# CrowdGap AI Probability Research (remote · crowdgap-pilot.super-myna-7255.chatgpt.site)

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

- Trust score: 84/100 (high trust)
- Change this week: +1
- Registry status: active
- Liveness: live
- Owner verified: no
- Last scored: 2026-09-21

## Components

- remote · `crowdgap-pilot.super-myna-7255.chatgpt.site`: 84/100 (this document), [markdown](https://verifymcp.io/servers/site-chatgpt-super-myna-7255-crowdgap-pilot-probability-research/api-mcp-2.md), [page](https://verifymcp.io/servers/site-chatgpt-super-myna-7255-crowdgap-pilot-probability-research/api-mcp-2)

## Channel facts

- Endpoint: `https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0`
- Transports: `streamable-http`
- Auth: `none`
- Version: `2.0.0`

## Trust breakdown

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. Scores are 0–100 per category. Scoring method: https://verifymcp.io/docs/scoring (what has changed: https://verifymcp.io/docs/scoring/changelog)

Scored 2026-09-21.

- **Endpoint Security**: 74/100
  - The endpoint's TLS certificate is valid, in date, and uses a strong key.
  - No authorisation is required to call this server. Every tool declares its destructiveHint and none is destructive, so open access doesn't expose one.
  - HTTPS is enforced; there's no plaintext access path.
  - HSTS check failed: the Strict-Transport-Security header is absent.
  - DNSSEC check failed: this domain isn't protected by DNSSEC.
- **Transport & Reachability**: 100/100
  - Verified streamable-http transport via a live MCP handshake.
- **Schema Quality & AI Usability**: 83/100
  - 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).
  - AI-judged instruction clarity (good).
  - 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.
  - Usage-examples check failed: none of the tools include examples.
- **Stability & Change Management**: 90/100
  - Stability check failed: schema churn in the 30 days we've observed: 1 tool removals, 0 breaking changes, 0 auth/transport breaks, 2 additions.
- **Tool Coverage**: 90/100
  - 100% of tools have a non-trivial description (not blank, and not just the tool's name).
  - 66% of tool parameters carry a description.
  - Structured output schemas are declared (100% of tools); any adoption earns full credit.
- **Tool Safety**: 100/100
  - No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.
  - We read all 12 captured tool definition(s), and no name or description among them implies an irreversible operation.
  - An AI judge read all 14 captured unit(s) of tool text and found none that tries to manipulate the model reading it.
- **Capabilities**: 100/100
  - Implements a current MCP spec version (2026-07-28).
  - Supports UI / widget rendering.

## 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.

### Claude

```bash
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

```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"
    }
  }
}
```

### VS Code

```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

```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
    }
  }
}
```

### OpenClaw

```bash
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

```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

```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"
    }
  }
}
```

### Vellum

```bash
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'
```

### Other

```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 recorded for this component, newest first. Days that predate change tracking, or that we cannot explain, say so: "we were watching and nothing happened" and "we were not watching" are different claims.

### 2026-09-21 (score 84, −2)

- [security regression] Stability: pass → fail

### 2026-09-20 (score 86, +1)

- [security] Stability: 0.97 → pass

### 2026-09-18 (score 85, +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.

### 2026-09-16 (score 84, +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.

### 2026-09-13 (score 83, +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.

### 2026-09-11 (score 82, +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.

### 2026-09-09 (score 81, +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.

### 2026-09-07 (score 80, +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.

## MCP tools (12)

### `get_crowdgap_offer` (~54 tokens)

Get CrowdGap free trial and offer

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.

Output parameters:

- `audience` (string)
- `boundaries` (array)
- `capability` (string)
- `checkoutUrl` (string)
- `evaluationPath` (array)
- `fitEvaluationInput` (object)
- `freeTestUrl` (string)
- `includedForecastsPer30Days` (integer)
- `integrationKitUrl` (string)
- `plans` (array)
- `primaryCallToAction` (object)
- `provider` (string)
- `qualifiedTrial` (object)
- `recommendedFirstTool` (string)
- `settlement` (object)

### `get_public_forecast` (~73 tokens)

Inspect CrowdGap's real public forecast

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.

Output parameters:

- `audit` (object)
- `boundaries` (object)
- `confidence` (string)
- `conversion` (object)
- `deadline` (string)
- `evidence` (array)
- `id` (string)
- `immutable` (boolean)
- `limitations` (string)
- `probability` (integer)
- `question` (string)
- `recordedAt` (string)
- `resolution` (object)
- `schemaVersion` (string)
- `status` (string)

### `get_live_forecast_starters` (~70 tokens)

Get current forecast starters

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.

Output parameters:

- `boundaries` (array)
- `generatedAt` (string)
- `liveData` (boolean)
- `partial` (boolean)
- `probabilityGenerated` (boolean)
- `refreshAfterSeconds` (integer)
- `researchPerformed` (boolean)
- `schemaVersion` (string)
- `signals` (array)
- `workflow` (object)

### `scan_plan_for_uncertainty` (~123 tokens)

Scan a plan for forecast needs

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.

Input parameters:

- `campaign` (string): Optional anonymous campaign token.
- `decisionDraft` (string, required): A plan, recommendation, or decision draft. Do not include secrets, wallet credentials, sensitive personal data, or confidential material.

Output parameters:

- `attribution` (object)
- `billable` (boolean)
- `boundaries` (array)
- `candidateClaim`
- `createsQuoteOrPayment` (boolean)
- `createsTrial` (boolean)
- `deadline`
- `decisionDraftStored` (boolean)
- `forecastNeed` (string)
- `humanReviewUrl` (string)
- `liveResearch` (boolean)
- `missingInputs` (array)
- `nextAction` (object)
- `ok` (boolean)
- `prohibitedDownstreamActionDetected` (boolean)
- `questionDraft`
- `quotaConsumed` (boolean)
- `readyForPreflight` (boolean)
- `resolutionSource`
- `scanned` (boolean)
- `stored` (boolean)

### `evaluate_crowdgap_fit` (~210 tokens)

Evaluate CrowdGap fit

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.

Input parameters:

- `campaign` (string): Optional anonymous topic campaign copied exactly from a selected CrowdGap starter.
- `humanOperatorAvailable` (boolean): Optional on the first call. Set true only after a human confirms availability to authorize quote creation, payment, credential use, and consequential action.
- `requiresProbability` (boolean): Optional on the first call. True when the desired output includes a probability for a future, resolvable outcome.
- `requiresPublicEvidence` (boolean): Optional on the first call. True when the result should be supported by public HTTPS sources.
- `useCase` (string, required): A short description of the decision-support or research need; this text is evaluated transiently and not stored.

Output parameters:

- `attribution` (object)
- `billable` (boolean)
- `boundaries` (array)
- `evaluated` (boolean)
- `liveResearch` (boolean)
- `nextAction` (object)
- `offer` (object)
- `ok` (boolean)
- `purchaseReady` (boolean)
- `qualified` (boolean)
- `quotaConsumed` (boolean)
- `rating` (string)
- `reasons` (array)
- `stored` (boolean)
- `useCaseStored` (boolean)

### `test_forecast_schema` (~66 tokens)

Test CrowdGap forecast schema

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.

Input parameters:

- `campaign` (string): Optional anonymous campaign token.

Output parameters:

- `attribution` (object)
- `audit` (object)
- `billable` (boolean)
- `conversion` (object)
- `demo` (boolean)
- `forecast` (object)
- `forecastId` (string)
- `generated` (boolean)
- `liveResearch` (boolean)
- `ok` (boolean)
- `request` (object)
- `usage` (null)

### `preflight_forecast_request` (~128 tokens)

Preflight a forecast request

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.

Input parameters:

- `campaign` (string): Optional anonymous topic campaign copied exactly from the selected CrowdGap starter.
- `context` (string): Optional public context for validating the request shape; it is not stored.
- `deadline` (string, required)
- `question` (string, required)
- `resolutionSource` (string, required)

Output parameters:

- `attribution` (object)
- `billable` (boolean)
- `draftRequest` (object)
- `eligible` (boolean)
- `liveResearchConsentRequired` (boolean)
- `nextAction` (object)
- `ok` (boolean)
- `quotaConsumed` (boolean)
- `researchPerformed` (boolean)
- `stored` (boolean)

### `activate_crowdgap_trial` (~198 tokens)

Activate the CrowdGap free trial

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.

Input parameters:

- `consent` (boolean, required): Set true only after a human explicitly authorizes the payment-free trial and understands that live research requires separate consent and can be wrong.
- `credentialHash` (string, required): SHA-256 of the private client-generated cg_trial_ credential. Never send the raw credential.
- `credentialPrefix` (string, required): A bounded prefix used only to identify the client-held credential.
- `operatorReference` (string, required): Private client-generated UUIDv4. CrowdGap stores only its SHA-256 hash.
- `requestId` (string, required): Reuse draftRequest.requestId from the successful preflight.

### `request_live_forecast` (~87 tokens)

Request live probability research

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.

Input parameters:

- `consent` (boolean, required)
- `context` (string, required)
- `deadline` (string, required)
- `question` (string, required)
- `requestId` (string, required)
- `resolutionSource` (string, required)

### `get_agent_referral_pack` (~51 tokens)

Get AI-to-AI referral pack

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

Input parameters:

- `campaign` (string): Optional anonymous campaign token for aggregate attribution.

Output parameters:

- `for` (string)
- `freeTestUrl` (string)
- `freeTrial` (object)
- `introduction` (string)
- `mcp` (object)
- `offer` (object)
- `provider` (string)
- `publicProof` (object)
- `shareUrl` (string)
- `sharingBoundaries` (array)
- `subscriberReferralReward` (object)
- `suggestedAgentMessage` (string)

### `create_xrp_subscription_quote` (~200 tokens)

Create XRP subscription quote

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.

Input parameters:

- `agentName` (string, required)
- `campaign` (string): Optional anonymous campaign token; source is fixed to MCP.
- `consent` (boolean, required): Set true only after the human explicitly authorizes creation of this 15-minute quote. The human independently decides whether to send XRP.
- `operatorReference` (string, required): Private client-generated UUID; no email or account is required.
- `planId` (string, required): monthly costs 9.99 XRP for 30 days; annual costs 99 XRP for 365 days. Both include 30 forecasts per rolling 30 days.
- `referralCode` (string)
- `requestId` (string, required): Reuse draftRequest.requestId from a successful preflight to bind the quote to that validated request.

### `get_xrp_checkout` (~28 tokens)

Get XRP subscription checkout

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

Output parameters:

- `checkoutUrl` (string)
- `emailRequired` (boolean)
- `humanAuthorizationRequired` (boolean)
- `includedForecastsPer30Days` (integer)
- `network` (string)
- `plans` (array)
- `walletConnectionRequired` (boolean)

## Diagnostics

Captured diagnostic sections: TLS, DNSSEC, Authorisation, Transports. The full working is on the page: https://verifymcp.io/servers/site-chatgpt-super-myna-7255-crowdgap-pilot-probability-research/api-mcp-2#diagnostics

## Score history

- 2026-09-21: 84
- 2026-09-20: 86
- 2026-09-19: 85
- 2026-09-18: 85
- 2026-09-17: 84
- 2026-09-16: 84
- 2026-09-15: 83
- 2026-09-14: 83
- 2026-09-13: 83
- 2026-09-12: 82
- 2026-09-11: 82
- 2026-09-10: 81
- 2026-09-09: 81
- 2026-09-08: 80
- 2026-09-07: 80
- 2026-09-06: 79
- 2026-09-05: 79
- 2026-09-04: 79
- 2026-09-03: 78
- 2026-09-02: 78
- 2026-09-01: 77
- 2026-08-31: 77
- 2026-08-30: 76
- 2026-08-29: 76
- 2026-08-28: 75
- 2026-08-27: 75
- 2026-08-26: 74
- 2026-08-25: 72
- 2026-08-24: 72
- 2026-08-23: 71

## 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.

## Links

- Remote endpoint: https://crowdgap-pilot.super-myna-7255.chatgpt.site/api/mcp?source=official_mcp_registry&campaign=registry_2_0_0
- Website: https://crowdgap-pilot.super-myna-7255.chatgpt.site/
- Changelog RSS feed: https://verifymcp.io/servers/site-chatgpt-super-myna-7255-crowdgap-pilot-probability-research/api-mcp-2.xml
- Changelog JSON feed: https://verifymcp.io/servers/site-chatgpt-super-myna-7255-crowdgap-pilot-probability-research/api-mcp-2.json
- HTML version of this page: https://verifymcp.io/servers/site-chatgpt-super-myna-7255-crowdgap-pilot-probability-research/api-mcp-2