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Real-time electricity market data from PJM Interconnection, the largest US grid operator (13…

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Status
Unhealthy
Uptime
0.1% over 20 days
Last Tested
Transport
Streamable HTTP
URL
Repository
pipeworx-io/mcp-pjm
GitHub Stars
0
Server Listing
@pipeworx/pjm

TDQS

A4.1/5.0

Scored across 40 tools

Disambiguation3/5

Most tools target distinct resources, but the ask_pipeworx family (ask_pipeworx, ask_pipeworx_beta, ask_pipeworx_grounded, deep_research) shares an almost identical routing purpose and differs only by mode, and the prediction-market tools (polymarket_arbitrage, polymarket_edges, polymarket_edge_tracker, polymarket_fill_risk) heavily overlap. The very long descriptions do a lot of disambiguation work, but an agent still has to read carefully to pick the right variant.

Naming Consistency4/5

Names are uniformly snake_case and mostly follow a predictable verb_noun or noun_verb pattern (resolve_entity, compare_entities, entity_profile, pjm_load_forecast). A few are noun-only or oddly ordered (remember, recall, forget, pjm_feeds), but nothing mixes camelCase or conflicting conventions.

Tool Count3/5

40 tools is heavy for a single server, though the breadth of domains (PJM energy, financials, prediction markets, memory, monitoring) partly justifies it. Redundancy within the ask_pipeworx and polymarket families means not every tool clearly earns its place, pushing this toward the over-scoped end.

Completeness4/5

The surface is broad and covers meta-routing, entity resolution, financials, prediction markets, memory, and subscriptions, with pjm_feeds acting as a discovery escape hatch for PJM datasets beyond the four dedicated tools. Minor gaps (e.g. day-ahead LMP and capacity tools, PyPI/Cargo dependency scans) exist but are workable via generic tools.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 40 tool updates
    • First observedai_visibility_check
    • First observedask_pipeworx
    • First observedask_pipeworx_beta
    • First observedask_pipeworx_grounded
    • First observedbet_research
    • First observedcompany_facts
    • First observedcompare_entities
    • First observeddeep_research
    • First observeddiscover_tools
    • First observedentity_profile
    • First observedforget
    • First observedgenerate_llms_txt
    • First observedkalshi_weather_edge
    • First observedlist_subscriptions
    • First observedpipeworx_feedback
    • First observedpipeworx_trending
    • First observedpjm_feeds
    • First observedpjm_generation_fuel_mix
    • First observedpjm_lmp_realtime
    • First observedpjm_load_forecast
    • First observedpolymarket_arbitrage
    • First observedpolymarket_edge_tracker
    • First observedpolymarket_edges
    • First observedpolymarket_fill_risk
    • First observedpolymarket_kalshi_spread
    • First observedrecall
    • First observedrecent_alerts
    • First observedrecent_changes
    • First observedrelease_calendar_markets
    • First observedremember
    • First observedresolution_audit
    • First observedresolution_diff
    • First observedresolve_entity
    • First observedscan_competitor_ai_presence
    • First observedscan_dependency
    • First observedsearch_within
    • First observedsubscribe
    • First observedsuggest_questions
    • First observedunsubscribe
    • First observedvalidate_claim

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