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MCP servers tagged token-efficiency

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

50
live servers
37
avg trust
58
most stars
1

Codeprism

rustic-ai

An experimental, 100% AI-generated, high-performance code intelligence server providing AI assistants with a graph-based understanding of codebases.

★ 32updated 8 months agoNOASSERTION
72
2

Cheqd

cheqd

Model Context Protocol (MCP) Toolkit for cheqd decentralised identity

★ 1updated 3 months agoApache-2.0
67
3

Agentic Engineering Infrastructure

Fractera

Deploys your OS, databases, and SSL on your VPS in just 10 minutes. Orchestrates a team of AI agents for coding, marketing, and sales. The built-in optimizer saves up to 90% on to…

★ 58
44
4

Remindb

An agentic memory database that cuts session tokens by 75–99%. One portable SQLite file — your agent's memory, anywhere.

44
5

Agent Engineering Infrastructure

Deploys your OS, databases, and SSL on your VPS in just 10 minutes. Orchestrates a team of AI agents for coding, marketing, and sales. The built-in optimizer saves up to 90% on to…

44
6

Hedl

Token-efficient data serialization for LLM/AI. 50% fewer tokens than JSON, 93% better value/token. Rust, schema validation, LSP.

44
7

IHMT MEMORY

gonzaroman

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

★ 38updated 6 days agoMIT
39
8

Agent Coherence

The data integrity layer that stops AI agents from silently corrupting shared state — across sessions, time, and concurrent runs.

39
9

Gcf

The AI-native wire format for structured data. 100% comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ lossless round-trips across 17 formats. Spec v3.5.1…

39
10

Tokenectomy Razor

Tokenectomy-Labs

Tokenectomy Razor 🗡️ — Autonomous M2M Model Context Protocol (MCP) server & log surgery engine for AI coding agents

★ 2updated a month ago
37
11

Toolkit

us-all

Shared MCP server building blocks for @us-all servers — token-efficient by design (category toggles, extractFields, search-tools meta, registry, runtime)

updated 3 months ago
37
12

CodePrism

knight22-21

Standalone Python package + MCP server that builds and maintains a persistent knowledge graph of any codebase, exposing precise, token-efficient context to AI coding agents.

★ 5updated 3 days agoMIT
34
13

Brain

PierfrancescoLijoi

Local-first MCP server that tells coding agents which files to read, and how sure it is. 97% Hit@10 on Java (SWE-bench Multilingual), 89% on Python (SWE-bench Lite), zero LLM cost…

★ 5updated 23 days ago
34
14

Omnex

sup3rus3r

Omnex is not a search tool. It is the memory substrate for the agentic era — the data layer that sits beneath AI agents, AI operating systems, and human-AI interaction. What exist…

★ 4updated 6 months agoAGPL-3.0
34
15

Tailor MCP

Local-first MCP server for AI analysis of sensitive structured data. Tier-gated access, durable audit log, Wardrobe of cross-session memory — your data stays on your machine.

★ 2
34
16

Toke Local

rianprei

Zero-dependency MCP server that cuts round-trips and tokens for coding agents: 6 aggregate tools (agent_search, agent_read, agent_edit, agent_exec, agent_git, agent_savings)

★ 2updated 2 months ago
34
17

Grandpa

bytewhisker

Grandpa makes AI coding agents work smarter, not harder. Zero-bloat architecture, 8 skills, CLI scanner, and benchmark harness for 25+ AI agents.

★ 2updated 19 days ago
34
18

Skillstate

vitkuz573

O(1) prompt footprint for long-horizon agents. The SKILL.state paper (arXiv:2608.26263) reimplemented — eq. 8 reproduces exactly, 82.5x at 60 files. 100% coverage.

★ 2updated 22 days ago
34
19

Tailor MCP

saahasmuthineni

Local-first MCP server for AI analysis of sensitive structured data. Tier-gated access, durable audit log, Wardrobe of cross-session memory — your data stays on your machine.

★ 2updated 2 months ago
34
20

Sweepspace

hedinouairi124-bot

Build big. Spend less. A desktop workspace for AI coding agents: run Claude Code, Codex and Gemini side by side with 9.3x fewer tokens.

★ 2updated 10 days ago
34
21

Cdc

Convert MCP servers into Claude Code skills — not MCP connections. Token-minimal, code-execution pattern.

★ 1
34
22

Rag Runtime Kernel

arcadamarket

Persistent memory and deterministic state control for any LLM, in two tiers. Tier 1: a single markdown spec you paste into any chat - no install. Tier 2: a formally-verified Pytho…

★ 1updated 3 months ago
34
23

Agent Native Format

Clawdlinux

Token-minimal system views for AI agents. Translate Kubernetes and live state into compact Agent Native Format with Go tooling and governed execution primitives.

★ 1updated 3 months ago
34
24

Myelin

Niraven

The neural insulation layer for AI coding agents. 93% token reduction, 6× longer sessions. Serena + Semble + Headroom + RTK + mem0 in one installer.

★ 1
34
25

Tokenhub

Gravitied

Production-packaged MCP server for coding agents that keeps the public tool surface small while routing file, git, web, database, package, browser, GitHub, and Sentry work through…

★ 1updated 5 months ago
34
26

Gcf Kotlin

blackwell-systems

GCF Kotlin implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

★ 1updated 18 days ago
34
27

Typesafe MCP

MarkChu-git

MCP server for TypeSafe AI's Jev: typed yes/no, choice and score answers with act / review / abstain gating.

★ 1updated 4 days ago
34
28

Laya Engine

Ydjin1984

Локальный движок типизированных решений (choice/score/noul) на Go + ONNX Runtime: ~322M параметров, один forward pass на батч вопросов, GPU/CPU, без Python в рантайме. Плагин и на…

★ 1updated 5 days ago
34
29

McpMux

Dynamic MCP multiplexer — one gateway, many upstream MCP servers.

34
30

Qarinah

Qarinah is evidence-linked project memory for coding agents - compact enough to save context, inspectable enough to trust.

34
31

Dotnet Toolkit

AI-native .NET code intelligence for faster, more accurate codebase navigation with lower token usage.

34
32

Capsule

Codex plugin MCP server (codex-plugin-mcp) for token efficiency, token reduction, context compression: exact-recoverable terminal, file, project, web, memory.

34
33

Gcf Rust

GCF Rust implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

34
34

Gcf Python

GCF Python implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

34
35

Gcf Go

GCF Go implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

34
36

Furl Ctx

Context compression for AI agents — cut token usage costs with retrievable CCR compression. Rust core + Python API, Claude Code & Codex plugin, MCP server. PyPI: furl-ctx

34
37

Gcf Typescript

GCF TypeScript implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

34
38

Gcf Swift

GCF Swift implementation. 100% LLM comprehension on every frontier model. 50-92% fewer tokens than JSON. 43B+ round-trips verified. Zero dependencies.

34
39

Tree Sitter Gcf

Tree-sitter grammar for GCF. Full spec compliance, WASM build for browser playground.

34
40

Urusilla

Open AI-agent interoperability research. Bring your own agent, complete verified public work, and earn contribution credit; if URSL launches, 1 credit = 1 URSL.

34
41

Axiolex

Shared tool discovery and execution for AI clients and applications across MCP, A2A, and internal tools—intent-ranked Top-K retrieval with centrally managed provider and tool chan…

34
42

Mugil Ide

Token-efficient autonomous AI IDE — a browser-based coding agent with an xterm.js terminal, smart caching, automatic model routing, and MCP tooling. Minimizes token cost while max…

34
43

Claude Token Efficient Setup

A tested setup guide and prompt workflow for pairing Claude Desktop with code-review-graph and filesystem MCP on macOS — for token-efficient AI-assisted development on large codeb…

34
44

Tokenectomy

Autonomous M2M MCP server that scrubs framework noise & redacts secrets from AI agent error logs before they hit your context window

34
45

Betterthantoon

blackwell-systems

GCF vs TOON benchmark data

34
46

Memorycore AI For Codex

ufo8mycow14

MemoryCore Ai - For Codex: persistent memory via MCP with a 24-hour idle window for delayed memory consolidation, TurboVec semantic search and source-checked context to reduce tok…

34
47

Gcf Vscode

blackwell-systems

VS Code syntax highlighting for GCF, the AI-native wire format for structured data. 71% fewer tokens than JSON.

34
48

Graphscout

nguyenminhduc9988

Cached, incremental code-graph maps so AI agents query code structure instead of reading whole files. CLI + MCP, wires into Claude Code, Codex, Gemini CLI, Cursor. Auto-sync watch…

34
49

Pare

noygrant11137

Dev tools, optimized for agents. Structured, token-efficient MCP servers for git, test runners, npm, Docker, and more.

updated 4 days ago
34
50

Betterthanjson

blackwell-systems

No description published.

30
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