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MCP servers tagged context-window

173 live MCP servers tagged "context-window", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with context-window.

173
live servers
37
avg trust
395
most stars
1

MCPProxy

smart-mcp-proxy

Supercharge AI Agents, Safely

★ 395updated 14 hours agoMIT
88
2

varun29ankuS/shodh-memory

varun29ankuS

Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns from use, forgets the irrelevant, and strengthens what matters. No c…

★ 311updated 5 days agoApache-2.0
88
3

Community

Mirascope

reShapr Community repo

★ 23updated a year agoApache-2.0
65
4

Baml Agents

Elijas

Building Agents with LLM structured generation (BAML), MCP Tools, and 12-Factor Agents principles

★ 70updated a year agoMIT
59
5

Claude Mem

vm-wylbur

A long-term memory storage system for LLMs using the Model Context Protocol (MCP) standard. This system helps LLMs remember the context of work done over the entire history of a p…

★ 7updated 4 months agoMIT
57
6

Smart Webfetch MCP

mathisto

Context-aware web fetching MCP server that prevents LLM context window flooding

updated 10 months agoMIT
57
7

Context Attachment Manager

chipfighter

Codex and Claude Code plugin (works in Claude Desktop): choose which past images go to the model with your next message. Unchecked images become placeholders, the conversation goe…

★ 225updated 7 days ago
52
8

Token Saver

ppgranger

Content-aware output compression for AI coding assistants. 36 specialized processors cut CLI output tokens by 60-99% (git, pytest, npm, terraform, kubectl, docker, and more) witho…

★ 154updated 28 days agoApache-2.0
52
9

Tokenfold

Local, provider-neutral compression for LLM prompts, tool schemas, JSON, logs, and diffs. Lossless, receipt-audited, no ML tax.

52
10

Codex Attachment Manager

chipfighter

Codex plugin: choose which past images go to the model with your next message. Unchecked images become placeholders, the task goes on, and requests stay small.

★ 80updated 7 days ago
44
11

Entroly

The Context Engineering Engine. Your AI sees 5% of your codebase — Entroly shows it everything. 78% fewer tokens. Works with Cursor, Claude Code, Copilot, OpenClaw.

44
12

Token Goat

Token burn reducer and focus keeper for Claude Code, Codex, Gemini CLI, Cline, Windsurf, Aider, Cursor, Copilot, and more: surgical read hints, PDF/Office/CSV/markdown file interc…

44
13

Chatcli

ChatCLI is a command-line application that utilizes LLMs—such as those from Anthropic, OpenAI, and others—to facilitate interactive conversations within the terminal. At its core,…

44
14

Hypa

Local context runtime for coding agents: compress shell output, query code, and proxy MCP tools

42
15

OKFy

Knowledge engineering for AI agents: distill corpora too big for any context window into small, verified, git-native knowledge bundles

★ 14
39
16

Okfy

vsov

Knowledge engineering for AI agents: distill corpora too big for any context window into small, verified, git-native knowledge bundles

★ 14updated yesterday
39
17

Usagetrim

00200200

Keep the signal. Cut the noise. Local CLI + MCP — fold verbose tool output for Claude Code, Codex, Cursor & Desktop.

★ 11
39
18

IHMT MEMORY

gonzaroman

Long-term memory for AI coding agents (Claude Code, Codex, opencode) as a tree of plain files

★ 11
39
19

Cpp Project Indexer

MCP C++ project indexer for fast symbol, module, and source-range navigation in large C++20 codebases.

★ 10
39
20

Cpp Project Indexer

mef-programming

MCP C++ project indexer for fast symbol, module, and source-range navigation in large C++20 codebases.

★ 10updated 15 days ago
39
21

Ctxray

X-ray your AI coding agent's context window — see what CLAUDE.md, rules, skills and MCP tool schemas cost you in tokens, across Claude Code / Cursor / Codex / Copilot / Gemini / W…

★ 1
39
22

Claude Teams Brain

Give your Claude Code Agent Teams a memory. Auto-injects role-specific context into every new teammate — your team never starts blind again.

39
23

Reshapr

The open source, no-code MCP Server for AI-Native API Access

39
24

Squeez

End-to-end token optimizer for Claude Code, Copilot CLI & OpenCode. Up to 95% bash compression, cross-call redundancy, caveman persona, markdown compressor. Zero new dependencies.

39
25

Gortex

High-performance code intelligence engine that indexes repositories into an in-memory knowledge graph and exposes it via CLI, MCP Server, and web UI. Built for AI coding agents -…

39
26

Unclog

Audit MCP servers, skills, and CLAUDE.md bloat eating your Claude Code context window.

39
27

Skillreaper

Evidence-based pruning for your AI-agent stack — scan, report, and safely prune unused skills/MCP servers/agents using real transcript evidence

39
28

PlayGuard

AI-powered MCP proxy for Playwright and Figma. Optimize Claude Code and AI agents with session recovery, context reduction and intelligent tool routing.

39
29

Contextrot

Find out where your coding agent starts degrading. Personal context-rot analytics from your own sessions - 100% local, zero-config: uvx contextrot

39
30

Pluck

MCP-native code retrieval for AI agents — 84-88% fewer read tokens, BM25F + semantic search, AST chunks, session dedup

39
31

Zap Coding Agent

ZAP is a terminal-first, local AI coding agent built in Rust. It uses AST-powered codebase indexing and lazy-loaded skills to completely eliminate prompt bloat and minimize contex…

39
32

Contextcore

ContextCore: An MCP server for Claude (or any AI tool) that enables massive token saving through hybrid search (BM25 + Embeddings)

39
33

Unity MCP Efficient

Token-efficient facade and Codex skill for MCP for Unity: 96% smaller measured tool-schema surface, compact results, batching, and recovery.

39
34

Atlasmemory

Proof-backed, drift-resistant AI memory for your codebase. 11 languages, 28 MCP tools, evidence-linked claims.

39
35

Skills Not MCP

80-90% token savings with Skills+ shell vs MCP

39
36

Context Engineering Bootcamp

Context Engineering for LLMs: structured notes on RAG, system prompts, MCP, Agents, and Memory Management — compiled from multiple expert sources.

39
37

Paper7

arXiv papers as clean Markdown for LLMs. 97% smaller than PDF. Zero dependencies. Bash-only.

39
38

Scopeon

AI context observability & optimization for Claude Code, Copilot CLI, Codex, Gemini — TUI dashboard, preset optimization, cost tracking, CI gates

39
39

Lazy Load

🫠 MCP tools eating your context window? Lazy-load them on demand across all AI agents with one command.

39
40

Multiplexer

One MCP server fronting many: list_servers, list_tools, search_tools, describe_tool, call_tool, refresh_tools, authorize_server. Lazy schema discovery slashes context-token costs.…

★ 2
37
41

Context Cost

Measure what your MCP servers cost in context tokens — audit your own config, or badge the server you publish

★ 2
37
42

Dsh Tool Guardian

LuminariSoftwares

Tool Guardian as a native DeepSeek Harness (DSH) bundle: keeps tool definitions out of the context window by fronting your MCP servers behind a small native router. A bridge to th…

★ 2updated 2 days ago
37
43

Lazy

MCP lazy loading proxy for AI agents - reduce context window token usage by 90%+

37
44

Universal Context Mode

Stop losing context to large outputs — MCP server that compresses tool outputs. Works everywhere: Claude Code, Cursor, Windsurf, Copilot, and any MCP-compatible IDE.

37
45

Forget

Convert MCP servers into Skill documents + CLI wrappers. Kill context window overhead.

37
46

Demipass

Secrets management for LLM sessions. Keep credentials out of context windows.

37
47

Tooltrim

Tooltrim — an open-source MCP proxy: aggregate N MCP servers, filter and shrink tool descriptions, and trace every call.

37
48

Zerodb Sequential Thinking

Persistent sequential thinking MCP — chain-of-thought reasoning that survives sessions, resumes across agents, and saves conclusions as plan artifacts. Powered by ZeroDB. Zero-con…

37
49

4q Tokenz

MCP Proxy Gateway - Intelligent proxy that reduces token usage by exposing only mcp_search, mcp_call, and mcp_schema

37
50

Larkx

AI codebase indexer and MCP server for Claude Code, Cursor, and Copilot. Pre-index your project into a compact graph and measure real token savings with `larkx bench`.

37
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