ragflow-mcp-server

An MCP server package that exposes RagFlow-related capabilities to MCP-compatible AI agents, allowing agents to query or interact with RAG/RagFlow functionality via the MCP protocol.

Evaluated Apr 04, 2026 (27d ago)
Homepage ↗ Ai Ml ai-agents mcp rag ragflow tooling retrieval
⚙ Agent Friendliness
39
/ 100
Can an agent use this?
🔒 Security
44
/ 100
Is it safe for agents?
⚡ Reliability
28
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
55
Documentation
40
Error Messages
0
Auth Simplicity
40
Rate Limits
20

🔒 Security

TLS Enforcement
60
Auth Strength
40
Scope Granularity
20
Dep. Hygiene
50
Secret Handling
50

TLS enforcement/auth/scopes/secret handling are not evidenced in the provided prompt. Defaulted to moderate assumptions; verify in repository configuration, transport settings, and logging behavior.

⚡ Reliability

Uptime/SLA
0
Version Stability
50
Breaking Changes
30
Error Recovery
30
AF Security Reliability

Best When

You want an agent-first integration into RagFlow/RAG systems using MCP tooling.

Avoid When

You cannot verify the MCP tool surface, error semantics, authentication model, and rate limiting behavior from the package documentation/source.

Use Cases

  • • Agent-assisted retrieval and question answering over RagFlow-managed knowledge
  • • Tool-based ingestion or retrieval workflows orchestrated by an LLM agent via MCP
  • • Rapid prototyping of RagFlow-connected agent workflows without direct custom integration

Not For

  • • Production deployments that require a fully specified REST/SDK interface with strong contractual guarantees (unless verified in repo docs)
  • • Environments needing strict, documented enterprise auth/scopes for every operation (not evidenced here)

Interface

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

Authentication

Methods: unknown (not provided in prompt)
OAuth: No Scopes: No

The authentication mechanism is not described in the provided information, so auth strength and scope granularity cannot be validated.

Pricing

Free tier: No
Requires CC: No

No pricing details provided; assumes self-hosted/open-source context unless repo metadata indicates otherwise.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • ⚠ Without verified docs, agent error handling/retry/idempotency behavior may be inconsistent across MCP tools.
  • ⚠ Agents may not know which tools are safe for retries if idempotency is not documented.

Alternatives

RagFlow native APIs (if available) A custom REST client integration to RagFlow endpoints Other RAG-focused MCP servers or framework-specific connectors with better documented auth/rate-limit semantics

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API endpoint ↗ Agent guide ↗ Report inaccuracy

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

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Packages Evaluated
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Need Evaluation
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