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Quant Swarm

↗ 1.21initiative.com/mcp official website

# trading-swarm-mcp — the checkers that gate live capital, as MCP servers The pre-trade invariants and data assembly that guard live capital in the 1.21 Initi…

infrastructurePricing checked daily
Agentery price verdictInsufficient peerscannot benchmark yet
Observed entry price$0.19/molowest observed monthly
Billing modelunclear
Pricing observed17 Oct 2026latest priced read of the page
Website liveness17 Oct 2026alive · separate from pricing

What it does

The specific capability behind this listing, and where to get it.

# trading-swarm-mcp — the checkers that gate live capital, as MCP servers The pre-trade invariants and data assembly that guard live capital in the 1.21 Initiative trading swarm, packaged as Model Context Protocol (MCP) servers you can run locally — in Cursor, Claude Desktop, or Claude Code — against your own strategies. No provider credentials. No DRM. No order-placement code path. And no unlimited plans: capacity is bounded by what you pay for, on purpose. ## What it does Three servers, extracted from the same code that gates real money every market day: | Server | Tools (Free) | Tools (Pro) | | --- | --- | --- | | **swarm-warden-mcp** — pre-trade invariant & leakage auditing | `validate_order`, `cost_check`, `explain_sizing`, `validate_genome`, `audit_features` | `request_promotion_verdict` | | **swarm-data-mcp** — point-in-time data assembly | `market_pulse`, `sentiment_pulse`, `regime_snapshot`, `cache_stats`, `offline_mode` | `build_features`, `cache_warm`, `microstructure_s

MCPMCPautonomy: workflow automation

Official Quant Swarm links

Pricing & plans

Observed public pricing for Quant Swarm, benchmarked against comparable providers. Plans, tiers, history and scenario below.

Pricing · observed daily
per credit · market position

$0.19 /credit

Observed plan · market position not comparable on a monthly basis.
this agent · $0.19
$8median —$89
pricing observed 2026-10-17 · page rechecked daily · source evidence retained
What should this agent charge?

This plan sits close to the comparable median.

pricing recommendation
$0.19
$8–$89
—

No monthly-comparable cohort to benchmark this plan against yet.

Pricing checks returned

Why Agentery reaches that view

price_benchmark

Not monthly-comparable.

get_provider_profile · plan history

per credit observed 2026-10-17.

pricing recommendation

Percentile unavailable for this basis.

confidence

Source page rechecked daily.

Interactive provider scenario

Test a different price for this plan.

Move the proposed monthly price. Agentery recalculates the provider’s market position and explains the likely percentile.

$0.19 / month
$1 lowestmedian —$89 highest
Not comparable This plan's basis isn't monthly-comparable.
—
—
$8–$89

Is Quant Swarm good value?

How its price compares with genuinely comparable providers.

Not enough peers

Not enough evidence yet to call it good — or poor — value.

Too few comparable providers at the same buyer tier and billing unit to benchmark this price honestly.

Observed commercial price$0.19/mo
Niche—
Price benchmarknot applicable
What to compare instead

Check capability before deciding

Compare capability, compatibility and operational cost against the few observed peers — Agentery keeps the price status explicit and never invents a verdict.

Quant Swarm's local market

Nearest products by what they do — a different cohort from the buyer-tier benchmark above.

See the full market →
See the MCP response behind this page · get_provider_profile()
See the MCP response behind this pageget_provider_profile (get_agent_profile remains a callable alias)
{
  "agent_id": "quant_swarm",
  "name": "Quant Swarm",
  "url": "https://1.21initiative.com/mcp/",
  "logo": "https://agentery.com/logos/CP-K7MSPW-256.png",
  "niche": null,
  "category": null,
  "short_summary": "# trading-swarm-mcp — the checkers that gate live capital, as MCP servers\n\nThe pre-trade invariants and data assembly that guard live capital in the\n1.21 Initi…",
  "task_performed": "# trading-swarm-mcp — the checkers that gate live capital, as MCP servers\n\nThe pre-trade invariants and data assembly that guard live capital in the\n1.21 Initiative trading swarm, packaged as Model Context Protocol (MCP)\nservers you can run locally — in Cursor, Claude Desktop, or Claude Code —\nagainst your own strategies.\n\nNo provider credentials. No DRM. No order-placement code path. And no\nunlimited plans: capacity is bounded by what you pay for, on purpose.\n\n## What it does\n\nThree servers, extracted from the same code that gates real money every\nmarket day:\n\n| Server | Tools (Free) | Tools (Pro) |\n| --- | --- | --- |\n| **swarm-warden-mcp** — pre-trade invariant & leakage auditing | `validate_order`, `cost_check`, `explain_sizing`, `validate_genome`, `audit_features` | `request_promotion_verdict` |\n| **swarm-data-mcp** — point-in-time data assembly | `market_pulse`, `sentiment_pulse`, `regime_snapshot`, `cache_stats`, `offline_mode` | `build_features`, `cache_warm`, `microstructure_s",
  "inputs_accepted": [],
  "outputs_produced": [],
  "integrations_available": [
    "MCP"
  ],
  "protocols_or_interfaces": [
    "MCP"
  ],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "workflow automation",
  "human_approval_needed": "unclear",
  "pricing_model": "unclear",
  "price": {
    "observed": true,
    "billing": "usage",
    "source_kind": "vendor",
    "currency": "GBP",
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "One-time packages from £19; £0 per credit; £0.38 per unit (usage-based)",
    "commercial": {
      "rates": [
        {
          "line": "Relay data call",
          "per": "per credit",
          "text": "£0 per credit"
        },
        {
          "line": "Hosted single-shot tool",
          "per": "per credit",
          "text": "£0 per credit"
        },
        {
          "line": "Hosted gym episode",
          "per": "per credit",
          "text": "£0 per credit"
        },
        {
          "line": "Tournament run",
          "per": "per unit",
          "text": "£0.38 per unit"
        },
        {
          "line": "Tournament run, contributor",
          "per": "per unit",
          "text": "£0.19 per unit"
        }
      ],
      "currency": "GBP",
      "notes": [
        "prices in GBP as published; USD figures are conversions at 2026-10-16"
      ],
      "lines": [
        {
          "name": "Free",
          "price": "£0",
          "kind": "free",
          "billed": "monthly"
        },
        {
          "name": "Starter Credits",
          "price": "£19",
          "kind": "one_off",
          "billed": "one_off"
        },
        {
          "name": "Pro Credits",
          "price": "£149",
          "kind": "one_off",
          "billed": "one_off"
        },
        {
          "name": "Relay data call",
          "price": "0.19p per credit at Starter; 0.149p per credit at Pro",
          "kind": "usage_rate",
          "unit": "credit",
          "billed": "usage"
        },
        {
          "name": "Hosted single-shot tool",
          "price": "0.19p per credit at Starter; 0.149p per credit at Pro",
          "kind": "usage_rate",
          "unit": "credit",
          "billed": "usage"
        },
        {
          "name": "Hosted gym episode",
          "price": "0.19p per credit at Starter; 0.149p per credit at Pro",
          "kind": "usage_rate",
          "unit": "credit",
          "billed": "usage"
        },
        {
          "name": "Tournament run",
          "price": "£0.38 at Starter; £0.30 at Pro",
          "kind": "usage_rate",
          "unit": "unit",
          "billed": "usage"
        },
        {
          "name": "Tournament run, contributor",
          "price": "£0.19 at Starter; £0.15 at Pro",
          "kind": "usage_rate",
          "unit": "unit",
          "billed": "usage"
        }
      ]
    },
    "summary": "One-time packages from £19; £0 per credit; £0.38 per unit (usage-based). The service offers a free monthly tool tier and non-renewing £19 or £149 credit packs, with hosted features charged from the purchased credit balance.",
    "confidence": "high",
    "source_url": "https://1.21initiative.com/mcp/",
    "checked_at": "2026-10-17T02:41:15.096Z",
    "amount": null,
    "display": null,
    "plans": [
      {
        "name": "Free",
        "price": "£0",
        "period": "month",
        "persona": "free",
        "highlights": [
          "No card needed",
          "250 relay calls a month",
          "10 symbols per call",
          "365-day backfill",
          "Local tools and offline mode",
          "No hosted compute"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Starter Credits",
        "price": "£19",
        "usage": true,
        "period": "one-time",
        "persona": "individual",
        "highlights": [
          "10,000 credits",
          "90-day validity",
          "Unlocks the Pro entitlement",
          "50 symbols per call",
          "Never auto-renews",
          "0.19p per credit"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Pro Credits",
        "price": "£149",
        "usage": true,
        "period": "one-time",
        "persona": "pro",
        "highlights": [
          "100,000 credits",
          "90-day validity",
          "Unlocks the Pro entitlement",
          "50 symbols per call",
          "Never auto-renews",
          "0.149p per credit"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Relay data call",
        "price": "0.19p per credit at Starter; 0.149p per credit at Pro",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "1 credit",
          "Any symbol count within the plan cap is one call"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Hosted single-shot tool",
        "price": "0.19p per credit at Starter; 0.149p per credit at Pro",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "1 credit",
          "Charged on the hosted endpoint only"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Hosted gym episode",
        "price": "0.19p per credit at Starter; 0.149p per credit at Pro",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "1 credit per episode",
          "Paired previews are doubled"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Tournament run",
        "price": "£0.38 at Starter; £0.30 at Pro",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "200 credits",
          "Fixed price for the full paired run"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      },
      {
        "name": "Tournament run, contributor",
        "price": "£0.19 at Starter; £0.15 at Pro",
        "usage": true,
        "period": "usage",
        "persona": "individual",
        "highlights": [
          "100 credits",
          "Contributor tiers opted into at submission"
        ],
        "promo_note": null,
        "price_promo": null,
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [],
  "evidence_quality": "medium",
  "entity_type": "infrastructure",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://1.21initiative.com/mcp/"
  ],
  "last_checked": "2026-09-02",
  "how_to_connect": {
    "website": "https://1.21initiative.com/mcp/",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "install": null,
    "repository": null,
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "deployment": {
    "model": "both",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "Offered both ways: a vendor-hosted endpoint AND a self-run install are documented.",
    "evidence": {
      "sources": [
        "page_text:hosted",
        "page_text:self_run_wording",
        "plan_name:hosted"
      ],
      "excerpt": "warden.promotion_verdict, gym.label_regimes, gym.estimate_cloud_run. Charged on the hosted endpoint only. Hosted gym episode 1 per episode 0.19p 0.149p gym.probe_fragili",
      "url": "https://1.21initiative.com/mcp/",
      "observed_day": "2026-10-17",
      "age_days": 1,
      "hosted_evidence": "wording: \"hosted endpoint\"",
      "rule": "deploy-v1"
    }
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "source_url": "https://1.21initiative.com/mcp/",
      "last_observed_day": "2026-10-17",
      "age_days": 1,
      "verified_day": "2026-10-17",
      "note": "verified = the page-text gate ran for that scan day (day-before/day-of text check)"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": null,
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 88,
    "uptime_7d": 1,
    "checked_at": "2026-10-17T02:41:28.473Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}