MCP tools for large text files: chunked IO, search, and SQLite inverted index
Project description
MCP File Tool
面向大文本文件的 MCP 工具集与服务,使用 Python + 官方 MCP SDK(FastMCP)。支持分片读取/写入、搜索与精确定位,内置结构化日志与可配置参数,避免一次性读入超大文件导致上下文爆炸。可作为命令行服务或在 IDE(Trae/Claude Desktop)中作为工具调用。
功能特性
- 分片读取:按字节偏移读取;按行范围读取
- 分片写入:覆盖写入、末尾追加、任意偏移插入(原子替换)
- 高效搜索:流式正则与字面量搜索,返回命中偏移、近似行号、上下文片段
- 行索引:可选构建每N行的偏移索引,加速行定位
- 结构化日志:JSON日志输出到控制台与滚动文件
- 可配置:通过环境变量调优缓冲区大小、最大读取字节数、日志等级等
安装
通过 PyPI(准备发布):
pip install mcp-file-tool
从源码运行:
# 创建虚拟环境(可选)
python3 -m venv .venv
source .venv/bin/activate
# 安装依赖
pip install -r requirements.txt
# 启动 MCP 服务(STDIO 传输)
mcp-file-tool
与 AI 客户端集成
- Claude Desktop / Trae:在“工具”中添加本地 STDIO 服务,命令使用
mcp-file-tool。 - 运行后,客户端将自动调用本 MCP 工具以读取/写入、搜索文件,实现“只读片段”的上下文管理。
示例Claude Desktop手动配置(参考):
{
"mcpServers": {
"bigfile-mcp": {
"command": "python",
"args": ["/absolute/path/to/main.py"],
"env": {
"MCP_FILE_TOOL_RUNTIME_DIR": "~/.mft",
"MCP_FILE_TOOL_LOG_LEVEL": "INFO",
"MCP_FILE_TOOL_MAX_READ_BYTES": "4194304",
"MCP_FILE_TOOL_STREAM_BUFFER": "65536"
}
}
}
}
可用工具(Tools)
以下为 MCP 导出工具名(参数统一为 file_path;完整说明参见 docs/api.md,示例参见 docs/usage.md)。
read_bytes(file_path, offset, length, encoding?)read_lines(file_path, start_line, num_lines, encoding?)read_last_lines(file_path, num_lines, encoding?)write_overwrite(file_path, offset, data, encoding?)append(file_path, data, encoding?)insert(file_path, offset, data, encoding?, temp_dir?)file_info(file_path)build_line_index(file_path, step?)line_number_at_offset(file_path, offset)search_regex(file_path, pattern, encoding?, start_offset?, end_offset?, max_results?, context_chars?, flags?)search_literal(file_path, query, encoding?, start_offset?, end_offset?, max_results?, context_chars?, case_sensitive?)- 倒排索引(SQLite):
build_inverted_index(file_path, incremental?, token_pattern?, lower?)search_index_term(file_path, term, prefix?, limit?, context_chars?)
MCP 客户端调用示例(导出名)
- 请求体示例(调用
read_bytes):
{
"name": "read_bytes",
"arguments": {
"file_path": "/Users/me/sample.txt",
"offset": 0,
"length": 64,
"encoding": "utf-8"
}
}
- 响应示例(
ReadBytesResult):
{
"data": "LINE-0000LINE-0001...",
"offset": 0,
"bytes_read": 64,
"end_offset": 64,
"file_size": 123456
}
-
说明:
- 外层协议封装(如
type、requestId等)由具体 MCP 客户端生成;工具调用关键是name与arguments。 - 其他工具的请求体与上述结构一致,
name使用“可用工具”列表中的导出名,arguments对应各工具参数。 - 启动服务:在终端运行
mcp-file-tool(或python -m mcp_file_tool)以 STDIO 方式提供 MCP 工具。
- 外层协议封装(如
-
下面补充所有工具的请求/响应示例(数值均为示意,用于展示结构)。
-
请求体示例(调用
read_lines):
{
"name": "read_lines",
"arguments": {
"file_path": "/Users/me/sample.txt",
"start_line": 10,
"num_lines": 5,
"encoding": "utf-8"
}
}
- 响应示例(
ReadLinesResult):
{
"lines": ["LINE-0010", "LINE-0011", "LINE-0012", "LINE-0013", "LINE-0014"],
"start_line": 10,
"end_line": 14,
"total_lines": 12345,
"start_offset": 1280,
"end_offset": 1350
}
- 请求体示例(调用
read_last_lines):
{
"name": "read_last_lines",
"arguments": {
"file_path": "/Users/me/sample.txt",
"num_lines": 10,
"encoding": "utf-8"
}
}
- 响应示例(
ReadLinesResult):
{
"lines": ["...", "LINE-12336", "LINE-12337", "LINE-12338", "LINE-12339", "LINE-12340", "LINE-12341", "LINE-12342", "LINE-12343", "LINE-12344"],
"start_line": 12335,
"end_line": 12344,
"total_lines": 12344,
"start_offset": 987654,
"end_offset": 990000
}
- 请求体示例(调用
write_overwrite):
{
"name": "write_overwrite",
"arguments": {
"file_path": "/Users/me/sample.txt",
"offset": 6,
"data": "ABC",
"encoding": "utf-8"
}
}
- 响应示例(
WriteResult):
{
"path": "/Users/me/sample.txt",
"offset": 6,
"bytes_written": 3,
"end_offset": 9
}
- 请求体示例(调用
append):
{
"name": "append",
"arguments": {
"file_path": "/Users/me/sample.txt",
"data": "\nAppended line",
"encoding": "utf-8"
}
}
- 响应示例(
WriteResult):
{
"path": "/Users/me/sample.txt",
"offset": 123456,
"bytes_written": 14,
"end_offset": 123470
}
- 请求体示例(调用
insert):
{
"name": "insert",
"arguments": {
"file_path": "/Users/me/sample.txt",
"offset": 10,
"data": "hello",
"encoding": "utf-8"
}
}
- 响应示例(
InsertResult):
{
"path": "/Users/me/sample.txt",
"offset": 10,
"bytes_inserted": 5,
"new_size": 265
}
- 请求体示例(调用
file_info):
{
"name": "file_info",
"arguments": {
"file_path": "/Users/me/sample.txt"
}
}
- 响应示例(
FileInfo):
{
"path": "/Users/me/sample.txt",
"size": 123456,
"mtime": 1730790725
}
- 请求体示例(调用
build_line_index):
{
"name": "build_line_index",
"arguments": {
"file_path": "/Users/me/sample.txt",
"step": 1000
}
}
- 响应示例(
LineIndexBuildResult):
{
"path": "/Users/me/sample.txt",
"index_path": "/Users/me/.mft/.mcp_index/sample.txt.lineidx.json",
"entries": 64,
"step": 1000
}
- 请求体示例(调用
line_number_at_offset):
{
"name": "line_number_at_offset",
"arguments": {
"file_path": "/Users/me/sample.txt",
"offset": 1024
}
}
- 响应示例(
LineNumberResult):
{
"line": 90,
"scanned_bytes": 8192,
"from_checkpoint": true
}
- 请求体示例(调用
search_regex):
{
"name": "search_regex",
"arguments": {
"file_path": "/Users/me/sample.txt",
"pattern": "ERROR\\s+\\d+",
"encoding": "utf-8",
"start_offset": 0,
"end_offset": null,
"max_results": 2,
"context_chars": 30,
"flags": "i"
}
}
- 响应示例(
RegexSearchResult):
{
"matches": [
{
"start_offset": 2048,
"end_offset": 2060,
"start_line": 150,
"end_line": 150,
"snippet": "... error 42 occurred at module X ..."
},
{
"start_offset": 4096,
"end_offset": 4108,
"start_line": 300,
"end_line": 300,
"snippet": "... Error 99 while processing request ..."
}
],
"count": 2
}
- 请求体示例(调用
search_literal):
{
"name": "search_literal",
"arguments": {
"file_path": "/Users/me/sample.txt",
"query": "mcp",
"encoding": "utf-8",
"start_offset": 0,
"end_offset": null,
"max_results": 2,
"context_chars": 40,
"case_sensitive": false
}
}
- 响应示例(
LiteralSearchResult):
{
"matches": [
{
"start_offset": 512,
"end_offset": 515,
"start_line": 40,
"end_line": 40,
"snippet": "... using mcp tool for large files ..."
}
],
"count": 1
}
- 请求体示例(调用
build_inverted_index):
{
"name": "build_inverted_index",
"arguments": {
"file_path": "/Users/me/sample.txt",
"incremental": true,
"token_pattern": "[\\w\\-]+",
"lower": true
}
}
- 响应示例(
BuildInvertedIndexResult):
{
"db_path": "/Users/me/.mft/.mcp_index/sample.txt.invidx.sqlite",
"mode": "full",
"indexed_bytes": 524288
}
- 请求体示例(调用
search_index_term):
{
"name": "search_index_term",
"arguments": {
"file_path": "/Users/me/sample.txt",
"term": "error",
"prefix": false,
"limit": 2,
"context_chars": 50
}
}
- 响应示例(
IndexSearchResult):
{
"matches": [
{
"term": "error",
"offset": 8192,
"end_offset": 8197,
"line": 600,
"snippet": "... critical error in subsystem ..."
},
{
"term": "error",
"offset": 16384,
"end_offset": 16389,
"line": 1200,
"snippet": "... minor error resolved ..."
}
],
"count": 2
}
参数对照(必填/可选)
-
通用:除特别说明外,所有工具都需要
file_path。 -
默认值来源:
encoding默认utf-8;max_results默认 200(可由MCP_FILE_TOOL_MAX_SEARCH_RESULTS调整);context_chars默认 96(可由MCP_FILE_TOOL_CONTEXT_CHARS调整)。 -
read_bytes:必填file_path,offset,length;可选encoding。 -
read_lines:必填file_path,start_line,num_lines;可选encoding。 -
read_last_lines:必填file_path,num_lines;可选encoding。 -
write_overwrite:必填file_path,offset,data;可选encoding。 -
append:必填file_path,data;可选encoding。 -
insert:必填file_path,offset,data;可选encoding,temp_dir。 -
file_info:必填file_path。 -
build_line_index:必填file_path;可选step(默认 1000)。 -
line_number_at_offset:必填file_path,offset。 -
search_regex:必填file_path,pattern;可选encoding,start_offset(默认 0),end_offset(默认到文件尾),max_results(默认 200),context_chars(默认 96),flags(i,m,s,x)。 -
search_literal:必填file_path,query;可选encoding,start_offset(默认 0),end_offset(默认到文件尾),max_results(默认 200),context_chars(默认 96),case_sensitive(默认 true)。 -
build_inverted_index:必填file_path;可选incremental(默认 true),token_pattern(默认[\w\-]+),lower(默认 true)。 -
search_index_term:必填file_path,term;可选prefix(默认 false),limit(默认 200),context_chars(默认 96)。
返回类型对照
-
file_info→FileInfo -
read_bytes→ReadBytesResult -
read_lines→ReadLinesResult -
read_last_lines→ReadLinesResult -
write_overwrite→WriteResult -
append→WriteResult -
insert→InsertResult -
build_line_index→LineIndexBuildResult -
line_number_at_offset→LineNumberResult -
search_regex→RegexSearchResult -
search_literal→LiteralSearchResult -
build_inverted_index→BuildInvertedIndexResult -
search_index_term→IndexSearchResult -
说明:搜索类与索引查询类响应都包含
matches列表与count总数;其中正则/字面量的命中元素包含start_offset,end_offset,start_line,end_line,snippet,索引查询的命中元素包含term,offset,end_offset,line,snippet。
倒排索引说明
- 默认存储位置:
~/.mft/.mcp_index/<filename>.invidx.sqlite - 支持增量索引(仅限末尾追加):通过尾部快照比对避免因中间插入/覆盖导致偏移错误;如检测到非追加修改,会自动执行全量重建。
- 分词规则:默认
\w+,可通过token_pattern自定义;可选择小写归一(lower=True)。 - 查询:支持精确词项与前缀匹配;返回偏移与近似行号,以及片段上下文。
环境变量
MCP_FILE_TOOL_ENCODING:默认utf-8MCP_FILE_TOOL_MAX_READ_BYTES:单次读取上限(默认4MiB)MCP_FILE_TOOL_STREAM_BUFFER:流式缓冲大小(默认64KiB)MCP_FILE_TOOL_LOCK_TIMEOUT:写入锁超时(默认 10s)MCP_FILE_TOOL_RUNTIME_DIR:运行时根目录(默认~/.mft)MCP_FILE_TOOL_INDEX_DIR:索引目录(默认~/.mft/.mcp_index)MCP_FILE_TOOL_LOG_DIR:日志目录(默认~/.mft/logs)MCP_FILE_TOOL_LOG_LEVEL:日志等级(默认INFO)MCP_FILE_TOOL_MAX_SEARCH_RESULTS:搜索条数限制(默认200)MCP_FILE_TOOL_CONTEXT_CHARS:搜索上下文字符数(默认96)
架构设计摘要
- 所有读取/搜索均采用流式处理与分块拼接,避免一次性加载超大文件
- 插入写入通过临时文件 + 原子替换,保证安全性与一致性
- 搜索支持跨块匹配,通过“携带余量”避免边界遗漏
- 行号统计为近似值,若需更高精度可先构建行索引再结合偏移定位
调试与日志
- 控制台输出:JSON格式,便于在MCP客户端查看
- 文件输出:
~/.mft/logs/mcp_file_tool.log(10MB滚动,保留5份) - 调试建议:提高
MCP_FILE_TOOL_LOG_LEVEL到DEBUG,观察工具的入参与返回元信息
许可证与贡献
- 许可证:MIT(详见
LICENSE) - 贡献指南:见
CONTRIBUTING.md与CODE_OF_CONDUCT.md - 安全政策:见
SECURITY.md
发布与版本
- 当前版本:
0.1.2(见CHANGELOG.md) - 打包与发布:参考
docs/development.md
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