Wikimedia Enterprise Docs MCP (official, remote)

65/100

Capped at 65: no dated MCP changelog (maintenance scores 0); vendor-hosted, source not published. The tests add up to 65.

Last tested 2026-11-11 (Fresh: tested within 30 days) Working (tool call tested 2026-11-11) No key needed for the tools we called

Advisories: not checked (remote-only)

Security review: not tested

Test points add up to 65; the score is capped at 65 (no dated MCP changelog (maintenance scores 0); vendor-hosted, source not published). Not a quality or security rating. Capped listings are not promoted in our rankings or on the homepage. Why scores are capped

Test points before the cap (65/100)

  • Install20/20
  • Handshake30/30
  • Maintenance0/25
  • Docs15/15
  • License0/10

Vendor-hosted
Tested Wikimedia Enterprise's hosted docs MCP at https://enterprise.wikimedia.com/mcp (server wikimedia-enterprise-docs 1.2.3; registry com.wikimedia.enterprise/docs). Initialize and tools/list worked with no account (4 read-only tools: search, fetch, list_endpoints, get_endpoint). Real calls: search for 'on-demand article lookup', list_endpoints and get_endpoint for GET /v2/articles/{name} all returned content. This covers the API docs only, not Wikimedia Enterprise data. Scores 65: there is no dated MCP entry in the Wikimedia Enterprise changelog, so maintenance scores 0, and the server source isn't public (not source-audited).
Tool-call test (2026-11-11, direct MCP stdio client, no LLM): pass. 3 of 3 read calls passed anonymously. Evidence: live endpoint probe, Nov 11, 2026.
Wikimedia Enterprise-hosted endpoint. Initialize and tools/list worked without sign-in (4 read-only tools); search, list_endpoints and get_endpoint returned content. Scores 65: no dated MCP changelog, so maintenance scores 0; server source isn't public (Our review, Nov 11, 2026).
Sources: https://enterprise.wikimedia.com/docs/agents/ · https://registry.modelcontextprotocol.io/v0/servers?search=com.wikimedia.enterprise/docs

Transport (tested 2026-11-11): Streamable HTTP

Token cost (estimate): approx. 640 tokens, cl100k estimate (4 tools, measured 2026-11-11). This is an estimate from our testing of the tool names, descriptions and input schemas, counted with cl100k_base.

Permissions: 4 read, 0 write (state-changing), 0 unclassified · Auth: none · Rate limit: unknown · Pricing unit: unknown

Auth: none. Rate limit: unknown. Pricing unit: unknown.

  • fetch — read
  • get_endpoint — read
  • list_endpoints — read
  • search — read

remote handshake listed tools without credentials; no recorded key or OAuth

Score 65/100 · Tools 4 · Token cost approx. 640 tokens · Compare · Last tested 2026-11-11 · Server version 1.2.3 · Remote endpoint https://enterprise.wikimedia.com/mcp (streamable-http)

Summary: Wikimedia Enterprise Docs MCP (official, remote) completed an MCP handshake without credentials and exposed 4 tools.

Evidence summary

Handshake
pass
Tools listed
4
Context cost
approx. 640 tokens, cl100k estimate (4 tools, measured 2026-11-11; an estimate) ranking · add up your servers' context cost
Login
No key needed for the tools we called
Tested
2026-11-11

Test results

TestResultPointsEvidence
installpass20Endpoint https://enterprise.wikimedia.com/mcp reachable over streamable-http (HTTP 200) in 0.2s; no install step for remote servers.
handshakepass30MCP initialize (protocol 2025-06-18, server wikimedia-enterprise-docs 1.2.3) + tools/list over streamable-http succeeded with no credentials; 4 tools listed in 0.2s. Tool calls may still need a key.
maintenancefail0Vendor-hosted rule: no dated vendor changelog or release notes found; registry entry com.wikimedia.enterprise/docs 2026-10-27 alone does not score.
docspass15official MCP docs page; states the endpoint URL; client setup instructions. Vendor-hosted rule: scored from the vendor's official MCP docs (https://enterprise.wikimedia.com/docs/agents/).
licensefail0Vendor-hosted service with no public repo: no license to cite, so 0 (rule: no points without a cited source).

Local-model readiness

Token cost (estimate): approx. 640 tokens, cl100k estimate for 4 tools · about 8% of an 8k context. This is an estimate from our testing (counted with cl100k_base).

Small-model friendly (schema heuristic, not a model result): unknown.

Not tested

Small-model task runs: Not yet tested.

What we tested and what we didn't

Tested on 2026-11-11

  • We connected to the vendor's hosted endpoint with no credentials and asked for its tool list: it listed 4 tools (Method details: MCP initialize then tools/list)
  • Auth response: none. The endpoint answered without any login
  • Vendor docs: official MCP docs page; states the endpoint URL; client setup instructions (15/15)
  • Maintenance: no dated vendor changelog or release note found (a registry entry alone does not score) (0/25)
  • License: a hosted service has no license to cite (0/10)
  • Token cost (estimate)

Not tested

  • Security: not audited (hosted service; no code to review, no permission or data-flow analysis)
  • Behaviour after signing in, or with a real account
  • Source code, repository activity or an open-source license (none published for the hosted service)
  • Performance, rate limits or load
  • Real tasks (no functional task runs yet)

Methodology: how we test (vendor-hosted rule). A high score means it responds and its vendor documents and dates it, not that giving it access to your data carries no risk.

Known security issues

Not checked (remote-only): hosted endpoint, version unknown.

Monthly roundup: MCP security issues, October 2026.

Tool list changes

Baseline recorded from the 2026-11-11 test run; changes appear after the next test.

Snapshot hash (fingerprint of the tool list)

6bc15c0f8065: SHA-256 of the canonical tool names, descriptions and input schemas. If it changes, the tool list changed.

Feeds: RSS · JSON.

Raw test record (JSON)
{
  "name": "wikimedia-enterprise-docs-remote",
  "version": null,
  "registry": "remote",
  "status": "working",
  "tested": "2026-11-11",
  "tools_count": 4,
  "deprecated": false,
  "archived": null,
  "tests": {
    "install": [
      "pass",
      20,
      "Endpoint https://enterprise.wikimedia.com/mcp reachable over streamable-http (HTTP 200) in 0.2s; no install step for remote servers."
    ],
    "handshake": [
      "pass",
      30,
      "MCP `initialize` (protocol 2025-06-18, server wikimedia-enterprise-docs 1.2.3) + `tools/list` over streamable-http succeeded with no credentials; 4 tools listed in 0.2s. Tool calls may still need a key."
    ],
    "maintenance": [
      "fail",
      0,
      "Vendor-hosted rule: no dated vendor changelog or release notes found; registry entry com.wikimedia.enterprise/docs 2026-10-27 alone does not score."
    ],
    "docs": [
      "pass",
      15,
      "official MCP docs page; states the endpoint URL; client setup instructions. Vendor-hosted rule: scored from the vendor's official MCP docs (https://enterprise.wikimedia.com/docs/agents/)."
    ],
    "license": [
      "fail",
      0,
      "Vendor-hosted service with no public repo: no license to cite, so 0 (rule: no points without a cited source)."
    ]
  }
}

Install

https://enterprise.wikimedia.com/mcp

Tools listed

fetch, get_endpoint, list_endpoints, search

Tool history: captured Nov 11, 2026. All tool history.

Quick config

{
  "mcpServers": {
    "wikimedia-enterprise-docs-mcp-remote": {
      "type": "http",
      "url": "https://enterprise.wikimedia.com/mcp"
    }
  }
}

Add to config Opens the config generator with this server selected.

Setup

  1. Install. No install step: it is a remote server at https://enterprise.wikimedia.com/mcp.
  2. Configure. Add the mcpServers entry below to your MCP client config.
  3. Verify. Restart the client and check that tools/list returns tools (4 in our test).
{
  "mcpServers": {
    "wikimedia-enterprise-docs-mcp-remote": {
      "type": "http",
      "url": "https://enterprise.wikimedia.com/mcp"
    }
  }
}

Test history

Follow this server (RSS) · Monthly changelog

FAQ

Is Wikimedia Enterprise Docs MCP deprecated?

No. wikimedia-enterprise-docs-remote was not deprecated or archived when we last tested it on 2026-11-11.

What replaces Wikimedia Enterprise Docs MCP?

Nothing; Wikimedia Enterprise Docs MCP (official, remote) is not deprecated as of 2026-11-11.

Does Wikimedia Enterprise Docs MCP need an API key?

No. It completed an MCP handshake with no credentials and listed 4 tools.

Embed the badge

TestedMCP: 65/100, tested 2026-11-11

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