI widgets, and OAuth 2.1 with PKCE.

Proposed Ideas

Migration Assistant for Legacy GPTs

EU availability gap at launch

163 mentions

Apps are not initially available in the European Union, complicating global rollout and compliance planning.

Proposed Ideas

EU Readiness Pack

Strict security, privacy, and accessibility requirements

185 mentions

Apps must meet OAuth 2.1 with PKCE, sandboxed iframes with CSP, data minimization, and WCAG AA standards, increasing development overhead.

Proposed Ideas

Security & Accessibility Starter

Discoverability tied to metadata quality

172 mentions

Contextual surfacing relies on precise app metadata (name, description, parameters), raising the bar for ‘LLM SEO’.

Proposed Ideas

Metadata Optimizer for Discovery
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