# AILANG Docs

> These figures are automated measurements with timestamps. They are not a review, rating, grade, or recommendation.

AILANG language reference, stdlib, examples and benchmarks for agents that write AILANG.

- Status: Up
- Checks passed: 13 of 22
- Uptime: Not measured
- Latency: 180 ms
- Tools: 23
- Last probe: 2026-11-12T16:23:19.404Z
- Publisher: sunholo-data (https://mcpheartbeat.com/p/io.github.sunholo-data)
- Endpoint: https://mcp.ailang.sunholo.com/mcp/
- Transport: streamable-http

## Tools

Showing 23.

- **ailang_versions**: List all AILANG versions the server can answer for.
- **benchmark_run**: One run's full result (code, compile_ok, runtime_ok, stdout_ok, cost, tokens).
- **benchmarks_compare**: Pairwise model comparison. Output: {a_only_passes, b_only_passes, both, neither}
- **benchmarks_for_model**: Where does a given model pass/fail? Optional version filter. Output: {passes: [...], fails_by_category: {...}, total_cost}
- **benchmarks_list**: List benchmark suites and runs, optionally filtered to a since_version cutoff.
- **changelog_for_version**: What changed in a given release (added/changed/fixed/breaking).
- **design_doc**: Full design doc by slug (e.g. "m-agent-mcp-website").
- **design_docs_list**: List planned/implemented/rejected design docs, optionally filtered by version. state = "planned" | "implemented" | "rejected" | ""; empty = all.
- **docs_nav**: Sidebar tree as JSON. Replaces scraping the Docusaurus sidebar. Version-scoped: snapshot of that release's docs site nav.
- **docs_search**: Full-text search across doc Markdown for the given version. Filters server-side on lowercased body + title; returns the top 10 matches, docs pages before archiv
- **effects_catalog**: All declared effects with capability mapping and the version they appeared in.
- **example_for_concept**: Best-fit examples for a free-form concept query ("how do I use effects?"). Filters server-side on why + title; returns up to 5 matches.
- **example_get**: Full source + metadata for one example by path.
- **examples_list**: Filter examples that pass under for_version, optionally by features/status. features = comma-separated tags ("effects,records"); empty = no filter. status = "pa
- **install_guide**: Harness-aware install instructions for AILANG. harness: "claude-code" | "gemini-cli" | "codex-cli" | "manual" | "build-from-source" | "" platform: only meaningf
- **limitations_list**: Known limitations (Y-combinator, etc.) optionally filtered by category.
- **onboarding_guide**: Stepwise onboarding flow for using AILANG. role: "agent" (AI coding agent flow, default) | "developer" (human dev flow) | "" (returns both) For v1 returns the f
- **prompt_get**: Fetch the canonical teaching prompt for a version. kind = "agent" | "devtools" | "compact" (full prompt = empty).
- **roadmap**: What's shipping next, what's been rejected and why.
- **stdlib_module**: Full module: exports + signatures + docstrings.
- **stdlib_modules**: List stdlib modules available in this AILANG version with one-line summaries.
- **stdlib_search**: Find stdlib functions by name, signature, or keyword. Filters the pre-built search index server-side; returns top 20 matches.
- **submit_feedback**: Anonymous bug report / feature request / docs gap, queued for human review. Default routing: `public-feedback` inbox (general AILANG). Pass `package="vendor/nam

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