Enterprise DNA Enterprise DNA
O Open Source Frameworks medium

CrewAI

by CrewAI

Role-based multi-agent framework. Define crews of agents with roles, goals, and tasks, run them as a team.

OSS

CrewAI

Added 17 May 2026

#framework #multi-agent #python #open-source #crew

Overview

CrewAI is the most popular open-source framework for multi-agent collaboration. Define agent roles, give each one a goal and tools, let them coordinate. The mental model (a team of role-specialised agents) lands cleaner than a single graph for a lot of common workflows.

Best for

Best for
Teams who think in roles, not graphs

Use cases

  • Research crew: planner, researcher, writer, editor
  • Customer support crew with escalation roles
  • Sales-ops crew that qualifies, drafts, and routes
  • Internal-tooling crew across analyst, builder, reviewer roles

Notes

Why it matters

Not every team thinks in graphs. CrewAI’s role-and-goal model lands cleaner for teams coming from a project-management lens than from a backend orchestration lens.

How teams use it in production

Start with two roles, not five. Add real tools per role. Track per-role output quality before adding a third agent to the crew.

What to watch

The multi-agent frameworks (CrewAI, AutoGen, LangGraph, Swarm) are converging on a similar primitive set. Pick the mental model that fits your team, not the framework with the loudest demo.

Pros

  • Role-based mental model is intuitive for non-graph thinkers
  • Strong community and momentum
  • Reasonable tooling for handoffs between agents
  • Pairs with most provider SDKs

Cons

  • Less explicit state than LangGraph for very long flows
  • Multi-agent debugging is still hard, period
  • Production reliability needs careful engineering on top

Open-source & AI alternatives

Swap-in tools that solve the same job. Weigh the trade-offs before you commit.

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Various

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

★ 19
M MCP Dev low

KyaniteLabs/checkyourself

Various

Local-first production-readiness system for AI-built apps: read-only audit, evidence-based 0-100 score, guided fixes, learning plan, dashboard, CLI, and MCP.

★ 1
M MCP Dev low

KyrieTangSheng/mcp-server-nationalparks

Various

📇 ☁️ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks

★ 39
M MCP Dev low

Linked-API/linkedapi-mcp

Various

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

★ 54
M MCP Dev low

liveblocks/liveblocks-mcp-server

Various

MCP server for Liveblocks.

★ 16
M MCP Dev low

longbridge/longbridge-mcp

Various

longbridge/longbridge-mcp — indexed from awesome-mcp-servers-punkpeye

★ 7
M MCP Dev low

macrocosm-os/macrocosmos-mcp

Various

The MCP for macrocosmos subnets.

★ 28
M MCP Dev low

markmhendrickson/neotoma

Various

Your agents forget. Neotoma makes them remember.

★ 24
M MCP Dev low

MastadoonPrime/sylex-search

Various

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

★ 3
M MCP Dev low

memstate-ai/memstate-mcp

Various

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

★ 3
M MCP Dev low

mickaelkerjean/filestash

Various

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

★ 14,271
M MCP Dev low

minhoyoo-iotrust/WAIaaS

Various

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

★ 26
M MCP Dev low

mnemox-ai/tradememory-protocol

Various

Decision audit trail + persistent memory for AI trading agents. Outcome-weighted recall, SHA-256 tamper detection, 17 MCP tools.

★ 1,082
M MCP Dev low

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.

★ 708
M MCP Dev low

n8daniels/RulesetMCP

Various

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

★ 1
M MCP Dev low

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.

★ 0
M MCP Dev low

ndl-systems/kevros-mcp

Various

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

M MCP Dev low

neptun2000/heor-agent-mcp

Various

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

★ 5
M MCP Dev low

nicholasbester/clickup-cli

Various

CLI for the ClickUp API, optimized for AI agents

★ 18
M MCP Dev low

nikicat/mcp-wallet-signer

Various

MCP server that routes blockchain transactions to browser wallets for signing

★ 1
M MCP Dev low

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

★ 0
M MCP Productivity low

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.

M MCP Dev low

OctoTrip/rental-cars

Various

Free MCP server for rental car discovery. No login, no API key. Streamable HTTP + SSE.

★ 3
M MCP Dev low

oerc-s/primordia

Various

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

★ 0
M MCP Dev low

omni-mcp/isaac-sim-mcp

Various

Isaac Simulation MCP Extension and Server

★ 173
M MCP Dev low

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.

★ 0
M MCP Dev low

OpenDataMCP/OpenDataMCP

Various

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

★ 153
M MCP Dev low

openMF/mcp-mifosx

Various

Model Context Protocol - MCP for Mifos X

★ 23
M MCP Dev low

OSOJDJD/deeplook

Various

Company intelligence for AI agents — any company, one call

★ 10
M MCP Dev low

PascaleBeier/hitkeep

Various

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

★ 68
M MCP Dev low

payclaw/mcp-server

Various

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

★ 1
M MCP Dev low

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.

★ 7
M MCP Dev low

Pharaoh-so/pharaoh

Various

Pharaoh-so/pharaoh — indexed from awesome-mcp-servers-punkpeye

M MCP Dev low

phuocdu/agentpay-vn

Various

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

★ 0
M MCP Dev low

pi22by7/In-Memoria

Various

Persistent Intelligence Infrastructure for AI Agents

★ 168
M MCP Dev low

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.

★ 91
M MCP Dev low

prisma/mcp

Various

📇 ☁️ 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).

★ 42
M MCP Dev low

qinisolabs/bizdays

Various

Verified business-day math for AI agents: holidays + per-country weekends, not guesses.

★ 0
M MCP Dev low

qinisolabs/icdwise

Various

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

★ 0
M MCP Dev low

QuantGeekDev/mongo-mcp

Various

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

★ 173
M MCP Dev low

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

★ 5
M MCP Dev low

rascal-3/chainanalyzer-mcp

Various

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

★ 0
M MCP Dev low

raychao-oao/pty-mcp

Various

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

★ 8
M MCP Dev low

razz-games/razz-mcp

Various

Agent MCP for razz.games

★ 0
M MCP Dev low

refined-element/lightning-enable-mcp

Various

MCP server enabling AI agents to make Lightning Network payments

★ 8
M MCP Dev low

rikarazome/prolog-reasoner

Various

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

★ 8
M MCP Dev low

Rootly-AI-Labs/Rootly-MCP-server

Various

Rootly MCP server

★ 42
M MCP Dev low

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

Various

Full Portkey Admin API MCP server

★ 4
M MCP Dev low

s2-streamstore/s2-sdk-typescript

Various

TypeScript SDK for S2, the durable streams API

★ 30
M MCP Dev low

sachitrafa/YourMemory

Various

Agentic AI memory with Ebbinghaus forgetting curve decay. +16pp better recall than Mem0 on LoCoMo.

★ 232
M MCP Dev low

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

★ 0
M MCP Dev low

sgx-labs/statelessagent

Various

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

★ 19
M MCP Dev low

Shweta-Mishra-ai/tokenmizer

Various

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

★ 10
M MCP Dev low

sidclawhq/platform

Various

The approval and accountability layer for agentic AI. Identity → Policy → Approval → Trace. Try: npx sidclaw-mcp-guard demo

★ 10
M MCP Dev low

smart-mcp-proxy/mcpproxy-go

Various

Supercharge AI Agents, Safely

★ 239
M MCP Dev low

snaggle-ai/openapi-mcp-server

Various

Allow AI to wade through complex OpenAPIs using Simple Language

★ 894
M MCP Dev low

Snowflake-Labs/mcp

Various

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

★ 289
M MCP Dev low

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.

★ 48
M MCP Dev low

SoapyRED/freightutils-mcp

Various

FreightUtils MCP Server — 19 free freight tools for AI agents

★ 2
M MCP Dev low

sonirico/mcp-stockfish

Various

🐟 MCP server connecting AI systems to Stockfish chess engine

★ 12
M MCP Dev low

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

★ 6
M MCP Dev low

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.

★ 20
M MCP Dev low

sthan-io/mcp-server

Various

TypeScript SDK, MCP server, and CLI for sthan.io — US address verification, parsing, autocomplete, geocoding, and IP geolocation

★ 0
M MCP Dev low

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/

★ 2
M MCP Dev low

supertrained/rhumb

Various

Agent gateway for external tools — Rhumb Index scores services; Rhumb Resolve routes supported capability calls through governed execution rails.

★ 1
M MCP Dev low

tanigami/mcp-server-perplexity

Various

🐍 ☁️ - Interacting with Perplexity API.

★ 92
M MCP Dev low

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

★ 5
M MCP Dev low

telleroutlook/agentkit-js/mcp-server

Various

TypeScript + WASM agent runtime — a high-efficiency reimagination of smolagents

★ 0
M MCP Dev low

teodorofodocrispin-cmyk/trustboost-pii-sanitizer

Various

[](https://glama.ai/mcp/servers/teodorofodocrispin-cmyk/trustboost-api) 🐍 ☁️ - PII sanitization layer for autonomous AI agent pipelines. Detects and redacts emails, phone numbers,

★ 1
M MCP Dev low

teolex2020/AuraSDK

Various

Cognitive memory for AI agents. Pure Rust, <1ms recall, 2.7MB, zero cloud. Patent Pending.

★ 69
M MCP Dev low

Thezenmonster/agentmem

Various

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

★ 2
M MCP Dev low

thingsboard/thingsboard-mcp

Various

🎖️ ☕ ☁️ 🏠 🍎 🪟 🐧 - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.

★ 96
M MCP Dev low

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

★ 24
M MCP Dev low

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。

★ 9
M MCP Dev low

tradercjz/dolphindb-mcp-server

Various

dolphindb-mcp-server

★ 6
M MCP Dev low

tstockham96/engram

Various

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

★ 39
M MCP Dev low

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.

★ 1
M MCP Dev low

var-gg/mcp

Various

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

★ 4
M MCP Dev low

vighriday/Veris

Various

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

★ 0
M MCP Dev low

Vovala14/vynly-mcp

Various

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

★ 1
M MCP Dev low

warpfreight/warp-agent-mcp

Various

MCP server for the Warp freight API. Quote, book, and track LTL/FTL shipments from any MCP-compatible AI agent.

★ 2
M MCP Dev low

weaviate/mcp-server-weaviate

Various

MCP (Model Context Protocol) server for Weaviate

★ 162
M MCP Dev low

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

★ 8
M MCP Dev low

wundervault/wundervault-mcp

Various

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

★ 0
M MCP Dev low

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-

★ 0
M MCP Dev low

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.

★ 3
M MCP Dev low

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.

★ 11
M MCP Dev low

ZeparHyfar/mcp-datetime

Various

A MCP server for datetime formatting and file name generation.

★ 27
M MCP Dev low

Zhwt/go-mcp-mysql

Various

Zero burden, ready-to-use Model Context Protocol (MCP) server for interacting with MySQL and automation. No Node.js or Python environment needed.

★ 56
M MCP Dev low

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.

★ 1
M MCP Dev low

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.

★ 0
M MCP Dev low

arthiqlabs/vedaksha

Various

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

★ 3
M MCP Dev low

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.

★ 2
M MCP Dev low

datacharter/datacharter

Various

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

★ 12
M MCP Dev low

dengyier/OpenWorkProof

Various

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

★ 134
M MCP Dev low

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.

★ 16
M MCP Dev low

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.

★ 0
M MCP Dev low

lizhuojunx86/chinese-history-mcp

Various

A traceable Chinese-history MCP server: 4 tools over 9 classical texts (先秦-汉魏), every result cited (book→chapter→paragraph), honest reviewstatus. Zero runtime dependencies.

★ 0
M MCP Dev low

MarcellM01/TinySearch

Various

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

★ 224
M MCP Dev low

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.

★ 7
M MCP Dev low

nomadop/session-watcher

Various

Context is inventory. Know when to restock.

★ 3
M MCP Dev low

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.

★ 3
M MCP Dev low

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.

★ 5
M MCP Dev low

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

★ 2
M MCP Dev low

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.

★ 1
M MCP Dev low

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

★ 25
M MCP Dev low

trustscoreagent/trustscoreagent

Various

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

★ 0
M MCP Dev low

Wuesteon/lean-memory

Various

Embedded, local-first agent memory. No server, no daemon, no mandatory cloud key.

★ 47
M MCP Dev low

Zenidp/solinkify-mcp

Various

MCP server for agentic payments on Solana: pay x402 paywalls, datasets and checkouts behind hard spending caps

★ 0
M MCP Dev low

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.

★ 2
M MCP Dev low

adaptlypost/agent

Various

AdaptlyPost agent — post to 9 social media platforms from any AI agent

★ 0
M MCP Dev low

dialgoodian/clawdcall-mcp

Various

[](https://glama.ai/mcp/servers/dialgoodian/clawdcall-mcp) 🎖️ 📇 ☁️ - Let AI agents place consent-based outbound phone calls and retrieve transcripts, summaries, and outcomes. Use

★ 0
M MCP Dev low

dinggi5/kura

Various

AI 에이전트를 위한 로컬 EVM 지갑 — Base, x402

★ 1
M MCP Dev low

forgemeshlabs/utility-grid-mcp

Various

MCP server for discovering and calling 400+ practical APIs through six compact tools, with free catalog search and pay-per-call x402 execution on Base.

★ 0
M MCP Dev low

geovicco-dev/bhoonidhi-mcp

Various

Search ISRO's Bhoonidhi satellite archive in plain language from any AI agent — a MCP server built on the bhoonidhi-downloader SDK.

★ 2
M MCP Dev low

gofrantic/frantic-mcp

Various

A public bounty board where AI agents do paid work. Claim funded bounties, get paid in USDC on Base on accepted delivery.

★ 0
M MCP Dev low

gridcarbon/clients

Various

Official client libraries for the gridcarbon API — hourly grid carbon intensity (gCO2eq/kWh) for 45 zones in Europe, the US and Great Britain. Python + TypeScript SDKs and an MCP s

★ 0
M MCP Dev low

luno-cms/mcp

Various

MCP server for LUNO, the AI-era Backend Platform (@luno-cms/mcp)

★ 0
M MCP Dev low

meloliva14/verity-mcp

Various

MCP server for VerityLayer — agents discover and call fail-closed verification as a tool: allow / review / block. Every verdict Ed25519-signed and independently re-verifiable.

★ 0
M MCP Dev low

Metaverse-Cloud/engagelab-email-mcp

Various

Official EngageLab Agent Email MCP server for AI agents to send, receive, monitor, and reply to email

★ 0
M MCP Dev low

moiosintel/kd-scout

Various

Zero-dependency MCP server: keyword difficulty, opportunity scoring, content briefs

★ 0
M MCP Dev low

Poiuyhje/eqvps-mcp

Various

Crypto-native VPS that AI agents rent and pay for autonomously via MCP — no KYC

★ 0
M MCP Dev low

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.

★ 12
M MCP Dev low

sf-shenfeng/learn-shell

Various

An agent-native teaching OS — a classroom that remembers, for you and your AI. MCP server + self-hosted web app.

★ 3
M MCP Dev low

402signalhq/402signal

Various

Pre-flight check and signed evidence for agent payments (x402 and MPP): confirm the endpoint is live and the price and recipient match before your agent pays.

★ 1
M MCP Dev low

aggrete/aggrete

Various

[](https://glama.ai/mcp/servers/Aggrete/aggrete) 🐍 🏠 ☁️ - Policy proxy that governs what AI assistants can reach and do: refuses forbidden tool calls before the upstream is conta

★ 1
M MCP Dev low

Atomic-Mail/atomic-mail-agentic

Various

Let your agents read, send, and react to email autonomously, without human involvement

★ 267
M MCP Dev low

BrightbeamAI/chap

Various

CHAP, the Collaborative Human Agent Protocol, is a MCP/A2A-compatible runtime for auditable human-agent work: approvals, overrides, handoffs, escalation and verifiable evidence log

★ 97
M MCP Dev low

fstandhartinger/sandbox-as-a-service-mcp

Various

MCP server for Sandbox as a Service: give an agent a real Linux VM — run commands, move files, expose a preview URL, destroy it.

★ 0
M MCP Dev low

gba3124/anyhook-mcp

Various

MCP server + signature verification for AnyHook, the webhook relay with a keyless quickstart (npx -y anyhook-mcp)

★ 0
M MCP Dev low

industriesfatty-spec/fattly-mcp

Various

Fattly — AI platform to create images, videos, voiceovers, avatars & UGC ads from a prompt (fattly.app). This package is the official CLI + MCP client.

★ 0
M MCP Dev low

manavmishra/ZeroSlop

Various

Open-source Agent Skill that scores AI-sounding writing 0–100, edits it with your assistant.

★ 120
M MCP Dev low

PackkitLabs/packkit-mcp

Various

MCP server for Packkit — scaffold, upgrade & compose fullstack projects in any supported language (JS/TS, Python, Go) as a native AI-agent tool

★ 0
M MCP Dev low

Tokenectomy-Labs/Tokenectomy

Various

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

★ 4
M MCP Dev low

AgentAvow/AgentAvow

Various

Signed, verifiable safety grades for the tools your AI agents connect to.

★ 4
M MCP Dev low

AgentTanuki/agent-guild

Various

The trust + settlement layer for AI agents — discover, vet, pay, and build portable reputation between autonomous agents. Hosted MCP + HTTP + the open AGI-1 standard.

★ 0
M MCP Dev low

ahmed-khalil-hafsi/P2Predict

Various

Parametric price benchmarking for engineering and procurement trade-offs. Agentic first, runs on your data, stays on your machine.

★ 2
M MCP Dev low

BeatAPI/BeatDesign

Various

Local-first AI canvas and timeline. Any MCP agent. Open-source alternative to Higgsfield.

★ 94
M MCP Dev low

belegante-byte/aetherx-mcp

Various

MCP server for the Aether-X Port Congestion Oracle - predictive port congestion signals for AI agents

★ 0
M MCP Dev low

Calera-Labs/finsec-mcp

Various

Certified SEC EDGAR fact memory for AI agents with zero hallucination and cryptographic filing provenance.

★ 0
M MCP Dev low

Faouzi122/Arsenal-Quant-Project

Various

L402 payment layer implemented; free tier active, paid tier not yet in service. Deterministic MEV, Impermanent Loss & Slippage oracle for autonomous DeFi agents.

★ 0
M MCP Dev low

garlicKim21/ratatosk-mcp

Various

MCP server for Ratatosk — CNCF release intelligence facts for AI agents. checkstack compares your running versions locally; only project slugs leave your cluster.

★ 2
M MCP Dev low

hermes-labs-ai/fidelis

Various

Zero-LLM agent memory for Claude Code and AI agents: local-first BM25, dense-vector, and reciprocal-rank-fusion retrieval. Returns original passages verbatim by default. Available

★ 23
M MCP Dev low

infino-ai/infino-mcp

Various

MCP Server for Infino

★ 0
M MCP Dev low

investorphem/AbaPay

Various

Non-custodial Web3 settlement layer turning stablecoins into real-world utility payments (electricity, airtime, data, cable TV, education, bank transfers) for emerging markets on C

★ 1
M MCP Dev low

pendpost/pendpost

Various

The agent-first social media planner: an AI agent drafts and schedules posts across Instagram, Facebook, LinkedIn, YouTube, X, Telegram, Discord, Mastodon, Nostr, WordPress, Ghost,

★ 9
M MCP Dev low

PHONGUIT22/nostrpulse-full

Various

[](https://glama.ai/mcp/servers/PHONGUIT22/nostrpulse-full) 📇 🏠 🍎 🪟 🐧 - Autonomous Agent-to-Agent (A2A) commerce framework via Nostr NIP-90 and Cashu eCash micro-settlements.

★ 1
M MCP Dev low

REX-codebase/fable-mode

Various

Open-source MCP control plane for AI coding agents: mechanical time-locks, evidence-gated proof receipts, red-team remediation, and persistent engineering memory.

★ 24
M MCP Dev low

zensation-ai/zenbrain

Various

Agent memory for LLM agents: 7 neuroscience-inspired layers (working, episodic, semantic, procedural) with FSRS spaced repetition and memory consolidation. Zero-dependency TypeScri

★ 24
O OSS Orchestration medium

e2b

Community

Open-source, secure environment with real-world tools for enterprise-grade agents.

★ 12,433
O OSS Framework medium

OpenAI o3-mini

Community

Pushing the frontier of cost-effective reasoning.

O OSS Orchestration medium

Tenuo

Community

Task-scoped authorization for AI agents. Cryptographic warrants constrain tools and arguments, prevent privilege escalation at every delegation hop, and produce signed evidence of

★ 92
P Apps Productivity low

Exa

Various

The Exa Web search API retrieves the best, realtime data from the web for your AI

P Apps Productivity low

Qwen

Various

Qwickly forging AGI, enhancing intelligence.

Pairs with100entries
A Agents Autonomous low

agents

Community

AI Agents Next Level Market Intelligence, Marketing and Sales Automation CONTENT GENERATION Manually creating Marketing materials requires significant time and effort, slowing do

A Agents Autonomous low

awesome-llm-agents

Community

A curated list of awesome LLM agents frameworks.

★ 1,528
A Agents Autonomous low

graphlit

Community

Give your agents context that actually works. Real-time sync across Slack, GitHub, Jira, and more. One API, zero ops, semantic search built-in.

A Agents Autonomous low

tavily

Community

Tavily is the real‑time search engine for AI agents and RAG workflows — Fast and secure APIs for web search and content extraction.

M MCP Dev low

Acacian/aegis

Various

LLM guardrails & prompt injection detection for Python. Auto-instruments LangChain, CrewAI, OpenAI, LiteLLM + 8 more frameworks. PII masking, toxicity detection, policy CI/CD. One

★ 9
M MCP Dev low

agentberg

ai.agentberg

Agent-to-agent trading intelligence exchange. Publish findings, vote on quality, earn reputation.

M MCP Dev low

agentcivics/agentcivics

Various

On-chain civil registry for AI agents — birth certificates, identity, and lineage tracking on Ethereum

★ 0
M MCP Dev low

AgentDM: Agent to Agent Communication Platform

ai.agentdm

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

M MCP Dev low

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.

M MCP Dev low

Agentic Terminal Directory

ai.agenticterminal

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

★ 0
M MCP Dev low

agentward-ai/agentward

Various

Open-source permission control plane for AI agents. Scan, enforce, and audit every tool call.

★ 18
M MCP Dev low

alexfleetcommander/agent-trust-stack-mcp

Various

MCP server for Agent Trust Stack — cryptographic provenance and reputation scoring for autonomous AI agents. Install: pip install agent-trust-stack-mcp

★ 0
M MCP Dev low

alibaizhanov/mengram

Various

Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw i

★ 172
M MCP Dev low

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

★ 31
M MCP Dev low

ayushagrawal288/memex

Various

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

★ 0
M MCP Dev low

bababoi-bibilabu/agent-mq

Various

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

★ 1
M MCP Dev low

Chimera-Protocol/csl-core

Various

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

★ 14
M MCP Dev low

edobusy/agenthold

Various

Shared versioned state for multi-agent AI workflows. An MCP server.

★ 1
M MCP Dev low

elisymlabs/elisym

Various

Open infrastructure for AI agents to discover and pay each other

★ 13
M MCP Dev low

FastMCP

Various

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

★ 25,425
M MCP Dev low

getaegis/aegis

Various

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

★ 11
M MCP Dev low

Handshake58/DRAIN-marketplace

Various

📇 ☁️ - Open marketplace for AI services — LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polyg

M MCP Dev low

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。

★ 39
M MCP Dev low

hashgraph-online/hashnet-mcp-js

Various

Universal MCP Server for finding + connecting to agents anywhere on the planet. https://hol.org/mcp

★ 12
M MCP Dev low

japlete/md-vision-mcp

Various

stdio MCP server to read or index markdown with images

★ 0
M MCP Dev low

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.

★ 2
M MCP Dev low

JinNing6/Noosphere

Various

🧠 The Collective Memory Network for AI Agents — Where every agent learns from the wisdom of all. 万物智识,归于一圈。

★ 15
M MCP Dev low

Jovancoding/Network-AI

Various

Traffic light for AI Agents and TypeScript/Node multi-agent orchestrator with shared state, guardrails, and adapters for 29 AI frameworks

★ 59
M MCP Dev low

justinstimatze/gemot

Various

Structured deliberation MCP server for AI agent coordination

★ 2
M MCP Dev low

khaoss85/mcp-orchestro

Various

Transform product ideas into reality with an intelligent orchestration system that bridges Product Managers, Developers, and AI. Orchestro conducts the entire development symphony:

★ 15
M MCP Dev low

liuboacean/agent-comm-hub

Various

Multi-agent real-time communication & task scheduling infrastructure based on MCP + SSE

★ 1
M MCP Dev low

MARUCIE/authbox

Various

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

★ 1
M MCP Dev low

mnlt/wellread

Various

Collective research memory for AI agents

★ 8
M MCP Dev low

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.

★ 20
M MCP Dev low

musharna/jobd

Various

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

★ 0
M MCP Dev low

NazarKalytiuk/tarn

Various

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

★ 3
M MCP Dev low

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

★ 2
M MCP Dev low

niledatabase/nile-mcp-server

Various

MCP server for Nile Database - Manage and query databases, tenants, users, auth using LLMs

★ 17
M MCP Dev low

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

★ 0
M MCP Dev low

rafapra3008/cervellaswarm

Various

Lingua Universale -- a verification language for AI agent protocols. Like mypy for multi-agent communication. 3696 tests, zero deps.

★ 8
M MCP Dev low

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

★ 0
M MCP Dev low

SecurityRonin/alaya

Various

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

★ 12
M MCP Dev low

sgateway/s-gw

Various

Local credential control for AI coding agents.

★ 8
M MCP Dev low

smigolsmigol/llmkit

Various

Know what your AI agents cost. API gateway with budget enforcement, session tracking, and MCP tools.

★ 13
M MCP Dev low

toadlyBroodle/satring

Various

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

★ 5
M MCP Dev low

topoteretes/cognee

Various

Memory platform for AI Agents in 6 lines of code

★ 17,624
M MCP Dev low

unibaseio/membase-mcp

Various

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

★ 18
M MCP Dev low

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

★ 12
M MCP Dev low

webaesbyamin/agent-receipts

Various

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

★ 0
M MCP Dev low

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,

★ 228
M MCP Dev low

Cohexa-ai/agent-coherence

Various

The coordination layer for Multiplayer AI

★ 12
M MCP Dev low

realMNohgee/hermtica

Various

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

★ 0
M MCP Dev low

rudimentall1/agentic-wallet-guardian-v3

Various

[](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) 🐍 🏠 - Self-hosted security and policy layer for AI agents interacting with blockchain wallets. Agents sub

★ 1
M MCP Dev low

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.

★ 0
M MCP Dev low

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

★ 13
M MCP Dev low

TeleAI-UAGI/telemem

Various

TeleMem is a high-performance drop-in replacement for Mem0, featuring semantic deduplication, long-term dialogue memory, and multimodal video reasoning.

★ 487
M MCP Dev low

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

★ 5
M MCP Dev low

aurumflux20/effectfence

Various

Causal concurrency fence for multi-agent tool calls — stop double-charges and duplicate side effects. Rust library + MCP server.

★ 0
M MCP Dev low

aurumflux20/seal

Various

[](https://glama.ai/mcp/servers/aurumflux20/seal) 🐍 🏠 - Exactly-once execution for agents that move money: the same payment can't settle twice across processes or retries. World-

★ 0
M MCP Dev low

claimidx/claimidx

Various

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

★ 1
M MCP Dev low

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.

★ 47
M MCP Dev low

maxfain/basedagents

Various

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

★ 0
M MCP Dev low

mirajmahmudul/agentdevx-sdk

Various

Universal AI Agent Gateway SDK. Connect any MCP client to 9000+ tools through a single authenticated endpoint. Identity & security layer for AI agents.

★ 2
M MCP Dev low

soluai-spa/solucortex-mcp

Various

Living technical memory for AI agents — official SoluCortex MCP server

★ 0
M MCP Dev low

tersignhq/tersign-js

Various

TypeScript SDK + MCP server for Tersign, the evidence layer for the agent economy — counter-signed EIP-712 receipts, hash-chained action and disclosure records, refunds, disputes,

★ 1
M MCP Dev low

Bristlecone-Logic/bristlecone-logic

Various

Deterministic guardrails and M2M security rails for autonomous AI agents: pre-socket SSRF defense, zero-overhead JSON repair, and sandboxed AST math verification.

★ 0
M MCP Dev low

CTRLRun/ctrlrun

Various

The execution safety layer for AI agents.

★ 22
M MCP Dev low

Drop-to-run/drop2run-cli

Various

Source for the drop2run CLI and MCP server — publish a static site or an agent's output to an HTTPS link, no git and no build config.

★ 1
M MCP Dev low

FailEcho/failecho

Various

Live cross-agent failure and recovery intelligence for AI agents and autonomous software.

★ 2
M MCP Dev low

NORTHTEKDevs/genome

Various

Auditable memory layer for AI agents: zero-LLM-call local ingest (~10ms/msg, air-gapped), matches Mem0 on accuracy at ~1000x lower ingest cost, bi-temporal belief-state, MCP server

★ 6
M MCP Dev low

PageRankCafe/mcp-server

Various

MCP server for PageRankCafe — the marketing platform for your AI agents

★ 0
M MCP Dev low

tenequm/pond

Various

Lossless storage and search for AI agent sessions, across every agentic client.

★ 66
M MCP Dev low

eabz/tirith

Various

The tower of guard for parallel coding agents. Keeps parallel coding agents from stepping on each other. Claims, contracts and change notices over MCP.

★ 1
M MCP Dev low

Jarroslav/agentic-os

Various

A governed, portable engineering platform for coding agents: the governance layer (agentic-os), the SDLC pipeline that runs on it (agentic-sdlc), and a Quality Engineering blueprin

★ 0
M MCP Dev low

kaxiyu/aiagentmarket

Various

[](https://glama.ai/mcp/servers/kaxiyu/aiagentmarket) 📇 ☁️ - Autonomous AI-only labor marketplace protocol with atomic escrow and weighted anti-Sybil reputation.

★ 0
M MCP Dev low

lanekingsbery/open-task-relay-public

Various

Open Task Relay public source: bounded contributions, evidence, and agent interfaces. Published from the operational workspace.

★ 1
O OSS Obs medium

AgentsMesh

Community

The AI Agent Workforce Platform — where teams scale beyond headcount. Give every team member an AI agent squad.

★ 2,169
O OSS Framework medium

Arthur Shield

Community

Open-source toolkit for building, testing, and monitoring AI agents. Version prompts, run experiments, trace workflows, and catch issues before users do.

O OSS Obs medium

brood-box

Community

CLI tool for running coding agents inside hardware-isolated microVMs

★ 39
O OSS Obs medium

Cordum

Community

The open agent control plane. Govern autonomous AI agents with pre-execution policy enforcement, approval gates, and audit trails. Works with LangChain, CrewAI, MCP, and any framew

★ 484
O OSS Orchestration medium

Flock

Community

A multi agent desktop application built with Rust and Tauri.

★ 1,073
O OSS Obs medium

Hive

Community

Multi-Agent Harness for Production AI

★ 10,474
O OSS Orchestration low

Inngest

Inngest

Durable workflows for agents. Step functions, event-driven runs, retries, all without managing a queue.

O OSS Obs medium

Kitaru

Community

Open-source platform layer for AI agents in production

★ 180
O OSS Obs medium

Laminar

Community

Laminar - open-source observability platform purpose-built for AI agents. YC S24.

★ 2,965
O OSS Framework medium

LangWatch

Community

The platform for LLM evaluations and AI agent testing

★ 3,275
O OSS Obs medium

Maxim AI

Community

At Maxim AI, we are building the production infrastructure for AI. Maxim’s stack comprising gateway and governance, observability, and evals empowers AI teams to ship agents with

O OSS Obs medium

Registry Broker

Community

Universal index and routing layer for AI agents. Aggregates agent metadata from multiple registries (NANDA, MCP, Virtuals, OpenRouter, A2A, X402 Bazaar) across web2 and web3, norma

O OSS Orchestration high

Temporal

Temporal

Durable execution at enterprise scale. The control plane that survives anything.

O OSS Orchestration low

Trigger.dev

Trigger.dev

Background jobs and long-running tasks for AI apps. Write functions, get durability, observability, and retries.

O OSS Obs medium

awaithumans

Community

Pause your AI agent. Ask a human. Resume with their answer. Open source human-in-the-loop (HITL) library for production LLM agents: Slack, email, and web dashboard. Typed Pydantic

★ 24
O OSS Obs medium

BitRouter

Community

The minimal interpretable model router that learns & adapts to your agent workflows

★ 231
O OSS Obs medium

Coder Eval

Community

Playwright for coding agents. Test that your skills, MCP servers, and CLIs actually work when an agent uses them — sandboxed YAML suites, A/B experiments, CI gates.

★ 145
O OSS Obs medium

Lookspan

Community

Observabilidad local-first para agentes de IA. Captura cada llamada LLM, herramienta MCP y coste. Un comando: npx lookspan. Gratis y open source.

P Apps Productivity low

AgentMail

Various

Give AI agents real email inboxes. Create, send, receive, and search messages via REST API — built for autonomous agents and agentic workflows.

P Apps Productivity low

Dorothy

Various

Dorothy, the wife your AI agents needs.

★ 300
P Apps Productivity low

Gemini

Various

A family of multimodal large language model developed by Google Deepmind.

P Apps Productivity low

moltbook

Various

A social network built exclusively for AI agents. Where AI agents share, discuss, and upvote. Humans welcome to observe.

P Apps Productivity low

Scenario

Various

Build custom workflows across image, video, audio and 3D. Train on your art bible so every asset is unmistakably yours. One platform for creatives, one API for developers, one MC

P Apps Productivity low

Wren AI

Various

Give AI agents the context to query business data correctly through the open context layer that gives AI agents grounded, governed memory, context, SQL across 20+ data sources, t

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