$ timeahead.in
πŸ† top by scoreπŸ“¦ most downloadedπŸ†• new arrivals⚠ security risksπŸ“‰ score drops⚑ compare
235 servers scoredΒ· updated nightlyΒ· security-first

The MCP trust registry
that tells you when things get worse.

We score every MCP server on security, freshness, adoption, quality, and trust. Independent. No vendor money.

Security35%
+
Freshness25%
+
Adoption20%
+
Quality10%
+
Trust10%
=
MCPScore0–100

Methodology is public and versioned β€” read how scoring works β†’

Browse by category

Server directory

Compare servers β†’
// filtered results
#1
55
bernsteinpypi
Deterministic orchestrator for 40+ CLI AI agents. Git worktree isolation, HMAC audit trail, MCP server mode. https://bernstein.run
⚠ 173 secrets
32kweekly dl
β˜… 712stars
β†’
#2
48
agentuppypi
Portable , scalable , secure AI Agents
⚠ 58 secrets
107weekly dl
β˜… 127stars
β†’
#3
53
roam-codepypi
A second opinion on AI-generated code. Free CLI + paid PR bot, dashboard, self-hosted. Structural review (cycles, layers, clones), 28 languages, MCP server (136 tools). 100% local CLI, Apache 2.0.
⚠ 40 secrets
2kweekly dl
β˜… 500stars
β†’
#4
54
mcp-memory-servicepypi
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
⚠ 27 secrets
3kweekly dl
β˜… 2kstars
β†’
#5
51
synapse-orch-aipypi
Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM β€” local, cloud or CLIs.
⚠ 18 secrets
313weekly dl
β˜… 297stars
β†’
#6
54
alpaca-mcp-serverpypi
Alpaca’s official MCP Server lets you trade stocks, ETFs, crypto, and options, run data analysis, and build strategies in plain English directly from your favorite LLM tools and IDEs
⚠ 17 secrets
6kweekly dl
β˜… 882stars
β†’
#7
52
piia-engrampypi
One memory. Every AI tool. Yours to keep. Local-first, MCP-compatible, Apache 2.0.
⚠ 13 secrets
2kweekly dl
β˜… 170stars
β†’
#8
51
octopodapypi
The open-source memory operating system for AI agents. Persistent memory, semantic search, loop detection, agent messaging, crash recovery, and real-time observability.
⚠ 12 secrets
386weekly dl
β˜… 533stars
β†’
#9
51
flyto-corepypi
The open-source execution engine for AI agents. 412 modules, MCP-native, triggers, queue, versioning, metering.
⚠ 11 secrets
183weekly dl
β˜… 477stars
β†’
#10
53
entrolypypi
Entroly-Daemon: Self-Evolving Daemon. Compress 2M-token repos into a razor-sharp Principal Engineer's context. 85–99% fewer tokens, 100% accuracy retention (verified by live API benchmarks). Built for Cursor, Claude Code, Opus, Codex, GPT & Custom Providers.
⚠ 10 secrets
1kweekly dl
β˜… 428stars
β†’
#11
49
mirobodypypi
Your Data, Your AI β€” Health, Finance & More. Open Source, Privacy-First.
⚠ 9 secrets
28weekly dl
β˜… 1kstars
β†’
#12
57
fast-agent-mcppypi
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support
⚠ 8 secrets
21kweekly dl
β˜… 4kstars
β†’
#13
54
skill-seekerspypi
Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection
⚠ 8 secrets
2kweekly dl
β˜… 15kstars
β†’
#14
52
vmlxpypi
vMLX - Home of JANG_Q - Cont Batch, Prefix, Paged, KV Cache Quant, VL - Powers MLX Studio. Image gen/edit, OpenAI/Anth
⚠ 8 secrets
750weekly dl
β˜… 777stars
β†’
#15
51
superlocalmemorypypi
World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Research-backed. arXiv: 2603.14588
⚠ 7 secrets
1kweekly dl
β˜… 197stars
β†’
#16
51
code-context-enginepypi
Save 94% on Claude Code tokens. Index your codebase, AI searches instead of reading files. Local MCP server. Free, open source.
⚠ 6 secrets
598weekly dl
β˜… 365stars
β†’
#17
53
mcp-brasilpypi
MCP Server para 70 APIs pΓΊblicas brasileiras
⚠ 5 secrets
934weekly dl
β˜… 2kstars
β†’
#18
54
mcp-server-odoopypi
Model Context Protocol (MCP) server that enables AI assistants to securely interact with Odoo ERP systems through standardized resources and tools for data retrieval and manipulation.
⚠ 5 secrets
4kweekly dl
β˜… 341stars
β†’
#19
45
pydantic-rpcpypi
PydanticRPC is a Python library for rapidly exposing Pydantic models as gRPC, ConnectRPC, and MCP services without protobuf files.
⚠ 5 secrets
88weekly dl
β˜… 78stars
β†’
#20
57
snyk-agent-scanpypi
Security scanner for AI agents, MCP servers and agent skills.
⚠ 5 secrets
14kweekly dl
β˜… 3kstars
β†’
#21
69
jupyter_mcp_serverpypi
πŸͺ πŸ”§ Model Context Protocol (MCP) Server for Jupyter.
⚠ 4 secrets
14kweekly dl
β˜… 1kstars
β†’
#22
52
mcp-gatewaypypi
A plugin-based gateway that orchestrates other MCPs and allows developers to build upon it enterprise-grade agents.
⚠ 4 secrets
74weekly dl
β˜… 380stars
β†’
#23
60
nextcloud-mcp-serverpypi
Nextcloud MCP Server
⚠ 4 secrets
6kweekly dl
β˜… 305stars
β†’
#24
66
cisco-ai-skill-scannerpypi
πŸ” Discover and analyze AI skills in your projects with Skill Scanner to enhance development and improve security.
⚠ 3 secrets
39kweekly dl
β˜… 1stars
β†’
#25
61
fabric-mcppypi
Fabric MCP Server: Seamlessly integrate Fabric AI capabilities into MCP-enabled tools like IDEs and chat interfaces.
⚠ 3 secrets
62weekly dl
β˜… 88stars
β†’
#26
65
golf-mcppypi
Production-Ready MCP Server Framework β€’ Build, deploy & scale secure AI agent infrastructure β€’ Includes Auth, Observability, Debugger, Telemetry & Runtime β€’ Run real-world MCPs powering AI Agents
⚠ 3 secrets
112weekly dl
β˜… 834stars
β†’
#27
70
gpt-researcherpypi
An autonomous agent that conducts deep research on any data using any LLM providers
⚠ 3 secrets
20kweekly dl
β˜… 29kstars
β†’
#28
62
hayhookspypi
Easily deploy Haystack pipelines as REST APIs and MCP Tools.
⚠ 3 secrets
15kweekly dl
β˜… 148stars
β†’
#29
66
langfuse-mcppypi
A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
⚠ 3 secrets
1kweekly dl
β˜… 100stars
β†’
#30
66
mcp-outlinepypi
A Model Context Protocol (MCP) server enabling AI assistants to interact with Outline documentation services.
⚠ 3 secrets
2kweekly dl
β˜… 154stars
β†’
showing 30 of 235 servers

Watch your MCP stack.
Get alerts when scores drop.

Free for 3 servers. No credit card.

Used by developers worldwide