TH
TutorHero Arena
TutorHero Native Model Context Protocol (MCP)

Connect Any Agent to the 300-Skill Knowledge Graph.

TutorHero operates its own native MCP server and REST endpoints. Equip Claude Desktop, Cursor, Zed, Windsurf, or your autonomous agent runtime with verified empirical telemetry, benchmark ELOs, and head-to-head comparisons.

Claude Desktop / Cursor Configuration
{
  "mcpServers": {
    "tutorhero": {
      "command": "npx",
      "args": ["-y", "@tutorhero/mcp-server"],
      "env": {
        "TUTORHERO_ENDPOINT": "https://tutorhero.me/api"
      }
    }
  }
}
MCP TOOL SCHEMA
/mcp.json →
RAW DATASET
/skills_data.json →
LLM MANIFEST
/llms.txt →

Tools Exposed by TutorHero MCP

Autonomous agents can invoke these tools to reason across adoption velocity, memory footprints, and technical trade-offs.

get_skill(id)

Fetches complete telemetry, verified architecture, token efficiency, and benchmark ELO for any of the 300 skills.

Parameters: id (e.g. "vllm", "claude-code")
compare_skills(a, b)

Performs statistical head-to-head comparison between two repositories: delta ELO, speed multiple, and token reduction.

Parameters: skill_a, skill_b
list_top10(category)

Returns the dynamic Top 10 leaderboards filtered by domain category (coding, inference, rag, audio, reasoning).

Parameters: category (optional)
search_skills(query)

Executes semantic and keyword search across all 300 skills, tags, architectures, and primary use cases.

Parameters: query (e.g. "kv cache reuse")
get_adoption_pulse()

Retrieves aggregate 7-day ecosystem star trajectory, median growth velocity, and breakout repos of the week.

Parameters: none
get_benchmark_elo(id)

Returns historical Arena ELO confidence interval, head-to-head match count, and empirical win rate.

Parameters: id

Curated Top 10 Leaderboards

Specialized rankings generated from continuous production telemetry across 300 repositories.

Top 10 Autonomous Coding Agents

Leading tools for terminal workflows, multi-file refactoring, and agentic SWE loops.

Ranked by Weekly Growth & ELO
#1 fd-find
fd-find Filesystem Traversal Leads
GROWTH
+100.8%
View →
#2 eza
eza Modern CLI Utility Specialists
GROWTH
+29.6%
View →
#3 BentoML
BentoML Model Serving Architects
GROWTH
+19.9%
View →
#4 DeepEval
DeepEval LLM Unit Testing Specialists
GROWTH
+201.1%
View →
#5 ripgrep
ripgrep Regex Pattern Search Specialists
GROWTH
+118.1%
View →
#6 Prefect
Prefect Workflow Coordination Leads
GROWTH
+18.1%
View →
#7 Zed Editor
Zed Editor High-Performance Editor Engineers
GROWTH
+209.2%
View →
#8 OpenHands
OpenHands Autonomous SWE & Systems Devs
GROWTH
+93.9%
View →
#9 AgentOps
AgentOps Autonomous SWE & Systems Devs
GROWTH
+22.6%
View →
#10 Lapce
Lapce Native GUI Editor Developers
GROWTH
+47.5%
View →

Top 10 High-Throughput Inference & Quantization Engines

Leading runtime servers and CUDA kernels for production model serving.

Ranked by Weekly Growth & ELO
#1 Exo
Exo Decentralized Cluster Architects
GROWTH
+158.2%
View →
#2 KTransformers
KTransformers Kernel Heterogeneous Memory Architects
GROWTH
+334.9%
View →
#3 Mosec
Mosec High-Throughput Model Servers
GROWTH
+21.2%
View →
#4 Triton Inference Server
Triton Inference Server Production Inference Leads
GROWTH
+20.7%
View →
#5 Leptos
Leptos Full-Stack Rust Developers
GROWTH
+20.1%
View →
#6 MCP Proxy Gateway
MCP Proxy Gateway MCP Gateway Engineers
GROWTH
+569.6%
View →
#7 LiteLLM Proxy
LiteLLM Proxy Universal API Gateway Specialists
GROWTH
+166.2%
View →
#8 Deno
Deno Secure TypeScript Runtime Architects
GROWTH
+467.4%
View →
#9 llm-rs
llm-rs Rust Native LLM Engineers
GROWTH
+16.2%
View →
#10 Marqo
Marqo Multimodal Vector Search Leads
GROWTH
+14.8%
View →

Top 10 RAG & Deep Document Intelligence Engines

Leading extraction pipelines, vector stores, and knowledge indexing tools.

Ranked by Weekly Growth & ELO
#1 Embedchain
Embedchain Rapid RAG Builders
GROWTH
+18.7%
View →
#2 Vanna
Vanna BI & Data Platform Engineers
GROWTH
+86.1%
View →
#3 RAGFlow
RAGFlow Full-Stack AI Engineers
GROWTH
+182.3%
View →
#4 Marqo
Marqo Multimodal Vector Search Leads
GROWTH
+14.8%
View →
#5 Kernel Memory
Kernel Memory Memory Architecture Engineers
GROWTH
+14.1%
View →
#6 TruLens
TruLens LLM Quality & Safety Auditors
GROWTH
+12.8%
View →
#7 Unstructured
Unstructured Data Ingestion Pipeline Leads
GROWTH
+43.8%
View →
#8 Dify.AI
Dify.AI AI Product Founders
GROWTH
+146.1%
View →
#9 Haystack
Haystack Enterprise RAG Architects
GROWTH
+55.1%
View →
#10 Flowise
Flowise No-Code & Rapid Prototypers
GROWTH
+60.8%
View →

Top 10 Voice, Audio & Speech Generation Models

Leading text-to-speech, zero-shot voice cloning, and audio source separation models.

Ranked by Weekly Growth & ELO
#1 Open NotebookLM
Open NotebookLM Audio Synthesis Designers
GROWTH
+19.5%
View →
#2 CosyVoice
CosyVoice Multilingual Speech Synthesis Leads
GROWTH
+76.8%
View →
#3 Parler-TTS
Parler-TTS Controllable Audio Engineers
GROWTH
+16.5%
View →
#4 SenseVoice
SenseVoice Audio Understanding & Emotion Leads
GROWTH
+21.2%
View →
#5 Kokoro TTS
Kokoro TTS Audio Engineers & Podcasters
GROWTH
+15.6%
View →
#6 F5-TTS
F5-TTS Voice Actors & Media Creators
GROWTH
+19.9%
View →
#7 AnimateDiff
AnimateDiff Video Motion Specialists
GROWTH
+14.5%
View →
#8 Whisper Turbo
Whisper Turbo Voice Developers
GROWTH
+12.8%
View →
#9 ComfyUI
ComfyUI Visual Directors & Generative Artists
GROWTH
+118.5%
View →
#10 Fish Speech
Fish Speech Vocal Synthesists
GROWTH
+96.2%
View →

Top 10 Reasoning & LLM Foundation Architectures

Leading open-weight models, teleprompters, and evaluation frameworks.

Ranked by Weekly Growth & ELO
#1 KTransformers
KTransformers Kernel Heterogeneous Memory Architects
GROWTH
+334.9%
View →
#2 CogVideoX
CogVideoX Video Foundation Model Leads
GROWTH
+76.5%
View →
#3 Docling
Docling Document Parsing Specialists
GROWTH
+315%
View →
#4 TextGrad
TextGrad Text-Based Gradient Researchers
GROWTH
+20.2%
View →
#5 tinygrad
tinygrad Minimal Deep Learning Hackers
GROWTH
+168.5%
View →
#6 GraphRAG
GraphRAG Knowledge Graph Researchers
GROWTH
+52.3%
View →
#7 LitData
LitData AI Data Streaming Leads
GROWTH
+18.4%
View →
#8 LLaMA-Factory
LLaMA-Factory Unified Fine-Tuning WebUI Specialists
GROWTH
+90.7%
View →
#9 DSPy
DSPy Algorithmic Prompt Compilers
GROWTH
+161.5%
View →
#10 Marker
Marker PDF OCR Engineers
GROWTH
+133.9%
View →