
SpecialistBattle-test AI coding models side by side
SpecialistBattle-test AI coding models side by side
mcp.so records 286,704 monthly visits with -3% month-over-month growth and Free pricing. ModelFusion records 119 monthly visits with -88.2% growth and Freemium pricing.

Free LLM toolkit: cost calculators, prompts and model comparison
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | mcp.so | modelfusion.io |
| Pricing Model | Free | Freemium |
| Monthly Visits | 286.7K (286,704) | 119 (119) |
| MoM Traffic Delta | -8.96K (-3%) | -885 (-88.2%) |
| Primary Market & Share | 🇺🇸 United States (11.5%) | 🌐 Global (—) |
| Direct Visits / mo | 107.65K | 51 |
| User Rating | 4.2 | 4.2 |
| Supported Platforms | Website | Website |

Discover and share Model Context Protocol servers for AI agents and coding tools
Find servers by name, category, tag, runtime or integration, with featured, trending and newest sections that track community activity.
Review hosted MCP endpoints, authentication requirements and per-client setup instructions before you connect anything.
Discover MCP-compatible clients, official command-line tools, agent loops and reusable Claude/Codex skills in dedicated sections.
Maintainers can publish new servers and claim existing listings so entries stay accurate and attributable.

Free LLM toolkit: cost calculators, prompts and model comparison
Estimate API costs for GPT-4, Claude, Gemini and 25+ models and compare pricing across providers before you spend.
Access a large library of ready-made prompts and count tokens for any model to reduce cost and improve efficiency.
Find the best model for a use case and compare MMLU, HumanEval and other performance metrics interactively.
Chat with several AI models at once for side-by-side comparison, and upload PDFs or Word files to query them with AI.

SpecialistBattle-test AI coding models side by side
SpecialistBattle-test AI coding models side by side
SpecialistCurated directory and search engine cataloging thousands of general AI products rather than MCP developer integrations.
SpecialistCurated directory and search engine cataloging thousands of general AI products rather than MCP developer integrations.
SpecialistMassive general AI tools directory, offering broader software discovery but less focus on specific MCP servers.
SpecialistMassive general AI tools directory, offering broader software discovery but less focus on specific MCP servers.
Free / Open-sourceIndependent public directory indexing open-source agent skill files and MCP integrations for AI developers.
Free / Open-sourceIndependent public directory indexing open-source agent skill files and MCP integrations for AI developers.

SpecialistExpert human data and evaluation for training frontier AI

SpecialistDeveloper-focused AI tools directory and pricing tracker, though less dedicated to community-contributed MCP server lists.
SpecialistDeveloper-focused AI tools directory and pricing tracker, though less dedicated to community-contributed MCP server lists.

Free / Open-sourceOpen-source database of AI models, prices and capabilities
Free / Open-sourceOpen-source database of AI models, prices and capabilities

SpecialistMarketplace connecting users with ready-made AI agents and starter kits, but with fewer raw developer MCP tools.
SpecialistMarketplace connecting users with ready-made AI agents and starter kits, but with fewer raw developer MCP tools.
Community hub focused specifically on discovering and installing MCP servers and plugins for the Cursor IDE.
Community hub focused specifically on discovering and installing MCP servers and plugins for the Cursor IDE.

SpecialistA hand-curated directory for discovering AI tools and resources
SpecialistA hand-curated directory for discovering AI tools and resources

SpecialistA free prompt library and AI workflow hub for professionals
SpecialistA free prompt library and AI workflow hub for professionals

SpecialistCurated online directory cataloging productivity and AI software, lacking specialized categorization for MCP protocol servers.
SpecialistCurated online directory cataloging productivity and AI software, lacking specialized categorization for MCP protocol servers.