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LightShip MCP server

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by lightshipHQ·io.github.lightshipHQ/lightship·v0.1.0-alpha.1·3 stars
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Governed access to production AI-agent traces in an existing ClickHouse store.

D50/100grade D
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Safety scan
D50/100

full report

Adoption
Growing

3 stars

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If you have run it, two minutes of your experience saves the next person an afternoon.

LightShip tools

Tool list not cached yet. `describe` through the gateway fetches it live.

Public scan report

scanner v0.1.10 · 2026-10-14 · same rubric, same numbers if you re-run it

1 high
  • –Code scanremote-only server, no package to scann/a
  • Live reliabilityremote unreachable: Streamable HTTP error: Error POSTing to endpoint: {"status":"error","code":404,"message":"Application not found","request_id":"NgV-rqD3SRazUHCJALIuDA"}0/20
  • –Tool poisoningtools not inspected (endpoint requires auth); not countedn/a
  • Auth qualityAPI key sent as a header8/15
  • Maintenancelast push 2 days ago15/15
  • Maintainer identityregistry namespace matches repository owner7/10

Findings (1)

  • highRemote endpoint did not respondreliability.unreachable

    Streamable HTTP error: Error POSTing to endpoint: {"status":"error","code":404,"message":"Application not found","request_id":"NgV-rqD3SRazUHCJALIuDA"}

Overall 50/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How LightShip compares

Against every graded E-commerce MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
50/100
higher than 9% of 2,172 E-commerce servers
Uptime
0%
of our recent checks; the typical remote E-commerce server answers 100%
Response time
69 ms
faster than 87% of 1,534 E-commerce servers
GitHub stars
3
more than 83% of 1,055 E-commerce servers

Install LightShip in Claude Code, Cursor or VS Code

claude mcp add --transport http lightship https://lightship-production.up.railway.app/mcp
Add to Cursor

What the publisher says

From the LightShip repository's README, as published. We do not edit it. Read it on GitHub

LightShip

Faster production-agent iteration, without a developer bottleneck.

LightShip gives domain experts governed, self-serve access to production agent traces. It sits in front of your existing OpenTelemetry data in ClickHouse, so humans and AI coding agents can investigate real conversations and tool calls without database credentials or another observability silo.

Documentation · Website · Try the hosted demo · Contribute

Why LightShip

and outcomes using Codex, Claude, or another MCP client.

  • Find the patterns behind failures. Ask business questions across conversations, tool calls,

traces into a separate platform.

  • Keep your existing trace store. Bind LightShip to your OpenTelemetry table without copying

authorization inputs, then create or change policies without re-instrumenting. The same policy governs the web UI, REST API, and MCP.

  • Instrument once; define policies later. Select existing columns and attribute keys as

exports into the agent workspace and returns only paths and counts to the conversation.

  • Keep large investigations out of model context. The local MCP companion writes authorized

Try the hosted demo

Open the hosted demo. Its sign-in page provides the credentials for a disposable administrator account. The dataset contains 132 recorded synthetic support-agent conversations across two fictional retailers.

In the web UI you can:

  • inspect traces, conversations, and tool results;
  • preview the tenant-scoped access available to each account team;
  • review searchable and policy-accessible fields; and
  • create a short-lived API key to investigate the same data through MCP.

Follow the tenant-scoped access guide to explore the access-control setup and verify its boundary. To investigate the traces conversationally, follow the MCP connection guide, then use the tested prompt sequence in the tenant-scoped access guide.

The deployment is an intentionally editable sandbox. Do not enter real or sensitive data.

How it works

any trace through the web UI, REST, or MCP.

  1. An administrator binds LightShip to an existing OpenTelemetry span table in ClickHouse.
  2. They choose which columns and map keys may be used for search and access rules.
  3. LightShip compiles each caller’s roles and attributes into the ClickHouse query before returning

A trace is the authorization unit: one matching span grants access to the complete trace. LightShip never gives restricted users direct ClickHouse credentials.

Performance

Query performance depends on the layout and indexes of your existing ClickHouse trace table. After you select the fields available to filters and access policies, LightShip reviews the table's sorting key and skip indexes and suggests DDL for missing indexes. These recommendations are advisory: LightShip never changes your ClickHouse schema automatically. See how to review the optimization report.

Get started

The documentation contains the maintained setup and reference material:

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Grade history

  • 2026-10-14downgradeA → Dscore 50: Remote endpoint did not respond

LightShip: common questions

Is LightShip MCP server safe?
Not recommended: it is graded D (50/100). Read the LightShip safety report
How do I install LightShip?
It runs remotely at lightship-production.up.railway.app. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does LightShip need an API key?
Yes. The registry entry asks for Authorization.
Is LightShip maintained?
The last commit was 34 days ago (2026-10-12). The latest release is v0.1.0-alpha.1.
Is LightShip up?
0% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of LightShip?
Servers from other publishers that do the same job: Apify MCP Server, CLIO Chronolog MCP server and Mneme Memory MCP server.
How does LightShip compare with other E-commerce MCP servers?
safety score 50/100 (higher than 9% of 2,172 E-commerce servers); uptime 0% (of our recent checks; the typical remote E-commerce server answers 100%); response time 69 ms (faster than 87% of 1,534 E-commerce servers). Full comparison.

Alternatives to LightShip

Same job from other publishers: the closest match first, then the best rated.

  • Apify MCP Server
    Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡
    A
  • CLIO Chronolog
    Record and retrieve agent interactions in a ChronoLog log store.
    A
  • Mneme Memory
    Cross-session memory for AI coding agents via six tools; local-first SQLite store.
    A
  • Heimdall — App Store Connect, TestFlight & StoreKit
    App Store Connect, TestFlight & StoreKit 2. 786 tools in 14 profiles, narrow to 17.
    B
  • Buywhere
    Agent-native product catalog: 300M+ products, 150,000+ stores, deliver_to ranking.
    A