paddleocr-mcp-server

Provides an MCP (Model Context Protocol) server wrapper around PaddleOCR functionality, enabling an agent to submit images for OCR and receive extracted text/results via MCP tools.

Evaluated Apr 04, 2026 (27d ago)
Homepage ↗ Repo ↗ Ai Ml mcp ocr paddleocr document-processing agent-tools vision
⚙ Agent Friendliness
46
/ 100
Can an agent use this?
🔒 Security
33
/ 100
Is it safe for agents?
⚡ Reliability
35
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
55
Documentation
45
Error Messages
0
Auth Simplicity
85
Rate Limits
0

🔒 Security

TLS Enforcement
40
Auth Strength
30
Scope Granularity
0
Dep. Hygiene
50
Secret Handling
50

Security posture is uncertain because specifics about transport (TLS), auth, input validation, and dependency versions are not provided. OCR servers ingest untrusted image inputs; run in a sandboxed environment and restrict filesystem/network access. Ensure logs do not capture sensitive image data or extracted text if applicable.

⚡ Reliability

Uptime/SLA
0
Version Stability
50
Breaking Changes
50
Error Recovery
40
AF Security Reliability

Best When

You want to integrate OCR into an agent environment using MCP, and you can run the server with local dependencies/models.

Avoid When

You need strong, documented auth/rate-limit guarantees from a managed service or you cannot run untrusted images through a controlled environment.

Use Cases

  • OCR via an agent workflow (extract text from images/doc scans)
  • Document processing pipelines where an LLM agent needs vision/OCR outputs
  • Automated transcription of screenshots or photographed documents
  • Pre-processing step for search/indexing over document images

Not For

  • Real-time OCR at very high throughput without dedicated scaling
  • Use cases requiring a fully managed hosted OCR API with SLA
  • OCR for sensitive documents when you cannot control model/data handling locally

Interface

REST API
No
GraphQL
No
gRPC
No
MCP Server
Yes
SDK
No
Webhooks
No

Authentication

OAuth: No Scopes: No

No auth mechanism can be confirmed from the provided information. MCP servers commonly run locally or within a trusted network, but specific auth details are not available here.

Pricing

Free tier: No
Requires CC: No

Pricing depends on where PaddleOCR models and compute run (self-hosted). No hosted pricing info is available.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • OCR results may be sensitive to image resolution, orientation, and pre-processing; agents may need guidance to upload higher-quality images.
  • Large images/files can cause timeouts or memory pressure; agents should prefer reasonable image sizes.
  • If the server loads heavy PaddleOCR models on demand, first-call latency may be high.

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Scores are editorial opinions as of 2026-04-04.

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