OpenDevin

4

4everland/4everland-hosting-mcp

Various

🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and A

A

AceDataCloud/MCPShortURL

Various

MCP server for short URL creation and management through Ace Data Cloud.

A

aegis-dq/aegis-dq

Various

Open, audit-grade agentic data quality framework with portable industry packs

A

agentgraph-co/agentgraph

Various

AgentGraph: Trust and identity layer for the agent internet

A

AgentHotspot

Various

🔍 MCP server to search 6,000+ AI agent MCP connectors from AgentHotspot.com Marketplace

A

agenticempire/axint

Various

Apple-native execution layer for AI coding agents: compile, validate, repair, and prove Swift surfaces.

A

agenticmail/agenticmail

Various

Email, SMS & phone-call infrastructure for AI agents — send and receive real email and text messages, and place agent-driven outbound voice calls, all programmatically

A

agentkitai/agentlens

Various

Open-source observability and audit trail platform for AI agents. MCP-native, tamper-evident event logging, real-time dashboard.

A

agentra

ai.agentrapay

Identity oracle and trust layer for autonomous AI agents. Bidirectional KYA and trust scoring.

A—

AgentTrust — Identity & Trust for A2A Agents

ai.agenttrust

MCP server for AgentTrust — A2A communication, agent identity, HITL escalation, and prompt injection detection

A

agntor/mcp

Various

📇 ☁️ 🍎 🪟 🐧 - MCP audit server for agent discovery and certification. Provides trust and payment rail for AI agents including identity verification, escrow, settlement, and repu

AC

AirShelf Catalog

ai.airshelf

Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.

A

ajipurn/fida

Various

a local-first secret leak prevention layer for AI coding agents

A

albertnahas/icogenie-mcp

Various

MCP server for IcoGenie - Enable AI agents to generate SVG icons programmatically

A

Aleksey-Panf/b2b-enrichment-mcp

Various

Unified MCP server combining Hunter.io and Apollo for B2B lead enrichment

A

AletaIndex/aletaindex-fin-narratives

Various

Financial narrative intelligence for AI agents — real-time narrative tracking, sentiment, and insights for US equities via MCP or REST API.

A

alexanderclapp/clirank-mcp-server

Various

MCP server for CLIRank - search, compare, and get docs for 420+ APIs ranked by AI-agent friendliness

A

alexanderzuev/supabase-mcp-server

Various

Query MCP enables end-to-end management of Supabase via chat interface: read & write query executions, management API support, automatic migration versioning, access to logs and mu

A

ananddtyagi/webpage-screenshot-mcp

Various

An MCP that gives your agent the ability to snap a screenshot of webpages. Useful when you want your agent to check its progress during development.

A

andrealufino/aapl-ads-mcp

Various

MCP server for Apple Search Ads API v5 — read-only, self-hosted

A

andreas-roennestad/openhive-mcp

Various

MCP server for OpenHive — search and contribute to a shared knowledge base of AI-discovered problem-solution pairs

A

ankitkapur1992-hlido/hlido-mcp

Various

Hlido MCP server — independent AI-agent trust scores, claim audits & comparisons over JSON-RPC. Live at hlido.eu/mcp

A

aranjan/kite-mcp

Various

MCP server for Zerodha Kite -- trade Indian stocks via any MCP-compatible AI assistant

A

ark-forge/arkforge-mcp

Various

Third-party cryptographic proof for AI agent API calls — ArkForge Trust Layer MCP server

A

ashlesh-t/cognirepo

Various

Local cognitive infrastructure for AI coding agents — semantic memory, repository intelligence, and MCP tools to reduce token usage.

A

avisangle/calculator-server

Various

A comprehensive Go-based MCP server for mathematical computations with 13+ tools

A

azeth-protocol/mcp-server

Various

MCP server for Azeth — smart accounts, payments, reputation, and discovery tools for AI agents

B

bakyang2/kr-crypto-intelligence

Various

Korean crypto market data API for AI agents. Kimchi premium, exchange prices, FX rates. x402 pay-per-use on Base.

B

basicmachines-co/basic-memory

Various

AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN

B

benswel/qr-agent-core

Various

QR-as-a-Service API for AI agents — 34 MCP tools, 11 QR types, dynamic links, scan analytics, webhooks, custom domains. REST API + MCP server.

B

bitteprotocol/mcp

Various

📇 - Bitte Protocol integration to run AI Agents on several blockchains.

B

blackwell-systems/agent-lsp

Various

Your coding agent is editing blind. agent-lsp gives it type-aware navigation, blast-radius analysis, and pre-verified edits. 50 tools, 21 skills, 30 languages.

B

bmdhodl/agent47

Various

Your AI agent just burned $200. AgentGuard stops it at $5. Runtime cost guardrails for AI agents — budget enforcement, loop detection, kill switch. Zero dependencies, MIT licensed.

B

bobbyrgoldsmith/quarterback

Various

Strategic task prioritization and agent orchestration for multi-project operators

B

botwallet-co/mcp

Various

MCP server for Botwallet — Give any AI agent a wallet via Model Context Protocol. FROST threshold signing, x402 paid APIs, spending guard rails.

C

cablate/mcp-google-map

Various

A powerful Model Context Protocol (MCP) server providing comprehensive Google Maps API integration with LLM processing capabilities.

C

Cactusinhand/mcp_server_notify

Various

Send system notification when Agent task is done.

C

callstackincubator/agent-device

Various

CLI to control iOS and Android devices for AI agents

C

capsulerun/bash

Various

Sandboxed bash for agents. Track changes on every command.

C

ccf/agentcairn

Various

Long-term, cross-project memory for AI coding agents. Your own Obsidian vault as the source of truth. Daemonless and without opaque databases, your memory belongs to you.

C

clicks-protocol/mcp-server

Various

Autonomous yield for AI agents on Base. 80% liquid, 20% earning. No lockup. One SDK call.

C

CodeAbra/iai-mcp

Various

The best-benchmarked open-source memory system for AI coding assistants

C

codex-data/codex-mcp

Various

A Model Context Protocol server for the Codex API

C

colapsis/transfa

Various

WeTransfer for agents. Dead-simple file sharing CLI for AI agents and developers.

C

context-rot-detection

Various

Context Rot Detection & Healing MCP Service — gives AI agents self-awareness about their cognitive state

C

cqtrinv/trinvmcp

Various

a MCP server for TRINV

C

creatorrmode-lead/avp-sdk

Various

Action Control for autonomous agents. Check posture. Gate risky actions. Prove execution. Fits your existing agent stack.

C

cryptosquanch/legends-mcp

Various

Chat with legendary founders & investors via MCP. No API key required!

D

davidmosiah/astral-mcp

Various

Precision-audited astrology MCP for AI agents — natal charts, transits, synastry & moon phases. Local-first, no API key, no account.

D

dealx/mcp-server

Various

MCP Server for DealX platform

D

debridge-finance/debridge-mcp

Various

MCP server that gives AI agents the ability to execute cross-chain cryptocurrency swaps and transfers via the deBridge protocol

D

DIALLOUBE-RESEARCH/hypernatt-terminal

Various

BTC Decision Terminal for AI Agents — live vault-backed signals, on-chain proof, cross-chain swap. Verify in real time.

D

docs-mcp

ac.tandem

Tandem is the authority layer for AI-first work: runtime authority for agents, tools, memory, approvals, and audit trails.

D

douglasgan/asktian

Various

MCP server for askTIAN — Chinese metaphysics (bazi, qimen, 5-element, daily energy) as decision-support tools for AI agents. npm: @asktian/mcp-server

D

dugubuyan/agent-nexus

Various

A service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Implements versioned Markdown store, pub-sub notifications, and diff-aware

E

echology-io/decompose

Various

The missing cognitive primitive for AI agents. Decompose any text into classified semantic units — authority, risk, attention, entities. No LLM. Deterministic.

E

edgarriba/prolink

Various

🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents

E

ejcho623/agent-breadcrumbs

Various

Cross-platform agent logging and observability

E

ejentum/ejentum-mcp

Various

MCP server for the Ejentum API. 8 cognitive operations across 4 harnesses (reasoning, code, anti-deception, memory) in dynamic and adaptive modes.

E

eliasfire617/crypto-market-data-mcp

Various

Read-only crypto market data MCP server (price, funding rates, open interest, long/short, order book, candles) across major exchanges via CCXT.

E

etsd-tech/mcp-pointer

Various

MCP tool: let you point at DOM elements for your favorite agentic coding tool. Let AI see what you see.

E

evc-team-relay-mcp

Various

MCP server for reading and writing Obsidian vault documents via EVC Team Relay

F

FantomaSkaRus1/telegram-bot-mcp

Various

Full-featured Telegram Bot API MCP server with 174 tools for Claude Code and AI agents

F

fernikolic/clawdentials

Various

📇 ☁️ - Trust layer for AI agent commerce — escrow-protected payments, verifiable reputation scores, and Nostr identity (NIP-05) for agents. Supports USDC, USDT, and BTC (Cashu).

F

ferodrigop/forge

Various

Terminal MCP server for AI coding agents — spawn, manage, and monitor PTY sessions via the Model Context Protocol

F

fotoetienne/gqai

Various

Turn any GraphQL endpoint into a set of MCP tools

G

gamosoft/NoteDiscovery

Various

Your Self-Hosted Knowledge Base

G

gbrigandi/mcp-server-cortex

Various

MCP Server for Cortex

G

getpoststack/mcp

Various

MCP server for the PostStack Email API — 84 tools, 5 prompts, 5 resources for AI agents.

G

giskard09/argentum-core

Various

ARGENTUM core — karma economy for agents and humans

G

giskard09/giskard-oasis

Various

A still point for AI agents in fog — return to flow, pay in sats

G

GLips/Figma-Context-MCP

Various

MCP server to provide Figma layout information to AI coding agents like Cursor

H

Haiku-Trading/haiku-mcp-server

Various

MCP server for DeFi execution — lets AI agents swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains

H

hedging8563/tokenlab-mcp-server

Various

OpenAPI-generated MCP server for TokenLab text, image, video, music, 3D, audio, files, embeddings, rerank, translation, and async tasks.

H

henilcalagiya/mcp-apple-notes

Various

An local mcp server for interacting with Apple Notes via LLM.

H

hifriendbot/agentwallet-mcp

Various

Permissionless wallet infrastructure for AI agents. Create wallets, sign transactions, and broadcast on EVM + Solana. Pay and accept x402 payments. Built-in guards. No KYC. Up to 5

H

hoqqun/stooq-mcp

Various

🦀 Rust MCP server for stock prices from stooq.com | 株価取得MCPサーバー

H

Hypersequent/qasphere-mcp

Various

MCP Server for QA Sphere TMS

I

IgorGanapolsky/mcp-memory-gateway

Various

Agent governance for ThumbGate: 👍/👎 become Pre-Action Checks that block repeat mistakes before code, money, or customer systems change.

I

IgorGanapolsky/ThumbGate

Various

Agent governance for ThumbGate: 👍/👎 become Pre-Action Checks that block repeat mistakes before code, money, or customer systems change.

I

inkog-io/inkog-mcp

Various

Inkog MCP Server — the pre-flight check for AI agents

I

io.github.opsconduit/jobber-mcp

Various

Read-only MCP connector for Jobber field-service operations.

I

Ivy-Innovation/cubelife

Various

Give your AI agent a persistent pixel-art character. Node SDK, Python SDK, CLI, and MCP server.

J

jacobsd32-cpu/djd-agent-score-mcp

Various

MCP server for DJD Agent Score — reputation scoring tools for AI assistants

J

joepangallo/mcp-server-agentpay

Various

MCP server for AgentPay — payment gateway for autonomous AI agents. Discover, provision, and pay for MCP tool APIs.

J

joinly-ai/joinly

Various

Make your meetings accessible to AI Agents

J

jstibal/openterms-mcp

Various

MCP server that provides signed receipts before an agent takes an external action.

J

jyjune/mcp_vms

Various

MCP server for controlling and accessing a video surveillance system

K

karanb192/reddit-mcp-buddy

Various

Clean, LLM-optimized Reddit MCP server. Browse posts, search content, analyze users. No fluff, just Reddit data.

K

keenableai/keenable-mcp

Various

MCP server for live web search and clean-markdown page fetch over the Keenable web index (hosted; stdio bridge via @keenable/mcp).

K

kerbelp/metatron

Various

Metatron is a self-hosted system that captures a codebase's real implementation decisions — preferred patterns, rejected approaches, edge cases, internal conventions — as structure

K

Khamel83/argus

Various

Multi-provider web search broker for AI agents. 14 providers, budget-aware routing, content extraction — one API.

K

knowledgepa3/gia-mcp-server

Various

MCP server for GIA Governance — runtime governance for AI agents. 33+ tools. Free starter key → gia.aceadvising.com/get-api-key

K

kukapay/dex-pools-mcp

Various

An MCP server that provides AI agents with real-time access to DEX liquidity pool data.

K

kukapay/pancakeswap-poolspy-mcp

Various

An MCP server that tracks newly created liquidity pools on Pancake Swap

K

kukapay/raydium-launchlab-mcp

Various

An MCP server that enables AI agents to launch, buy, and sell tokens on the Raydium Launchpad(aka LaunchLab).

K

kukapay/rug-check-mcp

Various

An MCP server that detects potential risks in Solana meme tokens.

L

Linked-API/linkedapi-mcp

Various

MCP server that lets AI assistants control LinkedIn accounts and retrieve real-time data.

M

macrocosm-os/macrocosmos-mcp

Various

The MCP for macrocosmos subnets.

M

markmhendrickson/neotoma

Various

Your agents forget. Neotoma makes them remember.

M

MastadoonPrime/sylex-search

Various

Universal search engine for AI agents. Discover products, services, and businesses across every category via MCP.

BS

Brave Search MCP

Brave (reference implementation)

MCP server that gives any agent privacy-respecting web search via the Brave Search API. The default research primitive.

GM

GitHub MCP Server

GitHub

GitHub's official MCP server. Issues, PRs, repos, search, releases, all under one MCP surface.

M

memstate-ai/memstate-mcp

Various

memstate-ai/memstate-mcp — indexed from awesome-mcp-servers-punkpeye

M

mickaelkerjean/filestash

Various

:filefolder: File Management Platform / Universal Data Access Layer (without FUSE)

M

minhoyoo-iotrust/WAIaaS

Various

Wallet-as-a-Service for all AI agents in the world

M

mnemox-ai/idea-reality-mcp

Various

Pre-build reality check for AI coding agents. Scans GitHub, HN, npm, PyPI, Product Hunt. MCP server. 290+ stars.

M

mrexodia/user-feedback-mcp

Various

Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.

N

n8daniels/RulesetMCP

Various

Weight-On-Wheels for AI: MCP server that keeps every agent grounded in your project's rules

N

namixai/signer-mcp

Various

Usenami Signer MCP — sign CEX/DEX orders (Binance, OKX, Asterdex) from any MCP-aware AI agent; the signing key never leaves an AWS Nitro Enclave (attested PCR0). 5 tools, stdio.

N

ndl-systems/kevros-mcp

Various

ndl-systems/kevros-mcp — indexed from awesome-mcp-servers-punkpeye

N

neptun2000/heor-agent-mcp

Various

neptun2000/heor-agent-mcp — indexed from awesome-mcp-servers-punkpeye

N

nicholasbester/clickup-cli

Various

CLI for the ClickUp API, optimized for AI agents

N

ntriq-gh/ntriq-agentshop

Various

AI agent data market — 6 analysis APIs via x402 micropayments (USDC on Base). Pay-per-use document intelligence, invoice extraction, PII detection, sentiment analysis. No API keys

OM

Obsidian MCP Server (MarkusMcNugen)

MarkusMcNugen (community)

Expose an Obsidian vault as MCP resources and tools — read, write, search notes, and manage tags and links from any MCP-compatible agent.

O

omni-mcp/isaac-sim-mcp

Various

Isaac Simulation MCP Extension and Server

O

ONE8943/ai-furniture-hub

Various

MCP server for AI agents: 15 tools, 300+ products, 31 categories. mm-precision furniture search, curated sets, replacement finder with fitscore, AI visibility diagnosis, OpenAPI 3.

O

OpenDataMCP/OpenDataMCP

Various

Connect any Open Data to any LLM with Model Context Protocol.

O

openpouch/openpouch

Various

Agent-native hosting: coding agents deploy apps to a live URL in one command - no account, no CAPTCHA. CLI + MCP server, Apache-2.0.

O

OSOJDJD/deeplook

Various

Company intelligence for AI agents — any company, one call

P

panther-labs/mcp-panther

Various

Write detections, investigate alerts, and query logs from your favorite AI agents

P

PascaleBeier/hitkeep

Various

HitKeep is privacy-first analytics for humans and AI agents, self-hosted or in managed EU/US cloud regions.

P

payclaw/mcp-server

Various

Badge identity + virtual Visa cards for AI agents. MCP-native.

P

Pearch-ai/mcp_pearch

Various

The most accurate people search API/MCP. Natural language in, high-quality candidates out. Built for ATSs and AI Agents.

P

phuocdu/agentpay-vn

Various

VietQR payment rail for AI agents — Python SDK + MCP server. agentpay.servicesai.vn

P

pi22by7/In-Memoria

Various

Persistent Intelligence Infrastructure for AI Agents

P

portel-dev/ncp

Various

Natural Context Provider (NCP). Your MCPs, supercharged. Find any tool instantly, load on demand, run on schedule, ready for any client. Smart loading saves tokens and energy.

Q

qinisolabs/icdwise

Various

Verified ICD-10-CM code lookup & validation for AI agents — official descriptions, not guesses.

Q

QuantGeekDev/mongo-mcp

Various

A mongo db server for the model context protocol (MCP)

Q

QuantOracledev/quantoracle

Various

63 deterministic quant computation tools for autonomous financial agents. Options, derivatives, risk, portfolio, statistics, crypto/DeFi, macro/FX, TVM. 1,000 free calls/day — no s

R

rascal-3/chainanalyzer-mcp

Various

MCP Server for ChainAnalyzer(https://chain-analyzer.com)

R

raychao-oao/pty-mcp

Various

MCP server for interactive terminal sessions — local shells, SSH, serial ports, and persistent remote sessions

R

refined-element/lightning-enable-mcp

Various

MCP server enabling AI agents to make Lightning Network payments

R

rikarazome/prolog-reasoner

Various

SWI-Prolog as a logic calculator for LLMs — MCP server and Python library

R

Rootly-AI-Labs/Rootly-MCP-server

Various

Rootly MCP server

S

s-b-e-n-s-o-n/portkey-admin-mcp

Various

Full Portkey Admin API MCP server

S

s2-streamstore/s2-sdk-typescript

Various

TypeScript SDK for S2, the durable streams API

S

sekera-radim/impri

Various

Human-in-the-loop approval inbox for AI agents. An agent proposes an action, a human approves or rejects it, then it runs. Watchers + approval inbox, MCP + REST, self-hostable (MIT

S

sgx-labs/statelessagent

Various

Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.

S

Shweta-Mishra-ai/tokenmizer

Various

Graph memory for AI agents — decisions, context, and session history that survive across every conversation. Works with any LLM.

S

smart-mcp-proxy/mcpproxy-go

Various

Supercharge AI Agents, Safely

S

Snowflake-Labs/mcp

Various

MCP Server for Snowflake including Cortex AI, object management, SQL orchestration, semantic view consumption, and more

S

snyk/studio-mcp

Various

🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.

S

SoapyRED/freightutils-mcp

Various

FreightUtils MCP Server — 19 free freight tools for AI agents

S

Sowiedu/Edict

Various

A programming language designed for AI agents. No parser, no syntax — agents produce AST directly as JSON. Statically typed, effect-tracked, contract-verified, compiled to WASM via

S

spotdb

ai.aliengiraffe

Give your agents a secure, containerized SQL sandbox with MCP or API access enabled with DuckDB. No infra required, quick spin-up cycle. Push any CSV — query, analyze, and move on.

S

srclight/srclight

Various

Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerate

S

stfade/moth

Various

A debugging workflow plugin for AI coding agents. Turns terminal failures into source-backed fixes via MCP and structured skills.

S

supertone-inc/supertone-mcp

Various

[](https://glama.ai/mcp/servers/supertone-inc/supertone-mcp) 🐍 ☁️ 🍎 🪟 🐧 - High-quality Supertone TTS API: generate speech, search & preview the voice catalog, predict duration/

T

tanigami/mcp-server-perplexity

Various

🐍 ☁️ - Interacting with Perplexity API.

T

tao-izm/devpulse-mcp

Various

Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your dev environment

T

TeamSafeAI/LIFE

Various

LIFE — Persistent identity architecture for AI agents. 16 MCP servers: drives, heart, memory, patterns, journal, genesis, garden, vision, voice, and more. Zero dependencies. Built

T

Thezenmonster/agentmem

Various

Governed memory for long-lived coding agents. Trust, provenance, conflict detection. Local-first.

T

tickstem/mcp

Various

MCP server for Tickstem — AI agent integration for cron jobs and email verification

T

tinybirdco/mcp-tinybird

Various

🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client.

T

tobocop2/lilbee

Various

Run local AI models, search your files and code, and crawl the web, all in one program. Cited answers, local-first, with an MCP server for your coding agent. TUI, CLI, REST API, an

T

TonyWang-hub/mcp-cn-commerce

Various

Chinese e-commerce MCP servers — let AI agents read merchant business data (Ocean Engine, Douyin Shop, JD.com, Taobao, Pinduoduo). 电商经营数据 MCP 连接器。

T

tradercjz/dolphindb-mcp-server

Various

dolphindb-mcp-server

T

tstockham96/engram

Various

Universal memory layer for AI agents. Remember, recall, consolidate.

U

ugurcl/dbridge-mcp

Various

MCP server that lets AI agents query SQL databases in natural language - read-only, with column masking, row caps, and query limits. SQLite / PostgreSQL / MySQL.

U

untitledfinancial/dpx-mcp

Various

MCP server for DPX — AI intelligence oracle and institutional cross-border settlement rail via Base mainnet

V

V0v1kkk/DotNetMetadataMcpServer

Various

A Model Context Protocol (MCP) server that provides detailed type information from .NET projects for AI coding agents.

V

var-gg/mcp

Various

🚀 Project Meta Management MCP - Manage standard variable names and constants per project and integrate with LLM through Model Context Protocol

V

vighriday/Veris

Various

Behavioral Verification Infrastructure — MCP-native intelligence layer for autonomous software correctness. 17 MCP tools, semantic workflow grouping, drift detection, counterfactua

V

Vovala14/vynly-mcp

Various

MCP server for Vynly — the AI-only social feed. Post, read, search, and spark from any MCP-aware agent.

W

weaviate/mcp-server-weaviate

Various

MCP (Model Context Protocol) server for Weaviate

W

wende/cicada

Various

AI Coders search blindly. Be their guide.

W

Whatsonyourmind/oraclaw

Various

Deterministic decision-intelligence MCP server for AI agents — 17 tools, 21 algorithms (LinUCB, HiGHS LP/MIP, PageRank, Monte Carlo, CMA-ES, conformal). Sub-25ms. Zero LLM cost. AA

W

wundervault/wundervault-mcp

Various

MCP server for Wundervault — give AI agents zero-knowledge vault secrets without exposing plaintext keys. AGPL-3.0.

X

XJTLUmedia/Context-First-MCP

Various

📇 ☁️ 🏠 🍎 🪟 🐧 - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-

Y

Yarmoluk/ckg-mcp

Various

Context optimization for AI agents — 97 domain knowledge graphs, MCP-native traversal. 4× F1 of RAG, 11× fewer tokens per query.

Y

yjcho9317/nworks

Various

Full-featured MCP server and CLI for LINE WORKS (NAVER WORKS) — 26 tools covering messages, calendar, drive, mail, tasks, and boards. Automate with AI agents or scripts.

Z

ZeparHyfar/mcp-datetime

Various

A MCP server for datetime formatting and file name generation.

Z

Zhonghao1995/agentic-swmm-workflow

Various

Agentic SWMM is an automated, auditable, and memory-informed framework for reproducible stormwater modelling, integrating QGIS and EPA SWMM through the aiswmm runtime, reusable Ski

A

afghanfansmedia-ai/songcheck-mcp

Various

Is this song AI or human? Detect AI-generated music (Suno, Udio, and more) from any AI agent. MCP server by Khaled Media.

A

alexar76/aimarket-oracle-gateway

Various

MCP server: verifiable oracle services (Platon VRF, Chronos VDF, LUMEN reputation) for AI agents — pay-per-call over the AIMarket protocol, every result independently verifiable.

A

arthiqlabs/vedaksha

Various

Vedaksha — clean-room Vedic astrology & astronomical ephemeris engine (kundali, panchanga, dashas, nakshatras, vargas) with sub-arcsecond precision. Rust, Python, WebAssembly, and

C

chaoz23/srdcheck

Various

Rules lawyer for agents. Deterministic rules verdicts for game-running agents: cited, reproducible, honest about jurisdiction. SRD 5.2.1 + 5.1 adapters.

D

datacharter/datacharter

Various

Your data, explored locally — and your AI agents kept on a leash. A federated data explorer with governed agentic access.

D

dengyier/OpenWorkProof

Various

Open protocol for AI agent work contracts and verifiable execution — authorization, evidence, and acceptance for multi-agent systems

D

dshakes/distil

Various

Compression with a quality contract — cache-aware, causally-pruned LLM context compression for agentic runtimes, certified non-inferior across 7 domains. Works with any SDK.

G

gopalrajsuresh/covalent-bond

Various

Peer-to-peer, end-to-end-encrypted collaboration channel for AI coding agents over MCP. The relay never sees your data.

M

MarcellM01/TinySearch

Various

Shrink the web for your agents! Token-efficient, fast and fully local web search and research.

M

MS-Teja/Glyphic

Various

Glyphic is an open source diagram engine that lets AI agents generate production-quality diagrams from structured JSON, without SVG, Mermaid, or a browser.

N

natiixnt/redcon

Various

a tool that reduces token usage and request waste in coding-agent workflows by selecting, compressing, caching, and budgeting repository context

N

nomadop/session-watcher

Various

Context is inventory. Know when to restock.

S

seldonframe/reelier

Various

Agents make claims. Reelier writes receipts — record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift.

S

ShekharBhardwaj/AgenticLedger

Various

Local-first flight recorder for AI agents: every LLM call, tool call, cost, and loop captured by a transparent proxy. Zero code changes.

S

SLP-DEV1/qwen-dap-mcp

Various

Autonomous native crash debugging for Qwen Code via DAP → MCP. CodeLLDB, crash dumps, runtime evidence and agentic verification.

S

Sugra-Systems/sugra-api-mcp

Various

Sugra MCP: connector between LLM agents and world data. 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, gov

S

sylin-org/ghostlight

Various

Give compatible AI agents a visible workspace in the Chromium browser you already use. Local-first, with optional policy and audit.

T

telly6/searchpin

Various

Free web search for AI agents — multi-engine parallel, smart re-ranking, zero API keys. | 免费 AI 联网搜索 — 多引擎并行、语义重排、零 API Key

T

trustscoreagent/trustscoreagent

Various

Free, open reputation registry for AI microservices. Agents check trust scores before calling any service.

A

adacreativeco/ada-turbo-ai-mcp

Various

ADA Creative Co. Agency OS delivers 20+ AI roles over MCP (Model Context Protocol) and a retro Pixel Office Web Visualizer.

M

myelixlabs/synapse-mcp

Various

Free, 100% local MCP server. Turns your codebase into an AST knowledge graph so AI coding agents (Claude, Cursor, Copilot) get exact caller trees, semantic search, and safe writes

O

Odrin/rhizome-mcp

Various

Crash-safe task tracking for AI coding agents over MCP: expiring leases, resumable attempts, version-pinned reviews. One Go binary, one SQLite file per project.

R

Role1776/mcp-retrieval

Various

Fast, idiomatic Go MCP server for web search, image search, and page scraping to Markdown. Runs locally, no API keys, free.

V

vikasny30/aletheia-mcp

Various

Model Context Protocol (MCP) server for Aletheia: Sub-millisecond runtime safety & scope creep (S3) filter for AI agent tool calls

Z

zarcherlot/code-relay

Various

[](https://glama.ai/mcp/servers/zarcherlot/code-relay) 🏎️ 🏠 🍎 🪟 🐧 - Branch-scoped runbooks and cross-machine verification with auditable receipts for coding agents.

Z

Zydanny/x402-intel-engine

Various

x402 market intelligence API for autonomous agents

AA

AgentDM: Agent to Agent Communication Platform

ai.agentdm

Agent communication platform for agent to agent messaging via MCP. Messages, channels, skills.

A

AgentDM

ai.agentdm

AgentDM Grid API endpoint. Connect any MCP-compatible AI agent to send and receive direct messages. Supports OAuth 2.0 and API key authentication.

AT

Agentic Terminal Directory

ai.agenticterminal

Agent commerce directory for OP-verified Lightning, BOLT12, L402, and USDT merchants

A

arian-gogani/nobulex

Various

The trust economy for autonomous AI agents. Credit scores for machines. Agents earn Trust Capital through verified behavior, gating what they are allowed to do. Autonomy earned, no

A

ayushagrawal288/memex

Various

Production-grade persistent memory service for AI agents — FastAPI + pgvector + local ONNX embeddings

B

bababoi-bibilabu/agent-mq

Various

Message queue for AI coding assistants. Let your AI agents talk to each other.

C

Chimera-Protocol/csl-core

Various

Deterministic policy language for AI agents. Z3 + TLA+ dual-engine formal verification. Runtime enforcement <1ms.

D

danieldoderlein/llm-bus

Various

Open-source coordination engine for AI agents, over MCP. Atomic claims, shared ledger, leases, presence, handoffs, tasks. Self-host it or use the hosted service at llm-bus.com.

F

FastMCP

Various

🚀 The fast, Pythonic way to build MCP servers and clients.

F

feedthrough/feedthrough

Various

A debug bridge embedded inside your web app, exposing runtime internals to AI agents via MCP.

G

getaegis/aegis

Various

Credential isolation for AI agents. Local-first transparent proxy — your agent never sees your API keys.

H

handsomejustin/mijia-control

Various

MijiaPilot - 小米-米家生态 × MCP × CLI x AI Agent × HomeKit 全桥接家庭智能家居平台。

H

hileamlakB/PRIMS

Various

PRIMS is a lightweight, open-source Model Context Protocol (MCP) server that lets LLM agents safely execute arbitrary Python code in a secure, throw-away sandbox.

I

InsForge/insforge-mcp

Various

📇 ☁️ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as prod

J

japlete/md-vision-mcp

Various

stdio MCP server to read or index markdown with images

J

JhiNResH/maiat-protocol

Various

The trust layer for agentic commerce. Trust oracle for AI agents and tokens — powered by on-chain behavioral data, community reviews, and EAS attestations.

J

justinstimatze/gemot

Various

Structured deliberation MCP server for AI agent coordination

K

kagan-sh/kagan

Various

The Orchestration Layer for AI Coding Agents

K

knewstimek/agent-tool

Various

MCP tool server for AI coding agents -- encoding-aware file tools, binary analysis, DAP debugger, SSH/SFTP, process memory, and more

M

MARUCIE/authbox

Various

Your keys. Your identity. Unstoppable. -- Seed-phrase password manager with AI agent gateway.

M

mnlt/wellread

Various

Collective research memory for AI agents

M

msaad00/agent-bom

Various

AI supply-chain security scanner and self-hosted control plane for agents, MCP, SBOM/SARIF, graph findings, runtime enforcement, and compliance evidence.

M

musharna/jobd

Various

Self-hostable GPU-aware job broker for your own machines, with native MCP/agent integration

N

NazarKalytiuk/tarn

Various

CLI-first API testing tool. YAML-defined tests, structured JSON output, built for AI-assisted workflows.

N

NicolasPrimeau/artel

Various

Self-hosted coordination layer for AI agent fleets: shared memory, tasks, messaging, and session handoffs. Instances mesh together via feeds and mDNS. An autonomous archivist keeps

O

oerc-s/primordia

Various

AI Agent Economic Settlement Infrastructure - Machine-to-Machine Clearing

O

oxgeneral/agentnet

Various

Your agent has zero users. This fixes that. An agent-to-agent referral network where AI agents discover each other, cross-refer users, and earn credits. Available as an MCP server

S

SagaPeak/artifacta-mcp

Various

Official MCP server for Artifacta — artifact store for AI agents. Persist, list, and hand off run outputs with session metadata, dedup, and expiring share links. TypeScript + Pytho

S

SecurityRonin/alaya

Various

A memory engine for conversational AI agents, inspired by neuroscience and Buddhist psychology

S

sgateway/s-gw

Various

Local credential control for AI coding agents.

T

toadlyBroodle/satring

Various

Discover, rate, and pay for APIs over Bitcoin Lightning. The L402 + x402 service directory for the agent economy.

U

unibaseio/membase-mcp

Various

A lightweight decentralized memory gateway that connects AI agents to Membase for persistent, verifiable multi-session memory.

V

vornicx/Midas

Various

Local-first, eval-first memory for long-horizon AI agents — no LLM at ingest. Python SDK + MCP server with source-traceable recall, belief revision, selective forgetting, and repro

W

webaesbyamin/agent-receipts

Various

Cryptographic receipts for AI agent actions. MCP server, SDK, CLI, and dashboard. Local-first, zero infrastructure.

X

xpaysh/awesome-x402

Various

🚀 Curated list of x402 resources: HTTP 402 Payment Required protocol for blockchain payments, crypto micropayments, AI agents, API monetization. Includes SDKs (TypeScript, Python,

A

alexcloudstar/makers.page-mcp

Various

[](https://glama.ai/mcp/servers/alexcloudstar/makers.page-mcp) 📇 🏠 🍎 🪟 🐧 - Local MCP server that drafts channel-native X posts from your coding agent with human approval. Draf

J

jessedu29260-netizen/booboo

Various

Booboo — the unified operational brain. Wiring + knowledge + memory + agents + crons fused into one rooted, queryable 3D graph. REST + MCP + million-node 60fps viewer.

R

realMNohgee/hermtica

Various

Social site for Hermes AI Agents and a marketplace for AI Agent tools and services. AI Agent to AI Agent Commerce.

S

Sofiia7/ARC

Various

Decentralized bounty board where AI agents and humans compete for the same work on Arc - ERC-8183 escrow + ERC-8004 identity/reputation, USDC-native settlement.

S

spanlens/Spanlens

Various

Open source LLM observability and monitoring. Drop-in proxy for OpenAI, Anthropic, and Gemini with request logging, cost tracking, and agent tracing. Self-host with one Docker comm

Y

yamantaka520/Agent-Memory-OS

Various

Local-first memory engine for AI-agent teams — private/team/project ACL, associative recall, federated sync, and a built-in MCP server. One SQLite file, no LLM required. Apache-2.0

C

claimidx/claimidx

Various

Prior art for AI agents. Public signed claim index of failures other agents have already paid to solve.

D

deed-lang/deed

Various

The Deed programming language. Built for code that agents write and humans review.

K

Keesan12/martin-loop

Various

Make AI coding agents safe to scale autonomously: assign work, cap spend, enforce policy, verify output, roll back failures, learn from loops, and prove ROI across every repo.

M

maxfain/basedagents

Various

An open registry for discovering, verifying, and trusting AI agents.