R — 127 Operations for AI Agents

This page is the canonical reference an AI coding agent uses to refactor, query, and analyze R code through the act MCP server. 127 operations available: 53 refactor, 18 query, 42 analysis, 14 verification. Each operation is callable from Claude Code, Cursor, Codex, OpenCode, or any MCP-compatible agent host. Click any operation for a stable anchor link suitable for citation.

18Query
53Refactor
42Analysis
14Verify

Query

18 query tools, the same on every supported language. Descriptions live in the shared reference: /docs/query-tools.

callers control_flow data_flow definition diagnostics effect_closure effect_summary fix_auto get_type graph import_organize interface mutations references repo_outline skeleton symbols symbols_batch

Refactor

Operation Description
add-ellipsis-parameter Add ellipsis (...) parameter to a function for variable arguments
add-function-documentation Add roxygen2 documentation block above a function
add-namespace-prefix Add namespace prefix (pkg::) to a function call
change-signature Modify function parameters, return, generics
convert-aggregate-to-dplyr-group-by Convert aggregate() to group_by() %>% summarize()
convert-baser-select-to-dplyr-select Convert df[, c('a', 'b')] to df %>% select(a, b)
convert-baser-subset-to-dplyr-filter Convert df[df$col == x, ] to df %>% filter(col == x)
convert-baser-transform-to-dplyr-mutate Convert df$new <- expr to df %>% mutate(new = expr)
convert-double-negation Simplify !!x to x
convert-for-to-vectorized Convert for loops to vectorized operations (sapply/lapply/Map)
convert-function-to-pipe Convert sequential function calls to pipe chain
convert-glue-to-sprintf Convert glue::glue() to sprintf() format strings
convert-if-to-ifelse Convert scalar if-else to vectorized ifelse()
convert-ifelse-chain-to-switch Convert if-else chains to switch() statements
convert-ifelse-to-if Convert vectorized ifelse() to explicit if-else block
convert-logical-operators Flatten &/| chains, apply De Morgan's laws
convert-loop-to-apply Convert for loop to lapply/sapply pattern
convert-loop-to-purrr Convert for loop to purrr::map_*() functional style
convert-merge-to-dplyr-join Convert merge() to dplyr join functions
convert-nested-to-pipe Convert nested function calls to magrittr pipe chains (%>%)
convert-paste-to-glue Convert paste()/paste0() calls to glue::glue() string interpolation
convert-pipe-to-nested Convert magrittr pipe chains (%>%) to nested function calls
convert-reshape-to-pivot Convert reshape()/melt()/dcast() to tidyr pivot functions
convert-sprintf-to-paste Convert sprintf() to paste() concatenation
convert-switch-to-ifelse Convert switch() statement to if-else chain
delete-function Delete a function definition
delete-variable Delete a variable assignment
extract-condition Extract complex condition to a named variable
extract-function Extract code range to new function
extract_function Extract a code selection into a new function — automatically infers parameters, return types, and inserts the call site. Use instead of manually cutting/pasting code. Works without LSP; LSP improves type inference. Params: file (string), new_name (string), start_line (u32), start_column (u32), end_line (u32), end_column (u32) [, preview (bool), receipt (bool)]
extract_variable Extract an expression into a named variable — inserts the declaration and replaces the expression with the variable name. Works without LSP. Params: file (string), new_name (string), start_line (u32), start_column (u32), end_line (u32), end_column (u32) [, preview (bool)]
generate-accessor-methods Generate get_/set_ accessor methods for R6 class fields
generate-dataframe-constructor Generate data.frame() or tibble::tibble() constructor
generate-function-skeleton Generate function skeleton with roxygen2 documentation
generate-print-method Generate print.classname() method for S3 class
generate-r-to-string-method Generate toString/as.character method for custom S3 class
generate-roxygen-block Generate roxygen2 documentation block from function signature
generate-test-function Generate testthat::test_that() skeleton
inline Inline a variable, function, or method — replace every usage with its definition body, then remove the original. The inverse of extract. Works without LSP (single-file); LSP enables cross-file inlining. Params: file (string), symbol (string) [, line (u32), preview (bool), receipt (bool)]
inline-variable Inline a variable by replacing references with its value
insert_body Replace a function's implementation body with new code. AST-validated — rejects if the result has parse errors, so you can't accidentally break syntax. Use instead of manual text editing for function rewrites. Params: file (string), symbol (string), code (string) [, commit (bool)]
introduce-local-variable Create local variable for repeated sub-expression
invert-if-condition Invert if condition and swap branches
move_symbol Move a function, class, or type to a different file and automatically update all imports across the codebase. Use instead of manually cut/paste + fixing imports. Works without LSP (single-file); LSP enables cross-file import updates. Params: file (string), symbol (string), destination (string) [, preview (bool), receipt (bool)]
organize-library-calls Sort and deduplicate library() calls at the top of an R file
recipe_run Run a codemod recipe: declarative match → transform → optional verify across modeled grammars. Preview lists matches; apply writes with optional E7 receipts and all-or-nothing rollback. Returns a per-site report.
remove-namespace-prefix Remove redundant namespace prefix from function calls
rename Rename a symbol and automatically update ALL references across the codebase. Safer and faster than find-and-replace — AST-aware, won't rename strings or comments. Works without LSP (single-file); LSP enables cross-file renames. Params: file (string), old_name (string), new_name (string) [, line (u32), column (u32), preview (bool), receipt (bool)]
rename-dataframe-columns Rename data frame columns across all references
rename-parameter Rename a function parameter and update all references
replace-global-assignment Replace global assignment operator <<- with local <-
simplify-function-signature Remove unused parameters from function signature
wrap-in-trycatch Wrap code in tryCatch() with error handler

Analysis

42 analysis tools, the same on every supported language. Descriptions live in the shared reference: /docs/analysis-tools.

analyze_api_diff analyze_chokepoints analyze_clones analyze_clusters analyze_cohesion analyze_conformance analyze_coupling analyze_cycle_risk analyze_cycles analyze_dead_code analyze_depth analyze_entry_points analyze_export analyze_extraction analyze_fan_balance analyze_features analyze_hotspots analyze_impact analyze_inconsistencies analyze_inheritance analyze_interface_bloat analyze_interfaces analyze_layers analyze_orphan_types analyze_patterns analyze_platform_deps analyze_readiness analyze_roles analyze_seams analyze_stability analyze_surface analyze_test_gaps analyze_thickness analyze_type_completeness churn_hotspots co_change_clusters coverage_overlay ownership_map profile_overlay simulate split_module trace_overlay

Verify

14 verify tools, the same on every supported language. Descriptions live in the shared reference: /docs/verification.

bisect_regression gate generate_test_harness scan secret_surface summarize_pr taint_flow unsafe_surface verify_behavioral_equivalence verify_contract_preserved verify_diff_semantics verify_port_parity verify_side_effects verify_test_impact

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