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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
51

Tooltax

Token-budget linter and public leaderboard for MCP tool schemas.

37
52

Dsh Tool Search

managementstocks-bit

On-demand tool discovery for DSH: trims resident tool descriptions, defers MCP tools until find_tools, plus checkpoint_update and a staleness nudge for dsh-checkpoint compaction.

37
53

Size

zororaka00

Bundle analyzer for MCP tools — measure MCP schema and context token overhead.

updated 2 months ago
37
54

Ctxjev

x96x64

MCP server exposing ctxjev's Jev-based context scoring/pruning as tools for any MCP-capable agent host.

37
55

Agy Context Saver

paragon-ux

Universal Model Context Protocol (MCP) server & lifecycle governor purpose-built for Google Antigravity

37
56

Agent Context Cost

GroMarketing

Claude Code context window and token usage audit: see what your skills, subagents, plugins, CLAUDE.md and MCP servers cost before you type, ranked, with duplicates flagged and rem…

37
57

Repocode

nextbridgehq

AI codebase context tool that analyzes, ranks, and compresses repositories into optimized context files for LLMs, AI coding assistants, and MCP workflows.

★ 9updated a month ago
34
58

toprakahmetaydogmus/TZeroAlgorithm

toprakahmetaydogmus

tool MCP server for AI code context management.

★ 9updated 2 days ago
34
59

Recall

sakebomb

Compresses MCP and Bash tool output for Claude Code and keeps full results in SQLite with full-text search for retrieval.

★ 8updated 4 days ago
34
60

Skim

bb1nfosec

Runtime token proxy + intelligence dashboard for LLM tools. Intercepts API calls, strips waste, tracks costs — for individual developers and Fortune 500 teams.

★ 5updated 4 months ago
34
61

Mnemara

mekickdemons-creator

Controlled rolling-context conversation runtime for Claude. Stop your agent from running away with your bill.

★ 5updated 5 months ago
34
62

Mnema

mienetic

🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Pluggable backends, hybrid search, Auto Dream consolidation, CLI + REST API + SDK.

★ 5updated 2 months ago
34
63

Community

reshaprio

reShapr Community repo

★ 5updated 12 days ago
34
64

.github

reshaprio

Central repository for the reShapr project community health assets.

★ 5updated 11 days ago
34
65

Sub MCP

dev-boz

Zero-overhead MCP proxy for AI coding agents — transparent wrapper gives subagents MCP access without loading schemas into the main context

★ 4updated 7 months ago
34
66

Microfiche

LucasDuys

Store your agent's context as images. Read it back at up to 2.8x fewer tokens.

★ 2
34
67

TokenDamper

Epichlo

Universal context optimization for AI coding agents.

★ 2updated 12 days ago
34
68

Starter Stack

ClawdContextOS

Cloneable reference workspace for governed AI agent development — 6-layer security stack with scanner, signing, sandbox, and observability

★ 2updated 7 months ago
34
69

Osiris Producers

osirisjson

Discover infrastructure resources across hyperscalers, cloud, hosting providers, and on-premises IT/OT environments. Generate private, vendor-neutral OSIRIS JSON snapshots for doc…

★ 2updated 2 months ago
34
70

LLMmempipe

LOUST-PRO

Compile noisy LLM exports (ChatGPT, Claude, Gemini) into token-efficient JSONL + Markdown for Claude Code, Projects, and agent runtimes.

★ 2updated 4 months ago
34
71

API Squash

b-j-karl

Extract Python API surfaces in compact Markdown. Built for AI coding agents, by AI coding agents.

★ 2updated 6 months ago
34
72

Agent Handoff Skill

Phat-Po

A cross-tool handoff skill for Claude Code and Codex CLI: generates context handoff docs, updates STATUS.md, snapshots commits, and prints next-session prompts.

★ 2updated 4 months ago
34
73

Sup Mem

kiraa06

Memory for Claude Code that measures whether its memories helped — outcome ledger, self-tuning retrieval, bitemporal recall, tamper-evident provenance. SQLite, zero-infra.

★ 2updated 18 days ago
34
74

Toolpayload

cloudwallker

Offline MCP result analysis: identify large fields, compare baselines, and enforce size budgets in CI. | 离线分析 MCP 工具结果,定位大字段、比较基线并在 CI 中检查体积预算。

★ 2
34
75

Jev Compactor

edwardyen724-g

Context compaction and safety gating for AI agents via TypeSafe Jev: keeps messages verbatim, no summarization. OpenAI, Anthropic, LangChain, CLI, MCP.

★ 2
34
76

Remembra

Hilbras

🧠 External memory for AI assistants — facts, decisions, roles and history stored outside the context window. MCP server for OpenCode, Claude Code, Cline, Kimi Code.

★ 2updated 17 days ago
34
77

JevScout

yctimlin

Jev decides what reaches your coding agent: verbatim, recoverable context for Claude Code and reviewed operations for Codex. npm i -g jevscout

★ 2updated 18 days ago
34
78

Multiplexer

JohGirard

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.…

★ 2updated 3 days ago
34
79

TokenDamper

ojassug

Universal context optimization for AI coding agents.

★ 2updated 11 days ago
34
80

Ctxvitals

princejain756

A Lighthouse for your AI agent stack — measures the real token cost of MCP servers, skills, and rules; flags security issues and duplicates; grades your setup A-F.

★ 2updated 5 days ago
34
81

Agent MemGC

ronitgupta138

⚡ High-performance linter, cache-layout optimizer, and garbage collector for AI agent instruction files (AGENTS.md, CLAUDE.md, .cursorrules) in Rust.

★ 2updated 12 hours ago
34
82

Gateway

swarmclawai

Local MCP gateway that fans out to N downstream MCP servers, namespaces tools, and lazy-loads schemas — so your coding agent's context isn't eaten by MCP boilerplate. Built for ag…

★ 2updated 5 days ago
34
83

Context Cost

athakur3

Measure what your MCP servers cost you in context tokens — audit your own config, diff a change, gate it in CI

★ 2updated 5 days ago
34
84

Context Tax

gethrbr

What Claude Code sends on every turn before you type a word: what it costs, which of it you never used, and which of your skills never reached the agent.

★ 2updated 5 days ago
34
85

Rlm MCP

MCP server implementing Recursive Language Model pattern for processing arbitrarily long contexts. Enables Claude Code to work with 1M+ character documents through session-based c…

★ 1
34
86

Top

top for your agent's context window, profile MCP tool-definition token cost vs actual usage from local transcripts and get a safe prune list.

★ 1
34
87

Ebrain

Persistent External Brain for AI Coding Agents. 6 memory tiers, sub-100ms recall, 107K+ memories, 21 MCP tools, 85+ REST endpoints. Built in Rust.

★ 1
34
88

Tool Search Oss

Ag3497120

BM25 tool search for MCP — find the right tool from 50+ without context collapse. Works with any LLM.

★ 1
34
89

Tokenpak

tokenpak

Local proxy that puts the right project context in front of the model before it starts working — with a receipt for what was added

★ 1updated 8 days ago
34
90

Context Tax

titusblair

What your coding agent's context costs you every turn, and which of it you never used.

★ 1
34
91

Coreball

francomano

Semantic context compiler for LLM coding agents — packs the smallest useful codebase context for any task. Zero dependencies, deterministic, token-efficient.

★ 1updated a month ago
34
92

Dsh Control Panel

YiShan-X

DSH desktop control panel: toggle the skills and MCP servers that cost tokens on every model request. Live soft-routes your existing cc-switch skill pool instead of importing copi…

★ 1updated 4 days ago
34
93

Jettison

jettison-ai

Token optimizer for AI coding agents. Repo map, read pruning, prose compression — client-side, no proxy. 20-25% fewer turns, measured by live A/B. Verify it on your own repo.

★ 1
34
94

Context Guardian

LuminariSoftwares

Compaction for local models that actually fires and never bricks the session. OpenAI-compatible proxy + DeepSeek Harness engine.

★ 1updated 7 days ago
34
95

Tokensaver Plugin

KaryawanSurga

The TokenSaver family in one install - nine context-saving tools for coding agents, packaged as a Claude Code plugin with skills and MCP servers.

★ 1updated 19 days ago
34
96

Ctxray

tancheng33

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…

★ 1updated 2 months ago
34
97

Catalog Manager

ZidoCode

Token budget scanner for MCP tool catalogs - what does every tool cost your context window, per call?

★ 1updated yesterday
34
98

Cortex Ast

A powerful Model Context Protocol (MCP) server and Omni-AST engine. It empowers AI agents to seamlessly parse complex codebases, execute secure cross-project operations, and dynam…

34
99

ShipItAndPray/mcp-memory

based, zero dependencies.

34
100

Reshapr.io

reShapr website

34
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