Squeez

Name: Squeez
Author: claudioemmanuel

data-ai MCP Server

Hook-based token compressor for 5 AI CLI hosts (Claude Code, Copilot CLI, OpenCode, Gemini CLI, Codex CLI). Up to 95% bash compression, signature-mode for code reads, cross-call dedup, MCP server, self-teaching protocol. Zero runtime deps.

byclaudioemmanuel

Verified

data-aidata-ai

5 views137 stars13 forksApache-2.0

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Why This Matters

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

Verified

Source: github-topic:mcp-server
Stars: 137
Last synced: 3mo ago
Install: Check source

Install

Install instructions not detected yet

Check the source repository for the latest setup steps.

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Tools

Resources

Prompts

Standard I/O

Transport

Available Tools (60)

Feature

Description

agent_directory_output

3,348 tk

git_status

50 tk

Surface

How

ps_aux

40,373 tk

pytest_failures

3,402 tk

Usage

Baseline / month

npm_install

524 tk

squeez_recent_calls

Last N bash invocations with hash + length + cmd snippet — check before re-running

squeez_protocol

Auto-teach payload — read once per session to learn squeez's markers + memory protocol

find_deep

424 tk

git_copilot

640 tk

squeez_session_summary

Token accounting + call counts (tokens_bash / tokens_read / tokens_other / seen_files / seen_errors / seen_git_refs)

Platform

Config path

Scenario

Before

git_log_200

2,692 tk

Tool

Returns

squeez_session_efficiency

Session efficiency scores: compression ratio, tool choice, context reuse, budget conservation (basis points)

summarize_huge

82,257 tk

cargo_build_noisy

2,106 tk

git_diff

502 tk

squeez_seen_files

Files this session has touched, with access type (Read/Write/Created/Deleted), sorted by recency

xcode_build

1,881 tk

curl_html_response

2,181 tk

env_dump

441 tk

squeez_seen_error_details

Error fingerprints with the first 128 chars of message text — find *what* the error was

Filesystem

`find`, `ls`, `du`, `ps`, `env`, `lsof`, `netstat`

Runtimes

`node`, `python`, `ruby`

agent_heavy

2,306 tk

repetitive_output

4,692 tk

state_first_simulation

182 tk

md_prose

187 tk

squeez_session_detail

Full structured view of a past session by date: calls, files, errors, git events, test summary

Network

`curl`, `wget`

Host

Memory file

tsc_errors

731 tk

crosscall_redundancy_3x

486 tk

Metric

Value

squeez_agent_costs

Sub-agent usage: spawn count, cumulative estimated tokens, per-call breakdown

Tier

Scaling

Reduction

Latency

high_context_adaptive

4,418 tk

verbose_app_log

4,957 tk

md_claude_md

316 tk

claude_md_overhead

717 tk

kubectl_pods

1,513 tk

lite

full

docker_logs

665 tk

jest_failures

451 tk

squeez_file_history

Sessions where a given file path was touched, with token-savings and commit status

Databases

`psql`, `prisma`, `mysql`, `drizzle-kit`

squeez_prior_summaries

Last N finalized prior-session summaries with structured fields: investigated / learned / completed / next_steps

Git

`git`

ls_la

1,782 tk

squeez_seen_errors

Distinct error fingerprints observed this session (FNV-1a hashes of normalized errors)

Deps

Key wins

Any

Python

squeez_session_stats

Dedup hit counts (exact + fuzzy), summarize triggers, Ultra-mode calls, tokens saved per category

squeez_search_history

Full-text search across all session summaries — find when you last saw an error or touched a file

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