quick-data-mcp

quick-data-mcp is an MCP server (Python) intended to let an AI agent perform agentic analytics on user-provided .json and .csv files via MCP Tools/Resources/Prompts, configured through an .mcp.json file pointing at a local directory.

Evaluated Mar 30, 2026 (21d ago)
Repo ↗ Ai Ml mcp tooling data-analysis csv json agentic-workflows python
⚙ Agent Friendliness
41
/ 100
Can an agent use this?
🔒 Security
26
/ 100
Is it safe for agents?
⚡ Reliability
29
/ 100
Does it work consistently?

Score Breakdown

⚙ Agent Friendliness

MCP Quality
55
Documentation
45
Error Messages
0
Auth Simplicity
90
Rate Limits
5

🔒 Security

TLS Enforcement
20
Auth Strength
15
Scope Granularity
20
Dep. Hygiene
40
Secret Handling
40

No explicit TLS/auth/scoping guidance is provided. As a local file-based MCP server, primary risks are uncontrolled file access within the configured directory, potential prompt/tool misuse, and lack of documented input validation, resource limits, and safe error handling.

⚡ Reliability

Uptime/SLA
0
Version Stability
50
Breaking Changes
45
Error Recovery
20
AF Security Reliability

Best When

Used locally with an MCP client (e.g., Claude Code) for interactive analysis of datasets in a specified directory.

Avoid When

Avoid running it against untrusted or unbounded file inputs without sandboxing, file access restrictions, and explicit resource limits.

Use Cases

  • • Exploratory data analysis (EDA) on local JSON/CSV datasets
  • • Agent-driven transformations/inspections of CSV/JSON contents
  • • Rapid prototyping of MCP server workflows for file-backed analytics

Not For

  • • Production-grade, internet-exposed multi-tenant data platforms (no evidence of hardening or tenant isolation)
  • • Highly sensitive regulated data workflows without explicit security controls and auditability
  • • High-concurrency workloads where reliability guarantees and backpressure are required

Interface

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

Authentication

OAuth: No Scopes: No

No authentication method is described in the provided README; access appears to rely on local configuration and the MCP client's connection to the server.

Pricing

Free tier: No
Requires CC: No

No pricing information provided; repository metadata suggests a code project rather than a hosted service.

Agent Metadata

Pagination
none
Idempotent
False
Retry Guidance
Not documented

Known Gotchas

  • ⚠ Server operates on filesystem directories; agents may attempt to access or request unintended paths unless the MCP server enforces strict resource boundaries
  • ⚠ Large/unbounded CSV/JSON may cause timeouts or memory pressure; no limits or guidance described in the provided README

Alternatives

Build custom MCP servers tailored to your schema and analytics needs Use local Python data tooling directly (pandas/polars) with an agent framework Other MCP file/data tools (if available) that offer stronger sandboxing and standardized error handling

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API endpoint ↗ Agent guide ↗ Report inaccuracy

Scores are editorial opinions as of 2026-03-30.

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Packages Evaluated
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