Prospector Labs Energy

Prospector Energy MCP Server

MCP (Model Context Protocol) server that gives AI agents access to the Prospector Labs Energy Data API — US interconnection queue projects with milestone tracking, distributed generation installations, developer profiles and track records, ITC/PTC tax credit calculations, and ITC deal sourcing.

Counts change daily and are not published here. For current coverage call get_queue_stats, get_dg_stats and get_developer_stats, or see https://api.prospectorlabs.io/catalog.

Quick start

Add this to your MCP client. The package ships with the production API as its default base URL, so no environment variables are required:

{
  "mcpServers": {
    "prospector-energy": {
      "command": "uvx",
      "args": ["prospector-energy-mcp"]
    }
  }
}

Try the API in one line first:

curl https://api.prospectorlabs.io/stats

Get a free API key in about 30 seconds, self-serve: https://api.prospectorlabs.io/start

Tools Available (32 tools)

The Tier column is the plan a tool needs, as published at https://api.prospectorlabs.io/plans. It is a capability, not a price. Free covers every tool except bulk export, subject to a per-request row cap and a monthly query allowance.

Projects & Search

Tool	Description	Tier
search_projects	Search utility-scale energy projects by state, ISO, type, developer, capacity	Free
get_project	Full project detail with all enrichment fields	Free
get_project_score	Investability score breakdown for a project	Free
get_queue_stats	Aggregate interconnection queue statistics	Free
get_milestone_summary	Milestone and construction stage statistics	Free
export_projects	Bulk CSV export of projects	Access

Deals & Investment

Tool	Description	Tier
find_itc_deals	ITC-eligible investment opportunities with scoring	Free
get_itc_deal	Detailed ITC deal profile	Free
get_itc_summary	Aggregate ITC deal pipeline statistics	Free
get_investable_projects	Pre-screened investable projects with grades	Free
get_investable_summary	Aggregate investability statistics	Free
get_deal_sheet	Formatted 1-page deal sheet (HTML, print to PDF)	Free

Tax Credits

Tool	Description	Tier
calculate_tax_credits	ITC/PTC eligibility with all IRA bonus adders	Free
check_domestic_content	Domestic content ITC bonus eligibility (+10%)	Free

Developers

Tool	Description	Tier
search_developers	Search developer profiles by name	Free
get_developer	Full developer profile with track record	Free
get_developer_projects	All projects by a specific developer	Free
get_developer_stats	Developer aggregate statistics	Free

Market Data

Tool	Description	Tier
get_lmp_monthly	Monthly average LMP trends	Free
get_lmp_zones	List available LMP pricing zones	Free
get_capacity_prices	Capacity market auction prices	Free
get_fuel_prices	Fuel prices by state and type	Free
get_technology_costs	NREL ATB cost projections	Free

Grid Infrastructure

Tool	Description	Tier
get_grid_turbines	US wind turbines (USWTDB)	Free
get_grid_transmission	Transmission lines (HIFLD)	Free
get_grid_substations	Electrical substations (HIFLD)	Free
get_generators	EIA generator inventory	Free

Distributed Generation

Tool	Description	Tier
search_dg_projects	Search distributed generation installations	Free
get_dg_stats	DG aggregate statistics	Free
get_investable_dg_projects	Pre-screened investable DG projects	Free
get_dg_investable_summary	Aggregate investable DG statistics	Free

Utility

Tool	Description	Tier
get_pricing	Plan tiers and, when self-hosting with MPP enabled, per-call amounts	Free

What's New in v0.4.1

• Production API is the default base URL — https://api.prospectorlabs.io. Earlier versions defaulted to the Railway hostname, so no PROSPECTOR_API_URL env var is needed any more.
• Two tools delisted — get_lmp_daily and get_rto_generation were returning empty result sets because the pipelines behind them are not populated. A tool that is listed and always empty is worse than one that is absent; they will return when the data does.
• Tiers describe capability, not price — the tool table now matches the plans published at /plans. See Plans and payments below.

Setup

Claude Desktop

{
  "mcpServers": {
    "prospector-energy": {
      "command": "uvx",
      "args": ["prospector-energy-mcp"]
    }
  }
}

Claude Code

Add to your .mcp.json:

{
  "mcpServers": {
    "prospector-energy": {
      "command": "uvx",
      "args": ["prospector-energy-mcp"]
    }
  }
}

Cursor

Add to Cursor Settings > MCP Servers:

{
  "prospector-energy": {
    "command": "uvx",
    "args": ["prospector-energy-mcp"]
  }
}

Direct Install

# From PyPI
pip install prospector-energy-mcp

# With payment support
pip install prospector-energy-mcp[payments]

# Or with uv
uvx prospector-energy-mcp

Configuration

Environment Variable	Description	Default
PROSPECTOR_API_URL	API base URL	https://api.prospectorlabs.io
PROSPECTOR_API_KEY	API key. Required for export_projects, which returns 401 without one. Optional for the other tools today	None
MPP_RECIPIENT_ADDRESS	Wallet address to receive payments (enables MPP — self-hosting only)	None (payments disabled)
MPP_SECRET_KEY	HMAC secret for payment challenge verification	Auto-generated
MPP_REALM	Server realm for payment challenges	prospectorlabs.io

Get a key at https://api.prospectorlabs.io/start.

Plans and payments

Plans

Plans are published and enforced by the API, not by this package. Call https://api.prospectorlabs.io/plans for the current list — it is the only authoritative source.

Tier	What it grants
Free	Full column width, a per-request row cap, a monthly query allowance. No bulk export
Access	The full daily queue — all projects, all columns, all markets, over both REST and MCP. Includes bulk CSV export
Enterprise	Bulk delivery, warehouse share, SLA, and redistribution of first-party sourced records

Access and Enterprise are priced per engagement — [email protected].

Agent payments (MPP)

This server can additionally charge per tool call in USDC over the Machine Payments Protocol (MPP), for operators who run their own instance.

MPP is opt-in and off by default: with MPP_RECIPIENT_ADDRESS unset, paid_tool returns the tool unwrapped and no payment challenge is ever issued. The public prospector-energy-mcp package charges nothing per call — access is governed by your API key's plan. Per-call amounts, when an operator enables MPP, are configured in src/prospector_energy/payments.py.

When enabled, the flow is:

1. Agent calls a paid tool (e.g., search_projects)
2. Server responds with a payment challenge (HTTP 402 equivalent)
3. Agent pays in USDC on the Tempo blockchain
4. Server verifies payment and returns data
5. Free tools (stats, summaries) always work without payment

AgentCash

This server is also listed on AgentCash.

Example Queries

Once connected, ask your AI agent:

• "How many solar projects are in the ERCOT queue?"
• "Calculate tax credits for a 2MW solar project in West Virginia"
• "Find investable ITC deals in New Jersey with credit rates above 50%"
• "Tell me about developer NextEra Energy's track record"
• "What were monthly average LMPs in PJM this year?"
• "Find battery storage projects over 100MW in California"

Development

# Clone and install in dev mode
cd mcp-server
python3.12 -m venv .venv
source .venv/bin/activate
pip install -e ".[payments]"

# Run with stdio transport (default)
python -m prospector_energy

# Run with SSE transport
python -m prospector_energy --sse

# Test with MCP inspector
npx @modelcontextprotocol/inspector python -m prospector_energy