Code Context Engine

data-ai MCP Server

Save 94% on AI coding tokens. Index your codebase, agents search instead of reading files. Works with Claude Code, Codex, Copilot, Cursor, Gemini CLI. Local MCP server, free, open source.

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data-aidata-ai
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Why This Matters

Discovered via github-topic:mcp and last synced 3mo ago.

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Source
github-topic:mcp
Stars
168
Last synced
3mo ago
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44
Tools
0
Resources
0
Prompts
Standard I/O
Transport

Available Tools (44)

Platform

Setup

measured

Output compression (reducing Claude's reply length) provides additional savings (~65% estimated) but is not included in the headline number above. ### Multi-language benchmarks

session_recall

Recall decisions from past sessions

off

Full output

PHP

`.php`

Scripting

Ruby, Perl, Lua, R, Bash/Zsh

None

Decisions + code areas persisted

Tool

What it does

set_output_compression

Adjust response verbosity (`off` / `lite` / `standard` / `max`)

Web

HTML, CSS, SCSS, LESS, Vue, Svelte

Tabnine

`.tabnine/agent/settings.json`

396

**93%**

reindex

Re-index a file or the full project

Component

Size

Category

Languages

OpenCode

`opencode.json`

Go

`.go`

index_status

Check index freshness

max

Telegraphic

Java

`.java`

Page

Content

20

### Per-Layer Savings (each measured independently)

expand_chunk

Full source for a compressed result

JavaScript

`.js`, `.jsx`

Mobile

Swift, Kotlin, Dart

Cursor

`.cursor/mcp.json`

Python

`.py`

record_code_area

Record which files were worked in

Rust

`.rs`

Docs

Markdown

Metric

Result

context_search

Hybrid vector + BM25 search with graph expansion

standard

Fragments, drop articles

Systems

C, C++, C#, Zig, Nim

Editor

Config written

Language

Extensions

record_decision

Save a decision for future sessions

lite

No filler or hedging

DevOps

Terraform, HCL, Dockerfile

Savings

Method

related_context

Find code via graph edges (calls, imports)

Level

Style

TypeScript

`.ts`, `.tsx`

Functional

Haskell, Scala, Clojure, Elixir, Erlang, F#