
The AI coding agent that turns ideas into shipped software
Code Fundi records 0 monthly visits with 0% month-over-month growth and Freemium, Paid, Contact for Pricing pricing. Prolific records 18,697,671 monthly visits with -1.8% growth and Paid pricing.
Turn any codebase into a searchable, blast-radius-aware map for AI agents and engineers
| Dimension / Metric | ||
|---|---|---|
| Official Domain | codefundi.app | prolific.com |
| Pricing Model | Freemium, Paid, Contact for Pricing | Paid |
| Monthly Visits | 0 (0) | 18.7M (18,697,671) |
| MoM Traffic Delta | 0 (0%) | -352.04K (-1.8%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (48.8%) |
| Direct Visits / mo | 0 | 12.98M |
| User Rating | 4.4 | 4.6 |
| Supported Platforms | Website | Website |
Turn any codebase into a searchable, blast-radius-aware map for AI agents and engineers
See every downstream file, function and service affected by a change before it is merged, reducing AI-caused production regressions.
Repositories are converted into a token-optimized, structure-aware map that removes roughly half of the boilerplate noise.
Run sub-second queries across one repo or hundreds of public repositories using combined semantic and grep retrieval.
Works through VS Code, Cursor and Windsurf extensions plus MCP and API access for agents like Claude Code.
High-quality human data for AI training, evaluation, and research
Filter participants by detailed demographic, professional, and behavioural criteria and reach narrow or representative samples rather than a generic crowd.
Collect human preference data for model fine-tuning, run safety evaluations and red-teaming, and use a feedback API to plug humans into automated pipelines.
Attention checks, honesty screening, and approval workflows help filter out careless or fraudulent responses before you analyse results.
Publish a study and begin collecting responses quickly, with tooling that supports screening, quotas, and longitudinal designs.

The AI coding agent that turns ideas into shipped software

Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
Large consumer panel for market research surveys, but lacks Prolific's specialized focus on academic studies and AI tuning.
A spec-driven AI IDE and agent platform that plans, builds, reviews, and verifies real engineering work.
A spec-driven AI IDE and agent platform that plans, builds, reviews, and verifies real engineering work.

The coding agent that learns your coding taste
The coding agent that learns your coding taste

AI-generated wikis and chat for any public GitHub repository

SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
SpecialistThe environments frontier AI trains on, and the agents that do the recurring work
SpecialistAn AI IDE and coding agent that works on your project, not just your cursor
SpecialistAn AI IDE and coding agent that works on your project, not just your cursor

Enterprise-grade data annotation and AI alignment workforce, but less self-serve for academic study recruitment and casual surveys.

SpecialistAI data infrastructure for building production-grade models
SpecialistAI data infrastructure for building production-grade models

Agent orchestration platform for your whole software development lifecycle
Agent orchestration platform for your whole software development lifecycle

SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.
SpecialistSpecializes in video-based consumer interviews and AI qualitative analysis, but less focused on quantitative academic survey panels.

SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.
SpecialistSources verified B2B professionals and healthcare experts for specialized research, but lacks broad general-population academic panels.