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VisionFlow Match

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Hosted OpenCV for finding a pattern image inside a larger image: template matching, ORB/SIFT...

v1.0.1791044159 · active · website · descriptor JSON · versions

Not classified yet.The remote endpoints have not been probed successfully, or the listing has nothing to connect to.
Quality79good
Trust58of 100
Uptime, 30 days95%
Latency p50227 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "visionflow-match": {
      "type": "http",
      "url": "https://visionflow-match.saastemly.com/mcp",
      "headers": {
        "Authorization": "Bearer ${VISIONFLOW_MATCH_TOKEN}"
      }
    }
  }
}
claude mcp add --transport http visionflow-match https://visionflow-match.saastemly.com/mcp --header "Authorization: Bearer ${VISIONFLOW_MATCH_TOKEN}"
[mcp_servers.visionflow-match]
url = "https://visionflow-match.saastemly.com/mcp"
bearer_token_env_var = "VISIONFLOW_MATCH_TOKEN"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "visionflow-match": {
      "type": "remote",
      "url": "https://visionflow-match.saastemly.com/mcp",
      "enabled": true,
      "headers": {
        "Authorization": "Bearer {env:VISIONFLOW_MATCH_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "visionflow-match": {
      "type": "http",
      "url": "https://visionflow-match.saastemly.com/mcp",
      "headers": {
        "Authorization": "Bearer ${VISIONFLOW_MATCH_TOKEN}"
      }
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=visionflow-match&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vdmlzaW9uZmxvdy1tYXRjaC5zYWFzdGVtbHkuY29tL21jcCIsImhlYWRlcnMiOnsiQXV0aG9yaXphdGlvbiI6IkJlYXJlciAke1ZJU0lPTkZMT1dfTUFUQ0hfVE9LRU59In19"
}
{
  "servers": {
    "visionflow-match": {
      "type": "http",
      "url": "https://visionflow-match.saastemly.com/mcp",
      "headers": {
        "Authorization": "Bearer ${VISIONFLOW_MATCH_TOKEN}"
      }
    }
  }
}
{
  "mcpServers": {
    "visionflow-match": {
      "httpUrl": "https://visionflow-match.saastemly.com/mcp",
      "headers": {
        "Authorization": "Bearer ${VISIONFLOW_MATCH_TOKEN}"
      }
    }
  }
}
extensions:
  "visionflow-match":
    enabled: true
    name: "visionflow-match"
    type: streamable_http
    uri: "https://visionflow-match.saastemly.com/mcp"
    headers:
      "Authorization": "Bearer ${VISIONFLOW_MATCH_TOKEN}"
    timeout: 300

Placeholders to fill from your own secret store: ${VISIONFLOW_MATCH_TOKEN}. The registry never accepts secret values.

Quality 79 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: template-match (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); feature-match (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); homography (readOnlyHint, destructiveHint, idempotentHint, openWorldHint)
  • pass
    tools.token_costabout 1,162 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changes3 tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

3 tools, about 1,162 tokens to load them all · tool set c1bf7b396ba9 · tools last changed 2026-10-04 · checked 2026-10-20 10:03 UTC

Tool changes

  • homographychangeddescription
    before

    Locate a pattern image inside a larger image even when it is scaled, rotated or viewed at an angle: ORB or SIFT feature matching plus cv2.findHomography with RANSAC. Returns whether it was found, the 3x3 homography (pattern pixels to image pixels), the four projected corners, the bounding box, and the inlier count as confidence. Use it to find a UI element, logo or object in a screenshot or photo. Price: $0.004 a call.

    after · 89% of words in common

    Locate a pattern image inside a larger image even when it is scaled, rotated or viewed at an angle: ORB or SIFT feature matching plus cv2.findHomography with RANSAC. Returns whether it was found, the 3x3 homography (pattern pixels to image pixels), the four projected corners, the bounding box, and the inlier count as confidence. Use it to find a UI element, logo or object in a screenshot or photo. Price: $0.004 a call (3 free calls a day without an API key).

  • feature-matchchangeddescription
    before

    Match local features between a pattern image and a larger image: detects ORB or SIFT keypoints in both, matches them with a brute-force matcher and Lowe's ratio test (OpenCV BFMatcher.knnMatch), and returns the good matches as point pairs sorted by distance. Use it to see which parts of a pattern are present and where, even when the pattern is scaled or rotated; for the pattern's outline use /v1/homography. Price: $0.004 a call.

    after · 88% of words in common

    Match local features between a pattern image and a larger image: detects ORB or SIFT keypoints in both, matches them with a brute-force matcher and Lowe's ratio test (OpenCV BFMatcher.knnMatch), and returns the good matches as point pairs sorted by distance. Use it to see which parts of a pattern are present and where, even when the pattern is scaled or rotated; for the pattern's outline use /v1/homography. Price: $0.004 a call (3 free calls a day without an API key).

  • template-matchchangeddescription
    before

    Find where a small pattern image (a button, icon, logo or crop) appears inside a larger screenshot or picture, using OpenCV cv2.matchTemplate. Returns the best position, plus every non-overlapping position scoring above the threshold, as pixel boxes with scores. Use it for exact-looking pixel patterns at the same scale; for different scale, rotation or perspective use /v1/homography. Price: $0.003 a call.

    after · 87% of words in common

    Find where a small pattern image (a button, icon, logo or crop) appears inside a larger screenshot or picture, using OpenCV cv2.matchTemplate. Returns the best position, plus every non-overlapping position scoring above the threshold, as pixel boxes with scores. Use it for exact-looking pixel patterns at the same scale; for different scale, rotation or perspective use /v1/homography. Price: $0.003 a call (3 free calls a day without an API key).

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 58 / 100

no-repository
provenance55
liveness18
freshness100
hygiene80

+dns-namespace +website -unreachable(2 failures) +updated-17d-ago -no-repository

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://visionflow-match.saastemly.com/mcp streamable-httpnoneno (2 failures)95%227 ms2025-06-182026-10-19

Tools (3)

feature-matchMatch local features between a pattern image and a larger image: detects ORB or SIFT keypoints in both, matches them with a brute-force matcher and Lowe's ratio test (OpenCV BFMatcher.knnMatch), and returns the good matches as point pairs sorted by distance. Use it to see which parts of a pattern are present and where, even when the pattern is scaled or rotated; for the pattern's outline use /v1/homography. Price: $0.004 a call (3 free calls a day without an API key).
homographyLocate a pattern image inside a larger image even when it is scaled, rotated or viewed at an angle: ORB or SIFT feature matching plus cv2.findHomography with RANSAC. Returns whether it was found, the 3x3 homography (pattern pixels to image pixels), the four projected corners, the bounding box, and the inlier count as confidence. Use it to find a UI element, logo or object in a screenshot or photo. Price: $0.004 a call (3 free calls a day without an API key).
template-matchFind where a small pattern image (a button, icon, logo or crop) appears inside a larger screenshot or picture, using OpenCV cv2.matchTemplate. Returns the best position, plus every non-overlapping position scoring above the threshold, as pixel boxes with scores. Use it for exact-looking pixel patterns at the same scale; for different scale, rotation or perspective use /v1/homography. Price: $0.003 a call (3 free calls a day without an API key).

Schemas: list_tools.

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Official server.json
{
  "name": "com.saastemly/visionflow-match",
  "icons": [
    {
      "src": "https://visionflow-match.saastemly.com/icon.svg",
      "mimeType": "image/svg+xml"
    }
  ],
  "title": "VisionFlow Match",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://visionflow-match.saastemly.com/mcp",
      "type": "streamable-http",
      "headers": [
        {
          "name": "Authorization",
          "isSecret": true,
          "description": "Bearer <API key>: prepaid credits from https://visionflow-match.saastemly.com (tools with a free tier work without one)"
        }
      ]
    }
  ],
  "version": "1.0.1791044159",
  "websiteUrl": "https://visionflow-match.saastemly.com",
  "description": "Hosted OpenCV for finding a pattern image inside a larger image: template matching, ORB/SIFT..."
}