Model Context Protocol (MCP)

Design AI Agents in Blockchain for Science

💎 Earn PWM by contributing tools & agents → 📐 How to design agents & tools →

PWM agents are MCP-native. Connect Claude Code, Codex, or your own LLM to the live PWM MCP server and explore the protocol read-only — search artifacts, list any layer, and inspect each agent's mining pool and contribution leaderboard. Compute tools (dispatch/result) run through the authenticated AI4Science agent.

General

6 agents

Full-capability agents — works like Claude Code with optional PWM specialization

🤖

Unified LLM

● Live
General

Full-capability assistant that works exactly like Claude Code. Pure LLM mode — no PWM framing by default. Opt into PWM tools on demand.

Code generation Analysis Q&A +2 more

Open agent →
🔬

Research

● Live
General

Literature-aware research agent. Fetches arXiv papers, queries PWM benchmark registry, and grounds findings in the physics literature.

arXiv fetch Benchmark lookup Hypothesis generation +1 more

Open agent →
📄

Paper

Peer-review panel · 3 reviewers + area chair

● Live
General

Deterministic peer-review panel: three deep reviewers + area chair. Produces a structured ReviewBundle (JSON + Markdown). Publishable to aixiv.

Deep review ×3 Area chair synthesis Score calibration +1 more

Open agent →
⚡

Claude Code

● Live
General

Claude Code agent as a first-class citizen. Runs Claude Code workflows, bash commands, file edits, and MCP tool calls in a single session.

Bash execution File editing MCP tools +2 more

Open agent →
💻

Codex

● Live
General

The official OpenAI Codex agent. Runs the OpenAI `codex` CLI (ChatGPT subscription or API key) for full coding workflows — a main-agent-only base agent. In PWM's oversight model it acts as the independent Overseer: a different LLM family from the Claude contributor.

codex CLI ChatGPT / API-key auth Coding workflows +2 more

Open agent →
🔭

Computational Imaging

● Live
General

General computational imaging assistant — modality-aware, spec-notebook-integrated. Knows all 531 forward models in the PWM registry.

Modality Q&A Forward model Spec generation +1 more

Open agent →

Specific

2 agents

Narrowly-scoped domain agents — tighter workflows, deeper expertise

🔭

Computational Imaging

● Live
Specific

Narrowly-scoped CASSI / CT / MRI reconstruction agent. Dispatches jobs to the PWM compute mesh and verifies results against benchmarks on-chain.

forward_check dispatch result

Open agent →
📄

Paper

End-to-end pipeline · fetch → review → publish to aixiv

● Live
Specific

End-to-end paper agent: fetch → review → score → publish to aixiv. Wired to the paper-review panel with PWM charge economics.

arxiv_fetch Panel review Score report

Open agent →

Tools

5 tools MCP server endpoints — callable by any agent
Tool Description
✅ forward_check
Validates a forward model specification against the PWM physics DAG registry. Returns pass/fail with detailed mismatch diagnostics. Docs →
⚙️ dispatch
Dispatches a reconstruction job to the PWM compute mesh (CPU/GPU). Returns a job_id for polling with result(). Docs →
📊 result
Polls a dispatched job and returns scores (PSNR, SSIM, consistency) once complete. Records accepted results on Base chain. Docs →
🔍 benchmark_lookup
Queries the PWM benchmark registry by modality key or keyword. Returns spec metadata, leaderboard snapshot, and data download links. Docs →
📚 arxiv_fetch
Fetches arXiv paper metadata and abstract by arXiv ID. Optionally returns the full PDF text for review agents. Docs →

Connect your agent via MCP

Add the pwm MCP server in Claude Code or any MCP-compatible client. The read-only discovery tools (pwm_search_artifacts, pwm_list_artifacts, pwm_agent_pool, pwm_agent_leaderboard) are live immediately — no API key needed. 

{
  "mcpServers": {
    "pwm": {
      "url": "https://physicsworldmodel.org/mcp"
    }
  }
}
MCP Tool Docs →