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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
151

LRO

zircote

Large Result Offloading (LRO) -- a token-aware strategy for managing large tool outputs in LLM context windows. Includes empirical evaluation and formal specification.

34
152

Ctx Budget

amolb1986

See what's eating your LLM context window — analyze prompts and MCP tool manifests for token cost, per-tool breakdown, and what to lazy-load. Zero dependencies.

34
153

X Coder

BerkayyKaya

Agentic Workflow Based Coder System

34
154

Contextlint

dorkian

Audit what your AI coding assistant loads before you type: token cost, dead weight, and MCP security risk — across Claude Code, Codex, Cursor and Copilot.

updated a month ago
34
155

Nexus Thinking Os

Tamam1n

A context management protocol and thinking OS for stable, multi-layered AI interactions.

34
156

Benchmark Article Resources

aircmastercode

An Investigation Across Two MCP Servers, Two Frontier Models, and 20 Controlled Benchmark Runs

34
157

Leptin

lionellau

Personal, local-first memory infrastructure for your coding agent. No account, no subscription; the agent can install it itself. Keeps long-term memory correct when decisions chan…

updated 3 months ago
34
158

Ctxdiet

Merlijnos

Detect, fix, and measure AI coding-agent context-token waste across Claude Code, Codex, Cursor, Gemini & Copilot.

updated 3 months ago
34
159

Token Save MCP

Habartru

Stop your coding agent burning context on file reads. Delegates big reads to a cheap worker model and returns only the answer — 87-99% saved, measured per call. A hook enforces it…

34
160

Agentic Context Compression Framework

saitarrun

Rust MCP server for lossless agent-context compression, reducing token usage while preserving retrieval accuracy.

34
161

Mcpaxe

20000419

🪓 Weigh your MCP config. Chop the context tax — audit the token cost of every MCP server & tool, find the ones you never use, and generate a slim config. Works with Claude Code, C…

34
162

Skill Gateway

qi-xiao-bai

Local skill intelligence layer — index, audit, relate & orchestrate the skills your coding agent already has. Zero deps, CJK-first, offline dashboard.

34
163

Context Loss Audit

tangfei7777-cell

Audit what your output compressor silently deleted: how much of the reduction was real noise, how much was signal. Turns a compressor's 'cuts 90%' claim into two honest numbers.

34
164

Agentfit

MukundaKatta

Fit your messages into the LLM context window. Token-aware truncation with multiple strategies, pluggable tokenizers, zero deps.

34
165

AI Codebase Vectorizer

1HUNZ

RepoMap AI 2026: Map Codebases for AI Assistants Beyond Window Limits

34
166

Dsh MCP Adapter

sehoon123

Context-cheap, crash-resistant MCP access for the DeepSeek Harness: one lazy proxy tool instead of dumping every server's schema into context. Zero dependencies.

updated a month ago
34
167

MemoryAI

toozuuu

Remember everything. Send only what matters. Universal, local-first long-term memory for Claude Code, Cursor, Codex, and MCP.

updated a month ago
34
168

Claude MCP Check

nrzz

Every MCP server Claude Code would load, from which file, whether it starts and answers the handshake, and what its tools cost in context. Approve, switch off, lint, explain a fai…

updated yesterday
34
169

Token Saver

DanielMartin32974

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…

updated 3 days ago
34
170

Agent Toolbox

nonstopmatt

Download every AI skill, agent, plugin and MCP server you find without breaking your coding agent. Tools stay parked on a shelf, and each task borrows a small loadout for one sess…

updated 3 days ago
34
171

Lens

M8T-Jacob

Semantic MCP router/proxy: front a fleet of MCP servers, cut tool-definition context ~98%. Lazy tool discovery for Claude, Cursor & AI agents.

updated 3 months ago
34
172

Ctxtax

No description published.

30
173

Chronicle

tensakulabs

No description published.

updated 7 months ago
30
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