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Groundwork

Deployment-readiness checks for document-QA and extraction AI: grounding, extraction, CI gate.

Connector by nickjlamb · GitHub account verified by the MCP Registry

IndexedLicense unknownLocal (stdio)★ 1
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Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/nickjlamb-groundwork

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Deployment-readiness checks for document-QA and extraction AI: grounding, extraction, CI gate.

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Permissions

What this server can do and what it asks for, from its tool list, install config and code. Checked Oct 26, 2026.

Tools
2 read · 2 write · 0 delete · 1 not yet classified
Secrets
None asked for
Install scripts
None found
Runs as
Node.js package

Tools by what they do 5

Read from the source code; the running server may list different tools.

Read 2 · Look things up without changing anything.

  • check_answer_grounding
  • check_extraction

Write 2 · Create, change, send or run things.

  • cost_summary
  • scaffold_harness

Not yet classified 1 · We could not tell from the name and description.

  • check_readiness

Network hosts it talks to 2

  • github.com · found in code
  • glama.ai · found in code

Files it touches

  • Any path the agent passes to its tools

Tools (5)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • check_answer_groundingCheck one answer's grounding

    Deterministically check a single answer against the context it should be grounded in: required facts (anchors) present, every number traceable to the context, abstention when the question is unanswerable. Same logic as the CI gate — no model, no network. Returns pass/fail with named issues.

  • check_extractionCheck one extracted record

    Deterministically check a structured extraction against its hand-labelled gold record: schema validity (nullable fields are the abstention contract), field accuracy with per-field normalisers (dates → ISO, money → minor units) and aliases, and fabrication — a non-null value in a field whose gold is null (a guessed date of birth the document never stated). Same logic as the CI gate — no model, no network. Returns pass/fail with named issues and a per-field verdict.

  • check_readinessRun the readiness gate on a repo

    Run `groundwork check` in a repo that has a scaffolded harness: redaction self-test, then the archetype's eval (grounding for document-qa, extraction for extraction) against the repo's own gold set. Returns the exit code, the main scorer's metrics, and any named failures — exactly what CI would report.

  • cost_summarySummarise measured token costs

    Run `groundwork cost` in a repo: measured token usage from eval runs, with savings recommendations in leverage order (prompt caching, batching, context trimming, model routing last).

  • scaffold_harnessScaffold the readiness harness into a repo

    Run `groundwork init [archetype]` in a repo: writes the adapter boundary, redaction config, gold-set templates, GitHub Action, and playbook for a deployment pattern — document-qa (documents → grounded answers) or extraction (documents → structured fields). Never overwrites existing files. After scaffolding, the human wires groundwork/adapter.mjs and replaces the example gold cases with real ones.

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Stars
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Forks
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Last commit
Sep 29, 2026 (29 days ago)
Last release
Sep 28, 2026 (1 month ago)

From GitHub (fetched Oct 24, 2026).

Details

Registry name
io.github.nickjlamb/groundwork
Version
0.4.1
Auth
No auth
License
License unknown
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Groundwork MCP server. Agent Mart. https://agentmart.dev/connectors/nickjlamb-groundwork (last updated 2026-10-24)