MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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Mathematical Optimization MCP Server with PuLP and OR-Tools support
MIT ★ 5 -
Advanced cross-platform prompt optimization with MCP integration and 120+ optimization rules
npm Proprietary -
Mathematical optimization MCP server with PuLP and OR-Tools support
pypi MIT -
Durable optimization jobs for AI agents: local Rust runner, worker SDK and MCP server with a shared CPU budget.
MIT -
Antigravity_Optimizer_MCPgithub.com/Dimokat/Antigravity_Optimizer_MCPupdated this year
A local RAG-powered Model Context Protocol (MCP) server using Qdrant and FastEmbed to help AI coding agents navigate, understand, and optimize large codebases.
MIT ★ 3 -
context-optimizer-mcp-jsgithub.com/AiAgentKarl/context-optimizer-mcp-jsupdated this year
JavaScript MCP Server — solve context window overload with smart tool pruning and relevance scoring
MIT -
MCP server for prompt optimization. Detects prompt context, optimizes through the Prompt Optimizer cloud API, manages templates, and generates agent SOPs and skill packages. Needs an API key (free tier available).
npm Proprietary -
One-command installer for the Token Optimizer MCP server, skills, plugins, gateway config, and default-on instructions.
npm Apache-2.0 -
MCP Server that solves context window overload — smart tool pruning, relevance scoring, budget tracking for AI agents
MIT ★ 1 -
credit-optimizer-v5github.com/rafsilva85/credit-optimizer-v5updated this year
Save 47% on Manus AI credits automatically. Zero downsides. Pays for itself in ~27 prompts. Free MCP Server (PyPI) + $12 Manus Skill bundle with Fast Navigation (115x speed boost).
MIT ★ 53 -
Token and context optimization for AI coding agents with smart compression, retrieval, recovery, routing, and MCP integrations.
MIT ★ 1 -
Deterministic Python Model Context Protocol (MCP) server & autonomous agent skill for Openclaw Recursive Strategic Optimizer.
MIT -
Cuts Claude Code and LLM token usage by 60-85% via AST navigation, deduplication, and context-budget optimization.
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Context optimization tools MCP server for AI coding assistants - compatible with GitHub Copilot, Cursor AI, and other MCP-supporting assistants
npm MIT -
simple-prompt-optimizergithub.com/Chumbayoumba/simple-prompt-optimizerupdated this year
A lightweight, robust MCP server for prompt optimization using OpenRouter and CO-STAR framework.
★ 2 -
content-optimizergithub.com/sharozdawa/content-optimizerupdated this year
Open source alternative to Surfer SEO. SERP-based content scoring with 7 categories, entity analysis, and actionable recommendations.
MIT ★ 1 -
Automated 3D mesh decimation, Draco compression, watertight auditing, and exact CSG booleans for WebGL and spatial agents.
MIT -
@cocaxcode/token-optimizer-mcpgithub.com/cocaxcode/token-optimizer-mcpupdated this year
Orchestration + observability + coach layer for Claude Code token optimization. Measures tool usage, enforces budgets, advises on complementary tools (serena, RTK), and proactively surfaces savings tips.
npm MIT -
Open-source Generative Engine Optimization (GEO) toolchain & multi-user platform: crawl & score your site across 11 AI engines (ChatGPT Search, Perplexity, Google AI Overviews, Doubao...), LLM content generation, 6-platform export, rank monitoring, MCP server & Agent SKILL. AGPL-3.0.
AGPL-3.0 ★ 1 -
OR-Tools optimization service, 11 tools over MCP + REST, with Prometheus/Grafana observability and load tests. Ran in production on Railway Feb-Oct 2026, then shut down to stop costs.
MIT ★ 5 -
This is a token optimizer. It forwards commands with heavy token consumption to an openrouter model or a local llm.
Apache-2.0 ★ 1 -
claude-prompt-optimizer-mcpgithub.com/rishiatlan/prompt-optimizer-mcpupdated this year
The control plane for AI prompts — deterministic scoring, policy enforcement, audit & governance via MCP. Free tier included.
npm Elastic-2.0 -
MCP Server that offers high-performance prompt optimization server with real-time streaming, pattern-based enhancement, and comprehensive session management capabilities.
NOASSERTION ★ 17 -
See what your LLM calls cost and how much you'd save by switching models — local MCP server, no API keys.
npm MIT -
MCP server and agent skill for SEO and AI search visibility: audit AI crawler access, generate llms.txt, and build GEO/AEO prompt tests.
MIT ★ 2 -
token_optimizergithub.com/omkar9854/token_optimizerupdated this year
Zero-dependency, fully-reversible context compression for AI agents — cut LLM token usage up to 94% (JSON tabularization, log template mining, query-aware code skeletons). Stdlib-only, air-gap ready, built-in MCP server.
Apache-2.0 ★ 1 -
cctx-optimizergithub.com/anil7948/cctxupdated this year
Reduce Claude Code token usage by 70-90% with cross-session memory and four-layer optimization: semantic codebase indexing, PostToolUse tool compression, turn summarization, and session consolidation. MCP server powered by Ollama — zero API calls, runs en
npm MIT -
MCP servers and hooks that add deterministic verification, code intelligence, supply-chain checks and cross-project memory to Claude Code, without replacing its native loop.
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A Model Context Protocol (MCP) server that provides context optimization tools for AI coding assistants including GitHub Copilot, Cursor AI, Claude Desktop, and other MCP-compatible assistants enabling them to extract targeted information rather than processing large terminal outputs and files wasting their context.
MIT ★ 63 -
Hand files to an AI agent, then let them expire. A self-hosted Cloudflare Worker that turns files into one temporary, readable link.
Apache-2.0 -
mcp-working-context-optimizergithub.com/globalpocket/mcp-working-context-optimizerupdated this year
An MCP server designed to optimize the working context of AI agents. It prevents context bloat and the "Lost in the Middle" phenomenon by distilling action histories into concise summaries while maintaining a clear core objective. AIエージェントのワーキングコンテキストを最適化するためのMCPサーバーです。行動履歴を簡潔な要約へと蒸留し、明確な大目標を維持することで、コンテキストの肥大化と「Lost in the Middle」現象を防ぎます。
Apache-2.0 ★ 1 -
91.5% fewer tokens on tool output on Headroom's own benchmark, where Headroom removes 61.4%. Separately, the same SWE-bench tasks resolved at 0.71x the cost of plain Claude Code. Plus memory across sessions and subscription quota pacing. Claude Code, Codex, Copilot, Gemini and 12 more. Local, MIT.
npm MIT ★ 581 -
AI search optimization analysis with actionable findings and gap analysis
npm MIT -
skill-orchestratorgithub.com/amasun/skill-orchestratorupdated this year
Dynamic Project Skill Orchestrator for AI Agents - 0 Base Token Optimization (v3.8.0 Twin Registry & Domain Routing Edition)
npm MIT -
Open-source, AI-Native Generative Engine Optimization (GEO) & Technical Audit Suite. Like Lighthouse for Google SEO, open-geo is the open standard toolkit for Generative Engine Optimization (ChatGPT Search, Perplexity, Google AIO, Claude).
MIT ★ 3 -
AI visibility intelligence platform (like SEO, but for AI: analyze and optimize how LLMs and AI search engines perceive, cite, and recommend brands. Generative Engine Optimization (GEO).
MIT ★ 11 -
@iflow-mcp/pcircle-ai-toonify-mcpgithub.com/pcircle-ai/toonify-mcpupdated this year
MCP server + Claude Code Plugin for TOON format token optimization. Reduces token usage by 30-65% (typically 50-55%) on JSON/CSV/YAML data via multilingual-aware optimization.
npm MIT -
Full-repository asset intelligence, optimization and MCP server for AI coding assistants
npm MIT -
Landing page optimization for AI agents. Hosted Postclick MCP, free CRO skills and practical examples.
MIT -
Optimization middleware for AI agents — describe the problem as JSON, get verified, ranked solutions over MCP, CLI or Python.
MIT -
🧘 Reddit-powered AI optimization tips | Save your time and credits | can cover 380+ services | Real tips from real users
MIT ★ 18 -
on-page-seo-mcpgithub.com/on-page-ai/on-page-seo-mcpupdated this year
On-Page.ai SEO MCP server for search engine optimization work with Codex and Claude Code. Public docs, examples, and directory metadata for the hosted server.
MIT ★ 1 -
token-lens-mcpgithub.com/mdfifty50-boop/token-lens-mcpupdated this year
MCP server for context window optimization — audit token budgets, compress schemas, optimize tool loading
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@tinify-ai/mcp-servergithub.com/onepunchtechnology/tinify-ai-mcp-serverupdated this year
MCP server for Tinify image optimization — one tool, max optimization
npm MIT -
⚡ Claude Adaptive Token Optimizer — Zero-dependency, cache-preserving token optimization toolkit for Claude Code CLI and Desktop
MIT ★ 2 -
@frase/mcp-serveractive
Frase MCP Server — The complete content platform for AI agents. Research, write, optimize, and host SEO & GEO-optimized content with built-in AI search visibility monitoring. Includes Frase CMS for auto-optimized web hosting, 121 tools, 9 agent skills, an
npm MIT -
A comprehensive Model Context Protocol (MCP) server optimized for the Bun JavaScript runtime with advanced execution and optimization tools.
npm MIT -
mcp-serversgithub.com/charlenopires/mcp-serversupdated this year
MCP Servers to Optimize Vibe Coding Development
★ 1 -
@rightnow/forge-mcp-servergithub.com/rightnow-ai/forge-mcp-serverupdated this year
MCP server for Forge GPU kernel optimization — generate and optimize Triton/CUDA kernels on real H100/A100 GPUs from any AI coding agent
npm MIT -
MCP server for downloading and optimizing images
npm MIT -
MCP server for memory caching and optimization
npm ISC -
Universal context optimization for AI coding assistants.
npm MPL-2.0 -
Audit trails for AI agent workflows, with an MCP server, Python library, and quantum-inspired optimizer.
Apache-2.0 -
nettunegithub.com/jtsang4/nettuneupdated this year
A network diagnostics and TCP optimization tool with MCP (Model Context Protocol) integration for AI-assisted configuration.
MIT ★ 28 -
A Model Context Protocol server for analyzing and optimizing WebGL games
npm MIT -
open-aeoupdated this year
An open-source MCP server for Answer Engine Optimization (AEO) monitoring.
npm MIT -
aso-mcpgithub.com/kenanatmaca/aso-mcpupdated this year
App Store Optimization MCP Server for AI Assistants
npm MIT -
py-image-compress-mcpgithub.com/crper/py-image-compress-mcpupdated this year
High-performance MCP image compression service for AI assistants with intelligent optimization and batch processing capabilities
MIT ★ 1 -
@fosterg4/mcpsaverstale
MCP server for optimizing code references and reducing token usage through smart caching and AST parsing
npm MIT -
MCP server for GEO (Generative Engine Optimization) analysis — check any domain's AI-readiness
npm SEE LICENSE IN LICENSE