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- #context-window
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.
Tooltax
Token-budget linter and public leaderboard for MCP tool schemas.
Dsh Tool Search
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.
Size
Bundle analyzer for MCP tools — measure MCP schema and context token overhead.
Ctxjev
MCP server exposing ctxjev's Jev-based context scoring/pruning as tools for any MCP-capable agent host.
Agy Context Saver
Universal Model Context Protocol (MCP) server & lifecycle governor purpose-built for Google Antigravity
Agent Context Cost
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…
Repocode
AI codebase context tool that analyzes, ranks, and compresses repositories into optimized context files for LLMs, AI coding assistants, and MCP workflows.
toprakahmetaydogmus/TZeroAlgorithm
tool MCP server for AI code context management.
Recall
Compresses MCP and Bash tool output for Claude Code and keeps full results in SQLite with full-text search for retrieval.
Skim
Runtime token proxy + intelligence dashboard for LLM tools. Intercepts API calls, strips waste, tracks costs — for individual developers and Fortune 500 teams.
Mnemara
Controlled rolling-context conversation runtime for Claude. Stop your agent from running away with your bill.
Mnema
🧠 Mnema — Long-term memory for AI via MCP × Vector DB. Pluggable backends, hybrid search, Auto Dream consolidation, CLI + REST API + SDK.
Community
reShapr Community repo
.github
Central repository for the reShapr project community health assets.
Sub MCP
Zero-overhead MCP proxy for AI coding agents — transparent wrapper gives subagents MCP access without loading schemas into the main context
Microfiche
Store your agent's context as images. Read it back at up to 2.8x fewer tokens.
TokenDamper
Universal context optimization for AI coding agents.
Starter Stack
Cloneable reference workspace for governed AI agent development — 6-layer security stack with scanner, signing, sandbox, and observability
Osiris Producers
Discover infrastructure resources across hyperscalers, cloud, hosting providers, and on-premises IT/OT environments. Generate private, vendor-neutral OSIRIS JSON snapshots for doc…
LLMmempipe
Compile noisy LLM exports (ChatGPT, Claude, Gemini) into token-efficient JSONL + Markdown for Claude Code, Projects, and agent runtimes.
API Squash
Extract Python API surfaces in compact Markdown. Built for AI coding agents, by AI coding agents.
Agent Handoff Skill
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.
Sup Mem
Memory for Claude Code that measures whether its memories helped — outcome ledger, self-tuning retrieval, bitemporal recall, tamper-evident provenance. SQLite, zero-infra.
Toolpayload
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。
Jev Compactor
Context compaction and safety gating for AI agents via TypeSafe Jev: keeps messages verbatim, no summarization. OpenAI, Anthropic, LangChain, CLI, MCP.
Remembra
🧠 External memory for AI assistants — facts, decisions, roles and history stored outside the context window. MCP server for OpenCode, Claude Code, Cline, Kimi Code.
JevScout
Jev decides what reaches your coding agent: verbatim, recoverable context for Claude Code and reviewed operations for Codex. npm i -g jevscout
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.…
TokenDamper
Universal context optimization for AI coding agents.
Ctxvitals
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.
Agent MemGC
⚡ High-performance linter, cache-layout optimizer, and garbage collector for AI agent instruction files (AGENTS.md, CLAUDE.md, .cursorrules) in Rust.
Gateway
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…
Context Cost
Measure what your MCP servers cost you in context tokens — audit your own config, diff a change, gate it in CI
Context Tax
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.
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…
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.
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.
Tool Search Oss
BM25 tool search for MCP — find the right tool from 50+ without context collapse. Works with any LLM.
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
Context Tax
What your coding agent's context costs you every turn, and which of it you never used.
Coreball
Semantic context compiler for LLM coding agents — packs the smallest useful codebase context for any task. Zero dependencies, deterministic, token-efficient.
Dsh Control Panel
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…
Jettison
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.
Context Guardian
Compaction for local models that actually fires and never bricks the session. OpenAI-compatible proxy + DeepSeek Harness engine.
Tokensaver Plugin
The TokenSaver family in one install - nine context-saving tools for coding agents, packaged as a Claude Code plugin with skills and MCP servers.
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…
Catalog Manager
Token budget scanner for MCP tool catalogs - what does every tool cost your context window, per call?
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…
ShipItAndPray/mcp-memory
based, zero dependencies.
Reshapr.io
reShapr website