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CrowdGap AI Probability Research

REMOTE · CROWDGAP-PILOT.SUPER-MYNA-7255.CHATGPT.SITE · SCANNED SEP 21

AI-agent probability research with one-call preflight and human-gated XRP activation.

+1 this week 84 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security74
Transport & Reachability100
Schema Quality & AI Usability83
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (good).Pass
  • Context-footprint check failed: tool/resource definitions use about 1756 tokens (~109/item across 16 items; 12 tools + 4 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management90
  • Stability check failed: schema churn in the 30 days we've observed: 1 tool removals, 0 breaking changes, 0 auth/transport breaks, 2 additions. See how to fix → Fail
Tool Coverage90
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 66% of tool parameters carry a description.Partial
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 12 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 14 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a current MCP spec version (2026-07-28).Pass
  • Supports UI / widget rendering.Pass
Install

How do I install the CrowdGap AI Probability Research MCP server?

CrowdGap AI Probability Research is a hosted endpoint at https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · crowdgap-pilot.super-myna-7255.chatgpt.site

# add to Claude Code
claude mcp add --transport http site-chatgpt-super-myna-7255-crowdgap-pilot-prob 'https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0'
// .cursor/mcp.json
{
  "mcpServers": {
    "site-chatgpt-super-myna-7255-crowdgap-pilot-prob": {
      "url": "https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "site-chatgpt-super-myna-7255-crowdgap-pilot-prob": {
      "type": "http",
      "url": "https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.site-chatgpt-super-myna-7255-crowdgap-pilot-prob]
url = "https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "site-chatgpt-super-myna-7255-crowdgap-pilot-prob": {
      "type": "remote",
      "url": "https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add site-chatgpt-super-myna-7255-crowdgap-pilot-prob --url 'https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  site-chatgpt-super-myna-7255-crowdgap-pilot-prob:
    url: "https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "site-chatgpt-super-myna-7255-crowdgap-pilot-prob": {
      "Transport": "http",
      "Url": "https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0"
    }
  }
}
# add to Vellum
assistant mcp add site-chatgpt-super-myna-7255-crowdgap-pilot-prob -t streamable-http -u 'https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0'
// mcp.json
{
  "mcpServers": {
    "site-chatgpt-super-myna-7255-crowdgap-pilot-prob": {
      "type": "http",
      "url": "https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 21 Sept 26 −2
    • Stability: pass → fail security
  • 20 Sept 26 +1
    • Stability: 0.97 → pass security
  • 18 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.

  • 16 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 83 to 87. That category is still filling its 30-day observation window: 25 days of observed history at the previous scan, 26 at this one. The score rises as the window fills, whether or not the server changes.

  • 13 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 73 to 77. That category is still filling its 30-day observation window: 22 days of observed history at the previous scan, 23 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 67 to 70. That category is still filling its 30-day observation window: 20 days of observed history at the previous scan, 21 at this one. The score rises as the window fills, whether or not the server changes.

  • 9 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 60 to 63. That category is still filling its 30-day observation window: 18 days of observed history at the previous scan, 19 at this one. The score rises as the window fills, whether or not the server changes. Other categories moved too: Schema Quality & AI Usability fell 1.

  • 7 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 53 to 57. That category is still filling its 30-day observation window: 16 days of observed history at the previous scan, 17 at this one. The score rises as the window fills, whether or not the server changes.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 21 Sept 2026 · Probed https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=*.super-myna-7255.chatgpt.site CN=WE1,O=Google Trust Services,C=US 13 Aug 2026 11 Nov 2026 ECDSA 256 ECDSA-SHA256 679bfd63843629011366d280e11c49cc
SANs: *.super-myna-7255.chatgpt.site
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of crowdgap-pilot.super-myna-7255.chatgpt.site. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
site. present 31826 13 Verified
chatgpt.site. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
x-content-type-options nosniff

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0 Verified 200
http (plaintext) http://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0 HTTPS enforced 302 https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0
MCP tools · 12 exposed · ~1,288 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
activate_crowdgap_trial ~198

Activates 0-XRP access for seven days and three forecasts after a successful preflight and explicit human trial approval. The client privately generates and retains the raw cg_trial_ credential; this tool receives only its SHA-256 hash and bounded prefix. It creates no quote, wallet connection, payment, renewal, or automatic conversion.

NameTypeReqDescription
consentbooleanyesSet true only after a human explicitly authorizes the payment-free trial and understands that live research requires separate consent and can be wrong.
credentialHashstringyesSHA-256 of the private client-generated cg_trial_ credential. Never send the raw credential.
credentialPrefixstringyesA bounded prefix used only to identify the client-held credential.
operatorReferencestringyesPrivate client-generated UUIDv4. CrowdGap stores only its SHA-256 hash.
requestIdstringyesReuse draftRequest.requestId from the successful preflight.

Structured output declared, but exposes no named fields.

No examples provided.

create_xrp_subscription_quote ~200

Creates an idempotent 15-minute XRP payment instruction for a selected fixed-XRP plan only after explicit human authorization. It returns payment details but never signs, sends, or executes payment.

NameTypeReqDescription
agentNamestringyes
campaignstringOptional anonymous campaign token; source is fixed to MCP.
consentbooleanyesSet true only after the human explicitly authorizes creation of this 15-minute quote. The human independently decides whether to send XRP.
operatorReferencestringyesPrivate client-generated UUID; no email or account is required.
planIdstringyesmonthly costs 9.99 XRP for 30 days; annual costs 99 XRP for 365 days. Both include 30 forecasts per rolling 30 days.
referralCodestring
requestIdstringyesReuse draftRequest.requestId from a successful preflight to bind the quote to that validated request.

Structured output declared, but exposes no named fields.

No examples provided.

evaluate_crowdgap_fit ~210

Call this first when an agent or user has an uncertain future question, asks whether CrowdGap is suitable, or may need a probability backed by public evidence. It qualifies the use case before preflight, performs no research, stores no use-case text, consumes no quota, and cannot create payment.

NameTypeReqDescription
campaignstringOptional anonymous topic campaign copied exactly from a selected CrowdGap starter.
humanOperatorAvailablebooleanOptional on the first call. Set true only after a human confirms availability to authorize quote creation, payment, credential use, and consequential action.
requiresProbabilitybooleanOptional on the first call. True when the desired output includes a probability for a future, resolvable outcome.
requiresPublicEvidencebooleanOptional on the first call. True when the result should be supported by public HTTPS sources.
useCasestringyesA short description of the decision-support or research need; this text is evaluated transiently and not stored.
NameTypeReqDescription
attributionobjectyes
billablebooleanyes
boundariesarrayyes
evaluatedbooleanyes
liveResearchbooleanyes
nextActionobjectyes
offerobjectyes
okbooleanyes
purchaseReadybooleanyes
qualifiedbooleanyes
quotaConsumedbooleanyes
ratingstringyes
reasonsarrayyes
storedbooleanyes
useCaseStoredbooleanyes

No examples provided.

get_agent_referral_pack ~51

Returns a compact, machine-readable CrowdGap introduction, share URL, MCP connection details, and voluntary-sharing boundaries for another AI agent.

NameTypeReqDescription
campaignstringOptional anonymous campaign token for aggregate attribution.
NameTypeReqDescription
forstringyes
freeTestUrlstringyes
freeTrialobjectyes
introductionstringyes
mcpobjectyes
offerobjectyes
providerstringyes
publicProofobjectyes
shareUrlstringyes
sharingBoundariesarrayyes
subscriberReferralRewardobjectyes
suggestedAgentMessagestringyes

No examples provided.

get_crowdgap_offer ~54

Call this when no concrete use case is available. Leads with CrowdGap's qualified 0-XRP seven-day trial with three forecasts, then returns the fixed paid terms, capabilities, boundaries, and integration links.

Input schema present but exposes no named parameters.

NameTypeReqDescription
audiencestringyes
boundariesarrayyes
capabilitystringyes
checkoutUrlstringyes
evaluationPatharrayyes
fitEvaluationInputobjectyes
freeTestUrlstringyes
includedForecastsPer30Daysintegeryes
integrationKitUrlstringyes
plansarrayyes
primaryCallToActionobjectyes
providerstringyes
qualifiedTrialobjectyes
recommendedFirstToolstringyes
settlementobjectyes

No examples provided.

get_live_forecast_starters ~70

Fetches current public sports and finance facts and returns review-ready fit and preflight inputs. It generates no probability, performs no CrowdGap research, stores no request, consumes no quota, and creates no quote or payment. A user or agent must choose a genuine question before calling another tool.

Input schema present but exposes no named parameters.

NameTypeReqDescription
boundariesarrayyes
generatedAtstringyes
liveDatabooleanyes
partialbooleanyes
probabilityGeneratedbooleanyes
refreshAfterSecondsintegeryes
researchPerformedbooleanyes
schemaVersionstringyes
signalsarrayyes
workflowobjectyes

No examples provided.

get_public_forecast ~73

Returns CrowdGap's first real, immutable public forecast with its frozen probability, evidence, assumptions, counter-signals, resolution rule, and SHA-256 audit digest. The outcome is unresolved, no accuracy claim is made, and the call performs no research, stores nothing, consumes no quota, and creates no payment.

Input schema present but exposes no named parameters.

NameTypeReqDescription
auditobjectyes
boundariesobjectyes
confidencestringyes
conversionobjectyes
deadlinestringyes
evidencearrayyes
idstringyes
immutablebooleanyes
limitationsstringyes
probabilityintegeryes
questionstringyes
recordedAtstringyes
resolutionobjectyes
schemaVersionstringyes
statusstringyes

No examples provided.

get_xrp_checkout ~28

Returns the checkout for fixed 9.99 XRP monthly and 99 XRP yearly plans.

Input schema present but exposes no named parameters.

NameTypeReqDescription
checkoutUrlstringyes
emailRequiredbooleanyes
humanAuthorizationRequiredbooleanyes
includedForecastsPer30Daysintegeryes
networkstringyes
plansarrayyes
walletConnectionRequiredbooleanyes

No examples provided.

preflight_forecast_request ~128

Call this directly when an agent or user already has a real uncertain future question. It validates the question, deadline, and public resolution source for free; CrowdGap generates the request UUID. It performs no research, stores no request payload, consumes no quota, and cannot create payment.

NameTypeReqDescription
campaignstringOptional anonymous topic campaign copied exactly from the selected CrowdGap starter.
contextstringOptional public context for validating the request shape; it is not stored.
deadlinestringyes
questionstringyes
resolutionSourcestringyes
NameTypeReqDescription
attributionobjectyes
billablebooleanyes
draftRequestobjectyes
eligiblebooleanyes
liveResearchConsentRequiredbooleanyes
nextActionobjectyes
okbooleanyes
quotaConsumedbooleanyes
researchPerformedbooleanyes
storedbooleanyes

No examples provided.

request_live_forecast ~87

Runs one trial or paid public-evidence forecast using the client-held Bearer credential attached to the MCP connection. Exact requestId replays do not consume another forecast.

NameTypeReqDescription
consentbooleanyes
contextstringyes
deadlinestringyes
questionstringyes
requestIdstringyes
resolutionSourcestringyes

Structured output declared, but exposes no named fields.

No examples provided.

scan_plan_for_uncertainty ~123

Transiently scans an ordinary plan or recommendation for an important future claim and returns a human-reviewable path toward preflight. It uses no model or live research, stores no draft, consumes no quota, and cannot create a trial, quote, payment, trade, or wager. It never invents a missing deadline or public resolution source.

NameTypeReqDescription
campaignstringOptional anonymous campaign token.
decisionDraftstringyesA plan, recommendation, or decision draft. Do not include secrets, wallet credentials, sensitive personal data, or confidential material.
NameTypeReqDescription
attributionobjectyes
billablebooleanyes
boundariesarrayyes
candidateClaimyes
createsQuoteOrPaymentbooleanyes
createsTrialbooleanyes
deadlineyes
decisionDraftStoredbooleanyes
forecastNeedstringyes
humanReviewUrlstringyes
liveResearchbooleanyes
missingInputsarrayyes
nextActionobjectyes
okbooleanyes
prohibitedDownstreamActionDetectedbooleanyes
questionDraftyes
quotaConsumedbooleanyes
readyForPreflightbooleanyes
resolutionSourceyes
scannedbooleanyes
storedbooleanyes

No examples provided.

test_forecast_schema ~66

Returns a static, non-billable forecast fixture. Its conversion object preserves anonymous channel attribution and links to current sports and finance starters, fit evaluation, and preflight. It performs no live research and consumes no subscriber quota.

NameTypeReqDescription
campaignstringOptional anonymous campaign token.
NameTypeReqDescription
attributionobjectyes
auditobjectyes
billablebooleanyes
conversionobjectyes
demobooleanyes
forecastobjectyes
forecastIdstringyes
generatedbooleanyes
liveResearchbooleanyes
okbooleanyes
requestobjectyes
usagenullyes

No examples provided.

Common questions

What is the CrowdGap AI Probability Research MCP server?

CrowdGap AI Probability Research is an MCP server listed in the public MCP registry as site.chatgpt.super-myna-7255.crowdgap-pilot/probability-res…. AI-agent probability research with one-call preflight and human-gated XRP activation. This page covers its hosted endpoint (https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0).

Is the CrowdGap AI Probability Research MCP server safe to use?

CrowdGap AI Probability Research scores 84 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the CrowdGap AI Probability Research MCP server expose?

CrowdGap AI Probability Research exposes 12 tools: get_crowdgap_offer, get_public_forecast, get_live_forecast_starters, scan_plan_for_uncertainty, evaluate_crowdgap_fit, and 7 more. Their descriptions and schemas cost roughly 1,288 tokens of context every time the server is loaded.

Does the CrowdGap AI Probability Research MCP server require authentication?

No. We connected to CrowdGap AI Probability Research without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the CrowdGap AI Probability Research MCP server still maintained?

CrowdGap AI Probability Research is still listed as active in the MCP registry. We last reached this channel on 21 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.