Read-only MCP access to stepcode.dev's how-to corpus: analysis pages by tool.
Scored across 4 tools
Three tools are clearly distinct: get_howto_page retrieves a single page, list_analysis_families provides aggregated family metadata, and search_howto_pages filters the index. However, search_howto_pages with no arguments explicitly behaves identically to list_howto_pages, creating a mild overlap that could cause an agent to pick either one for the same task.
All tool names follow a consistent verb_noun pattern with clear actions: get, list, search. The naming is uniform, predictable, and easy to extend.
Four tools is well-scoped for a read-only documentation/how-to server: one for detail retrieval, one for aggregated families, one for full listing, and one for filtered search. Each tool earns its place without redundancy or bloat.
The surface covers the full discovery-and-retrieval lifecycle: browse families, list all pages, search/filter the index, and fetch detailed page content. There are no obvious dead ends or missing operations for the stated purpose.
Get the full howto/v2 contract for one page by slug (from list_howto_pages / search_howto_pages): intro, per-step teach/intent/code, divergence notes, cross-tool links, and grounding.
Inputs: slug (required). Returns: page
List the analysis families on stepcode.dev (e.g. flight-risk, diversity-index-EBIT-impact) with the tools each is shown in and how many pages exist for it.
Inputs: no named parameters. Returns: count, families
List every published how-to page on stepcode.dev — 36 analysis x tool cells (Excel, Google Sheets, R, Python, SQL, DAX/Power BI) with slug, title, analysis family, tool, vertical and whether the tool's approach diverges from the others.
Inputs: no named parameters. Returns: count, pages
Filter the how-to index by analysis family, tool, vertical, and/or a case-insensitive text query against title, analysis name, intro, problem statement, and step operations (with practitioner-synonym coverage, e.g. attrition/turnover/churn, logistic regression/classifier, power bi/dax, diversity/simpson/blau). All filters are optional and combine with AND; call with no arguments to get every page (same as list_howto_pages).
Inputs: tool, query, vertical, analysisSlug. Returns: count, pages
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
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Read-only MCP access to devplane.dev's public pages, FAQ corpus and comparisons.
Public read-only MCP for products, frameworks, guides, methodology, and blog metadata.
Read versioned developer documentation with original source links using five public MCP tools.
Read-only answers about tool changes in the public MCP servers on Stackduke's tracker. No sign-in.
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