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Side-by-side MCP evidence comparison
Evidence fieldQiskit Documentation MCP ServerShortlist candidateContext7 MCPMCP100 Recommended
Task fit
Best for
  • Give coding and research agents source-backed Qiskit documentation context
  • Give coding and research agents source-backed Qiskit documentation context.
  • Current library and API documentation inside coding agents
  • Read-only technical lookup with a small two-tool surface
  • Users who want remote or local npx connection options
Not ideal for
  • Primarily read-only documentation retrieval. As with any external documentation context, agents should distinguish retrieved text from executable instructions.
  • Private internal documentation not indexed by Context7
  • Guaranteed authoritative answers without checking the cited upstream docs
  • Offline-only development
Avoid when
  • Primarily read-only documentation retrieval. As with any external documentation context, agents should distinguish retrieved text from executable instructions.
  • Your policy prohibits sending formulated documentation queries to a hosted service
  • You require complete or guaranteed-correct community-contributed documentation
  • You cannot keep an API key out of shared configuration
Provenance
Provenance details

Ecosystem official

Qiskit / IBM Quantum · Publisher source ↗

First-party MCP

Upstash · Publisher source ↗

Maintenance
Maintenance details

Repo: Not documented

Package: Not documented

Repo: Sep 24, 2026

Package: Sep 21, 2026

Popularity evidence
GitHub starsNot documented

62,372

GitHub stars · checked 2026-09-24T04:14:16.247000Z

Package downloads / 30 days

308

package downloads / 30 days · checked 2026-10-20

3,451,044

package downloads / 30 days · checked 2026-09-24T04:17:39.154000Z

Shared repository stars

41

Shared repository stars (not MCP-specific) · checked 2026-10-20

Not documented
External adoption evidenceNot documented
  • npm: package downloads: 3,916,841Exact attributable signal.npm: package downloads · Rolling 30 days · checked 2026-08-14T18:46:26.000ZEvidence source ↗
Client coverage
Client coverage detailsNot documented
Claude Code✓ Streamable HTTP
Claude Desktop✓ Streamable HTTP
Codex✓ Streamable HTTP
VS Code✓ Streamable HTTP
Cursor✓ Streamable HTTP
OpenCode✓ Streamable HTTP
Client coverage noteLocal stdio runs on your computer. Streamable HTTP connects to a remotely hosted MCP server.
Access and data
AuthenticationNo authentication is required for public Qiskit documentation access.Remote MCP accepts CONTEXT7_API_KEY as an HTTP header. The local package accepts --api-key. The CLI can use OAuth to generate an API key; unauthenticated documentation commands may have lower limits.
CostNo separate MCP fee is documented.A free API key and free usage are documented, with higher-rate or team/enterprise offerings potentially requiring a paid plan. Applicable limits should be checked in the current Context7 dashboard.
PermissionsThe server is documentation-retrieval oriented and does not administer an IBM Quantum account.The MCP surface resolves library identifiers and queries documentation. It does not require repository or filesystem write access for the documented hosted mode.
Data handlingSearch/fetch tools retrieve public Qiskit and IBM Quantum documentation over HTTP and return it as context.Context7 states that formulated queries are sent to its API while full prompts, source code, and conversation history are not transmitted; its tool descriptions instruct clients to remove secrets, personal data, and proprietary code.
Limitations
Tradeoffs
  • Shortlist evidence is sufficient for identity, setup and task value; authenticated runtime tool-schema measurement and exhaustive security certification remain out of scope.
  • An API key is recommended for higher limits, adding account and secret management.
  • Context7 says it sends formulated queries rather than full prompts or source code, but queries still leave the client.
  • Community-contributed projects can be incomplete or inaccurate and should be checked against primary documentation.
Risk contextLow side-effect risk. Retrieved documentation is external context and should not be treated as executable authority without checking applicability/version.Primary risks are query disclosure, stale or inaccurate indexed documentation, and accidental API-key exposure. Keep queries free of proprietary details and verify consequential advice against first-party library documentation.
Evidence date
Editorial review2026-10-192026-07-24
Candidate evidence2026-10-202026-09-24T04:25:05.554391Z

Popularity, maintenance, fit, permissions, and client support are independent evidence fields.

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