fff README

The project's README from github.com/dmtrKovalenko/fff. As one markdown file: README.md.

FFF

A file search toolkit for humans and AI agents. Really fast.

Typo-resistant path and content search, frequency-ranked file access, a background watcher, and a lightweight in-memory content index. Way faster than CLIs like ripgrep and fzf in any long-running process that searches more than once.

Powers file search in opencode, nushell, and many more amazing projects!

Originally started as Neovim plugin people loved, but it turned out that plenty of AI harnesses and code editors need the same thing: accurate, fast file search as a library. That is what fff is.

dmtrKovalenko%2Ffff | Trendshift


Sponsors

fff is MIT and open source forever. Development is supported by these companies:

💎
DIAMOND
Anomaly Anomaly
The team behind opencode.
🥇
GOLD
Mango Proxy Mango Proxy
Fast, secure proxies for all the needs.

Use and enjoy fff? Become a sponsor to get your features/fixes the highest priority.


Pick what you are interested in:

MCP server

Works with Claude Code, Codex, OpenCode, Cursor, Cline, and any MCP-capable client. Fewer grep roundtrips, less wasted context, faster answers.

Benchmark chart comparing FFF against the built-in AI file-search tools

One-line install

Linux / macOS:

curl -L https://dmtrkovalenko.dev/install-fff-mcp.sh | bash

Windows (PowerShell):

irm https://raw.githubusercontent.com/dmtrKovalenko/fff/main/install-mcp.ps1 | iex

The scripts live at install-mcp.sh and install-mcp.ps1 if you want to read them first. They print the exact wiring instructions for your client.

Homebrew (macOS / Linux)

brew install dmtrKovalenko/fff/fff-mcp
brew upgrade fff-mcp   # after new stable releases

Formula lives in Formula/fff-mcp.rb in this repo and is auto-bumped on every stable release (see bump-homebrew-formula in .github/workflows/release.yaml). Installs the prebuilt fff-mcp binary from GitHub releases.

Codex setup

Register the installed binary using its absolute path, since Codex desktop sessions may not inherit your interactive shell's PATH.

Homebrew:

codex mcp add fff -- "$(brew --prefix)/bin/fff-mcp"

One-line installer:

codex mcp add fff -- "$HOME/.local/bin/fff-mcp"

This creates an entry in ~/.codex/config.toml similar to:

[mcp_servers.fff]
command = "/opt/homebrew/bin/fff-mcp"

Use the actual installed path for your system, then restart Codex or start a new task so it loads the server.

Once the server is connected, ask the agent to "use fff" and it picks up the ffgrep, fffind, and fff-multi-grep tools.

Drop this into your project's CLAUDE.md or equivalent:

For any file search or grep in the current git-indexed directory, use fff tools.

What changes

  • Frecency memory. Files you actually open rank higher next time. Warm-up from git touch history runs automatically.
  • Definition-first hinting. Lines that look like code definitions are classified on the Rust side, no regex overhead in your prompt.
  • Smart-case with auto-fuzzy fallback. IsOffTheRecord finds snake_case variants; zero-match queries retry as fuzzy and surface the best approximate hits.
  • Git-aware annotations. Modified, untracked, and staged files are tagged so the agent reaches for what you are actively changing.

Source: crates/fff-mcp/.

The MCP server gives any agent a file search tool that is faster and more token-efficient than the built-in one.

Pi agent extension

Install

pi install npm:@ff-labs/pi-fff

Modes

Three operating modes, switchable at runtime with /fff-mode:

Mode What it does
tools-and-ui (default) Adds ffgrep and fffind tools, replaces @-mention autocomplete with FFF.
tools-only Only tool injection. Keeps pi's native editor autocomplete.
override Replaces pi's built-in grep, find, and multi_grep with FFF implementations.

Env vars: PI_FFF_MODE, FFF_FRECENCY_DB, FFF_HISTORY_DB. Flags: --fff-mode, --fff-frecency-db, --fff-history-db. The databases default to your existing fff.nvim ones when present, otherwise ~/.pi/agent/fff/.

Agent-facing tools

  • ffgrep. Content search. Accepts path, exclude (comma, space, or array; leading ! optional), caseSensitive, context, and cursor pagination. Auto-detects regex, falls back to fuzzy on zero exact matches, rejects .*-style wildcard-only patterns up front.
  • fffind. Path and filename search. Matches the whole repo-relative path, not just the filename. Frecency-aware. The weak-match detector flags scattered fuzzy noise before it floods the agent's context.

Commands

  • /fff-mode [tools-and-ui | tools-only | override]. Show or switch the mode.
  • /fff-health. Picker, frecency, and git integration status.
  • /fff-rescan. Force a rescan.

Source: packages/pi-fff/.

The Pi extension swaps pi's native tools for FFF implementations and feeds the interactive editor's @-mention autocomplete from the frecency-ranked index.

fff.nvim

Demo on the Linux kernel repo (100k files, 8GB):

https://github.com/user-attachments/assets/5d0e1ce9-642c-4c44-aa88-01b05bb86abb

Installation

lazy.nvim

-- Package name changed from `fff.nvim` to `fff`. If you installed fff.nvim before, clean with `:Lazy clean`
{
  'dmtrKovalenko/fff',
  build = function()
    -- downloads a prebuilt binary or falls back to cargo build
    require("fff.download").download_or_build_binary()
  end,
  -- for nixos:
  -- build = "nix run .#release",
  opts = {
    debug = {
      enabled = true,
      show_scores = true,
    },
  },
  lazy = false, -- the plugin lazy-initialises itself
  keys = {
    { "ff", function() require('fff').find_files() end, desc = 'FFFind files' },
    { "fg", function() require('fff').live_grep() end, desc = 'LiFFFe grep' },
    { "fz",
      function() require('fff').live_grep({ grep = { modes = { 'fuzzy', 'plain' } } }) end,
      desc = 'Live fffuzy grep',
    },
    { "fw",
      function() require('fff').live_grep_under_cursor() end,
      mode = { 'n', 'x' },
      desc = 'Search current word / selection',
    },
  },
}

vim.pack

-- Package name changed from `fff.nvim` to `fff`. If you installed fff.nvim before, clean with `:packdel fff.nvim`
vim.pack.add({ 'https://github.com/dmtrKovalenko/fff' })

vim.api.nvim_create_autocmd('PackChanged', {
  callback = function(ev)
    local name, kind = ev.data.spec.name, ev.data.kind
    if name == 'fff' and (kind == 'install' or kind == 'update') then
      if not ev.data.active then vim.cmd.packadd('fff') end
      require('fff.download').download_or_build_binary()
    end
  end,
})

vim.g.fff = {
  lazy_sync = true,
  debug = { enabled = true, show_scores = true },
}

vim.keymap.set('n', 'ff', function() require('fff').find_files() end, { desc = 'FFFind files' })

Public API

require('fff').find_files()                        -- find files in current repo
require('fff').live_grep()                         -- live content grep
require('fff').live_grep_under_cursor()            -- grep <cword> in normal, selection in visual
require('fff').scan_files()                        -- force rescan
require('fff').refresh_git_status()                -- refresh git status
require('fff').find_files_in_dir(path)             -- find in a specific dir
require('fff').change_indexing_directory(new_path) -- change root

-- Programmatic search (no UI). Useful for plugin integrations.
require('fff').file_search(query, opts)            -- fuzzy search files / dirs / mixed
require('fff').content_search(query, opts)         -- programmatic grep

file_search(query, opts)

Returns a structured result { items, scores, total_matched, total_files?, total_dirs?, location? }. Each item has a type field ("file" or "directory") and name / relative_path. File items also expose size, modified, git_status, is_binary, and frecency scores.

local r = require('fff').file_search('button', {
  mode             = 'mixed',  -- 'files' (default) | 'directories' | 'mixed'
  max_results      = 50,
  page             = 0,        -- 0-based pagination
  current_file     = nil,      -- path to deprioritize for distance scoring
  max_threads      = 4,
  cwd              = nil,      -- switch indexed root if different (see below)
  wait_for_index_ms = nil,     -- override the default scan wait timeout
})
for _, item in ipairs(r.items) do
  print(item.type, item.relative_path)
end

content_search(query, opts)

Returns a GrepResult { items, total_matched, total_files_searched, total_files, filtered_file_count, next_file_offset, regex_fallback_error? }. Each match item has relative_path, name, line_number, col, line_content, match_ranges, plus the same file metadata as file_search.

local r = require('fff').content_search('TODO', {
  mode                  = 'plain',  -- 'plain' (default) | 'regex' | 'fuzzy'
  max_file_size         = 10 * 1024 * 1024,
  max_matches_per_file  = 100,
  smart_case            = true,
  page_size             = 50,
  file_offset           = 0,
  time_budget_ms        = 0,
  enforce_time_budget   = false,    -- also bound zero-match searches
  trim_whitespace       = false,
  cwd                   = nil,      -- switch indexed root if different
  wait_for_index_ms     = nil,      -- override the default scan wait timeout
})
for _, m in ipairs(r.items) do
  print(string.format('%s:%d %s', m.relative_path, m.line_number, m.line_content))
end

Both functions accept the same constraint syntax as the UI pickers (e.g. git:modified, *.rs, !test/, glob patterns).

cwd and indexing

Both file_search and content_search honour an optional cwd field. The first call to either function lazily initialises the picker at config.base_path (your Neovim cwd by default).

  • If cwd matches the currently indexed root, the call returns immediately against the existing index.
  • If cwd differs, the picker is re-indexed at the new root and the call blocks (default up to 10 s) until the new picker is installed and its initial scan completes — so callers always get results from the right tree.
  • If the index is still warming up after a change_indexing_directory, you can pass wait_for_index_ms = N to block for up to N ms regardless of whether cwd triggered the swap. Pass 0 to skip waiting entirely (useful for fire-and-forget calls where partial results are acceptable).
  • Invalid or non-existent cwd paths return an empty result and emit an error via vim.notify.

Autocmds

The picker fires User autocmds when it opens and closes. FFFOpen runs with the prompt window focused, FFFClose runs after every picker window is gone — so hide global UI, not window-local options of the picker itself:

vim.api.nvim_create_autocmd('User', {
  pattern = { 'FFFOpen', 'FFFClose' },
  callback = function(ev) vim.o.showtabline = ev.match == 'FFFOpen' and 0 or 2 end,
})

Commands

  • :FFFScan. Rescan files.
  • :FFFRefreshGit. Refresh git status.
  • :FFFClearCache [all|frecency|files]. Clear caches.
  • :FFFHealth. Health check.
  • :FFFDebug [on|off|toggle]. Toggle the scoring display.
  • :FFFOpenLog. Open ~/.local/state/nvim/log/fff.log.

Configuration

Defaults are sensible. Override only what you care about.

require('fff').setup({
  base_path = vim.fn.getcwd(),
  prompt = '🪿 ',
  title = 'FFFiles',
  max_results = 100,
  max_threads = 4,
  lazy_sync = true,
  prompt_vim_mode = false,
  wrap_around = false, -- true to wrap the cursor around when moving past the first/last item
  follow_symlinks = false,
  -- Allow indexing the user's $HOME directory. Enabled by default.
  -- Disable if you strictly sure you don't want this, as it makes whole fff error hard
  enable_home_dir_scanning = true,
  -- Allow indexing a filesystem root (e.g. `/`, `C:\`). Disabled by default
  enable_fs_root_scanning = false,
  layout = {
    height = 0.8,
    width = 0.8,
    prompt_position = 'bottom',   -- or 'top'
    preview_position = 'right',   -- 'left' | 'right' | 'top' | 'bottom'
    preview_size = 0.5,
    -- Border style for the picker windows. Leave unset (nil) to follow the
    -- global `vim.o.winborder`; set it to override fff's borders independently.
    border = nil, -- 'single' | 'double' | 'rounded' | 'solid' | 'shadow' | 'none'
    -- border = {
    --   { ' ', ' ', ' ', ' ', ' ', ' ', ' ', ' ' },
    --   { ' ', ' ', ' ', ' ', ' ' },
    -- },

    flex = { size = 130, wrap = 'top' },
    min_list_height = 10, --  do not display anything except the list below this threshold
    show_scrollbar = true,
    path_shorten_strategy = 'middle', -- 'middle' | 'middle_number' | 'end' | 'start'
    -- 'center' | 'top' | 'bottom' | 'left' | 'right' | 'top_left' | 'top_right' | 'bottom_left' | 'bottom_right'
    anchor = 'center',
    show_path_first = false, -- true renders results as `path/to/file` instead of `file path/to`
  },
  -- find_files specific rendering
  file_picker = {
    current_file_label = '(current)', -- virtual text marking the buffer the picker was opened from
    fuzzy_query_highlighting = false, -- true to highlight fuzzy query matches, not just the literal query
  },
  preview = {
    enabled = true,
    max_size = 10 * 1024 * 1024,
    chunk_size = 8192,
    binary_file_threshold = 1024,
    imagemagick_info_format_str = '%m: %wx%h, %[colorspace], %q-bit',
    line_numbers = false,
    cursorlineopt = 'both',
    wrap_lines = false,
    filetypes = {
      svg = { wrap_lines = true },
      markdown = { wrap_lines = true },
      text = { wrap_lines = true },
    },
  },
  keymaps = {
    close = '<Esc>',
    select = '<CR>',
    select_split = '<C-s>',
    select_vsplit = '<C-v>',
    select_tab = '<C-t>',
    move_up = { '<Up>', '<C-p>' },
    move_down = { '<Down>', '<C-n>' },
    preview_scroll_up = '<C-u>',
    preview_scroll_down = '<C-d>',
    toggle_debug = '<F2>',
    cycle_grep_modes = '<S-Tab>',
    insert_newline_escape = '<C-CR>',
    -- grep mode only: jump cursor to first match of next/prev file group
    grep_jump_to_next_file = { '<C-A-n>', '<A-Down>' },
    grep_jump_to_prev_file = { '<C-A-p>', '<A-Up>' },
    cycle_previous_query = '<C-Up>',
    cycle_forward_query = '<C-Down>',
    -- unbound by default, wipes the whole input line
    -- clear_query = '<C-u>', -- overrides preview_scroll_up in insert mode
    toggle_select = '<Tab>',
    send_to_quickfix = '<C-q>',
    focus_list = '<leader>l',
    focus_preview = '<leader>p',
  },
  -- extra keymaps for the picker input, keyed by mode, applied over the built-ins
  mappings = {
    -- i = { ['<A-BS>'] = function() vim.api.nvim_input('<C-w>') end },
  },
  frecency = {
    enabled = true,
    db_path = vim.fn.stdpath('cache') .. '/fff_nvim',
  },
  history = {
    enabled = true,
    db_path = vim.fn.stdpath('data') .. '/fff_queries',
    min_combo_count = 3,
    combo_boost_score_multiplier = 100,
  },
  git = {
    status_text_color = false, -- true to color filenames by git status
  },
  select = {
    -- Return winid to open the chosen file in, or nil to open in the original window
    select_window = function(current_buf, action) --[[ default impl ]] end,
  },
  grep = {
    max_file_size = 10 * 1024 * 1024,
    max_matches_per_file = 100,
    smart_case = true,
    time_budget_ms = 150,
    enforce_time_budget = false, -- apply time_budget_ms even before anything matched (off = zero-match queries scan everything)
    modes = { 'plain', 'regex', 'fuzzy' },
    trim_whitespace = false,
    enable_filename_constraint = false, -- treat filename-like tokens (e.g. `score.rs`) in a grep query as a file-path filter scoping the search; off = searched as literal text
    location_format = ':%d:%d', -- printf format for line:col prefix in grep results, e.g. ':%d' for line-only
  },
  debug = {
    enabled = false, -- show the file info panel next to the preview
    show_scores = false, -- inline scores in the file list
    -- Per-section toggles for the file info panel. Accepts a boolean shorthand
    -- (`show_file_info = true|false`) to flip everything at once. The panel
    -- adapts to width: narrow renders sections vertically, wide renders them
    -- as a two-column grid. Disable a section to also shrink the panel.
    show_file_info = {
      file_info = true, -- size, type, git status, frecency
      score_breakdown = true, -- total + match type, bonuses, modifiers, penalty
      -- modified + accessed timestamps; pass a table to hide individual rows:
      --   timings = { modified = false, accessed = true }
      timings = true,
      full_path = true, -- relative path at the bottom (wraps if too long)
    },
  },
  logging = {
    enabled = true,
    -- logs will be written in a parent directory of this file path in files like
    -- `<stem>+<UTC-timestamp>+<pid>.<ext>`. Run :FFFOpenLog to open current one
    log_file = vim.fn.stdpath('log') .. '/fff.log',
    log_level = 'info',
    retain_runs = 20,
  },
})

Live grep modes

<S-Tab> cycles between plain, regex, and fuzzy. The list is configurable via grep.modes, and single-mode setups hide the indicator entirely.

Per-call override:

require('fff').live_grep({ grep = { modes = { 'fuzzy', 'plain' } } })
require('fff').live_grep({ query = 'search term' }) -- pre-fill

Constraints

Both find and grep accept these tokens to refine a query:

  • git:modified. One of modified, staged, deleted, renamed, untracked, ignored.
  • test/. Any deeply nested children of test/.
  • !something, !test/, !git:modified. Exclusion. Text exclusions need at least 3 alphanumeric-containing characters, so operators like != or !== work.
  • ./**/*.{rs,lua}. Any valid glob, powered by zlob.

Grep-only:

  • *.md, *.{c,h}. Extension filter.
  • src/main.rs. Grep inside a single file.

fff (dmtrKovalenko/fff)

neovim-plugin
Searching Database…

11.1K ·GitHub
What is this?A Rust file-search toolkit for humans and AI agents: typo-resistant path and content search ranked by how often you touch files, shipped as an SDK, an MCP server and a Neovim plugin. It powers search in opencode and nushell.
Is it one product or several — a library, a server, a plugin?Three faces of one Rust core: an SDK for Rust, C, Python, Bun and NodeJS, a standalone MCP server binary (fff-mcp) for AI agents, and the fff.nvim picker plugin. It began as the plugin and grew into a library.
How do I wire it into my coding agent?Run the one-line installer for Linux/macOS or the PowerShell one on Windows, or use the Homebrew formula — it installs the fff-mcp binary and prints exact wiring steps for your client, e.g. a config entry in ~/.codex/config.toml.
Which coding agents can actually use it?Any MCP-capable client — Claude Code, Codex, OpenCode, Cursor and Cline are named. Once connected, asking the agent to 'use fff' picks up the ffgrep, fffind and fff-multi-grep tools.
Anything tricky about the setup?For Codex, register the binary by its absolute path because desktop sessions may not inherit your shell PATH, then restart Codex or start a new task so the server actually loads.
Which platforms are covered?Linux and macOS get a one-line script plus a Homebrew formula; Windows is covered by a PowerShell installer. Prebuilt fff-mcp binaries ship via GitHub releases.
What tools does my agent get once it's connected?Three MCP tools: ffgrep for content search (auto-detects regex, falls back to fuzzy on zero matches, supports context lines and cursor pagination), fffind for whole-path file search, and fff-multi-grep. Weak fuzzy matches are flagged so they don't flood the agent's context.
Does it learn which files I work on?Yes — frecency memory ranks files you actually open higher next time, and a warm-up from your git touch history runs automatically. Results also carry git annotations, so modified, untracked and staged files stand out.
How do I use it inside Neovim?Install fff.nvim via lazy.nvim or vim.pack. You get a picker with plain/regex/fuzzy grep modes, commands like :FFFScan and :FFFHealth, and filesearch()/contentsearch() Lua APIs accepting constraints such as git:modified, extension filters and globs.
Why not just let my agent run grep or fzf?The README claims fff is way faster than CLIs like ripgrep and fzf in any long-running process that searches more than once, and the MCP server cuts grep roundtrips so agents waste less context and answer faster.
Size
10.2 MB
Stars
11.1K
Age
1y
Commits · 90 Days