Categories › AI & Agents › Multi-agent, orchestration & workflows
AILANG language reference, stdlib, examples and benchmarks for agents that write AILANG.
Remote server: your requests and data go to mcp.ailang.sunholo.com. Claude Code: claude mcp add --transport http ailang-docs https://mcp.ailang.sunholo.com/mcp/ · Claude app: Settings → Connectors → Add custom connector.
The tools this server listed when we connected to it, in its own words.
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 = docs_nav — The AILANG docs site's navigation tree for a version, as JSON: section and page titles with their paths.docs_search — Full-text search of the AILANG documentation for a version (case-insensitive, on page titles and text). Returns the top 10 matches, docs pageffects_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 install_guide — Harness-aware install instructions for AILANG. harness: "claude-code" | "gemini-cli" | "codex-cli" | "manual" | "build-from-source" | "" plalimitations_list — Known limitations (Y-combinator, etc.) optionally filtered by category.onboarding_guide — Step-by-step guide to getting started with AILANG, for an AI coding agent and for a human developer. role: "agent" | "developer" | "" (both)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 — Send a bug report, feature request, documentation gap or limitation about AILANG to the AILANG team. Use it only when the user asks to reporNot tested by KitScout yet. When our harness runs it, pros, cons and the tasks we tried appear here, with the date and evidence.