
Vision Primitives
An MCP server that gives text-only LLMs image capabilities including description, coordinate-based locating, OCR with bounding boxes, annotation, cropping, zoo…
What it does
The specific capability behind this listing, and where to get it.
Vision Primitives
An MCP server that gives text-only LLMs image capabilities including description, coordinate-based locating, OCR with bounding boxes, annotation, cropping, zoo…
Official Vision Primitives links
Source repository available · no commercial pricing observed.
No price does not imply the product is free. Any code-host platform pricing is excluded.
Is Vision Primitives good value?
Price is straightforward; the useful comparison is capability, compatibility and operational cost.
Source repository available · no commercial pricing observed.
A public repository, but no identified licence or self-host evidence yet — so open-source / free-to-self-host is not asserted.
Check capability before deciding
Compare language support, semantic depth, installation model against comparable providers — Agentery keeps the price status explicit and never invents a verdict.
Vision Primitives's local market
Nearest products by what they do — a different cohort from the buyer-tier benchmark above.
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": "vision_primitives_mcp",
"name": "Vision Primitives",
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"logo": "https://github.com/zouyuanqing.png?size=200",
"niche": null,
"category": null,
"short_summary": "An MCP server that gives text-only LLMs image capabilities including description, coordinate-based locating, OCR with bounding boxes, annotation, cropping, zoo…",
"task_performed": "unclear",
"inputs_accepted": [],
"outputs_produced": [],
"integrations_available": [],
"protocols_or_interfaces": [
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],
"industry_fit": [],
"autonomy_level": "unclear",
"human_approval_needed": "unclear",
"pricing_model": "unclear",
"price": {
"observed": false,
"billing": "not_found",
"currency": null,
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing is shown for this open-source Vision Primitives MCP repository.",
"confidence": "medium",
"source_url": "https://github.com/zouyuanqing/vision-primitives-mcp",
"checked_at": "2026-10-25T03:26:26.517Z",
"source_kind": "vendor",
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"source": "render+llm"
},
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"evidence_quality": "unclear",
"entity_type": "mcp_server",
"regulated_data_suitability": "unclear",
"evidence_urls": [
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],
"last_checked": "2026-10-25",
"profile_checked": null,
"price_checked": "2026-10-25",
"how_to_connect": {
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"docs": null,
"mcp": null,
"a2a": null,
"api": null,
"protocols": [
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],
"install": "pip install numpy 模板匹配 285x 加速 YOLO UI 检测 models/icon_detect.pt ( 下载 ,3",
"repository": "https://github.com/zouyuanqing/vision-primitives-mcp",
"note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
},
"deployment": {
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"both_offered": false,
"hosted_endpoint": null,
"install": "pip install numpy 模板匹配 285x 加速 YOLO UI 检测 models/icon_detect.pt ( 下载 ,3",
"note": "You run it yourself: install from the published command/package; no vendor endpoint found.",
"evidence": {
"sources": [
"page_text:install",
"page_text:licence"
],
"excerpt": "且 max_tokens 上限 1024(需 VISION_MAX_TOKENS=1024 ) 可选增强 (全部\"有则加速、无则照跑\"): 增强 放置 收益 numpy pip install numpy 模板匹配 285x 加速 YOLO UI 检测 models/icon_detect.pt ( 下载 ,39.7MB) ui_pars",
"url": "https://github.com/zouyuanqing/vision-primitives-mcp",
"observed_day": "2026-10-27",
"age_days": 1,
"hosted_evidence": null,
"rule": "deploy-v1"
}
},
"licence": {
"name": "MIT",
"note": "Named licence as published; applies to the code, not to where it runs.",
"evidence": "page text: \"on-language-model yolo Resources Readme MIT license Activity Stars 9 stars Watch\"",
"observed_day": "2026-10-27",
"age_days": 1
},
"evidence_checks": {
"price": {
"source_url": "https://github.com/pricing",
"last_observed_day": "2026-09-20",
"age_days": 38,
"verified_day": null,
"note": "not verified by the page-text gate"
},
"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": 818,
"uptime_7d": 1,
"checked_at": "2026-10-28T02:47:43.582Z",
"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."
}