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Best of

Best AI and memory MCP servers

AI and memory servers store what an agent learns, retrieve from vector indexes, or call other models. Note where embeddings are computed and where memories are stored before you connect one. 3556 published MCP servers match this ranking. The highest trust scores right now are paypilot-ach-returns-mcp at 55, Nexus-MCP at 55, sifa-mcp at 55. The order is the published trust score: registry record, license, maintenance, popularity, documentation, and security signals. Featured slots, when an editor sets them, are labeled and do not change the score. Best AI and memory MCP servers is not a paid placement.

Best of

Full ranking

Every server that matches this ranking, ordered by trust score.

3,556 servers
Trust score 32 of 100, Limited

SSH, SFTP, PTY shells, host-to-host copies and remote screenshots for AI agents. One Rust binary.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 19 days ago.
5 stars—/wk weekly downloads— tools
Dokploy MCP logo
Trust score 32 of 100, Limited

Dokploy MCP

by vcode-sh · TypeScript

Dokploy MCP server for Codex, Cursor, and Claude with compact stdio and hosted HTTP modes

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
4 stars36/wk weekly downloads— tools
Trust score 32 of 100, Limited

OpenAI Ads MCP for ChatGPT Ads campaigns, creatives, audiences, insights, and conversions.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
4 stars78/wk weekly downloads— tools
Trust score 32 of 100, Limited

llm-advisor

by daichi-kudo · TypeScript

Real-time LLM/VLM benchmarks, pricing, and recommendations. 300+ models, 5 sources.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 4 months ago.
2 stars80/wk weekly downloads— tools
Trust score 32 of 100, Limited

rag-vault

by robthepcguy · TypeScript

Local RAG MCP server with hybrid search, PDF/DOCX support, and zero-config setup

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 15 days ago.
2 stars141/wk weekly downloads— tools
Trust score 32 of 100, Limited

mcp-server

by gatefareio · TypeScript

Marketplace of paid HTTP APIs. USDC micropayments via x402 on Base. Non-custodial.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 5 months ago.
2 stars42/wk weekly downloads— tools
Trust score 32 of 100, Limited

Universal governance layer for AI agents. MCP-native, fail-closed, audit proofs and rollback.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: A. 85/100 for listing completeness. Lost points: short README, short summary, no docs link.Maintenance: C. Last commit or release 3 months ago.
1 stars—/wk weekly downloads7 tools
Trust score 32 of 100, Limited

Search Memory

by kefyusuf · TypeScript

Free web search and long-term memory for AI assistants. No API keys; data stays local.

Registry
LicenseQualityMaintenanceLicense: A. ISC is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 9 days ago.
1 stars471/wk weekly downloads— tools
Trust score 32 of 100, Limited

Persistent memory + vibe-loop engine for AI agents. Single Go binary, SQLite-backed, stdio MCP.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 8 days ago.
1 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

AI long-term memory MCP server with importance scoring and confidence calibration

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 83/100 for listing completeness. Lost points: 5 of 8 tools barely described, short summary.Maintenance: C. Last commit or release 4 months ago.
1 stars—/wk weekly downloads8 tools
Trust score 32 of 100, Limited

Plan and check marketing copy against the nine questions every reader asks. Free, no API key.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 35 days ago.
1 stars242/wk weekly downloads— tools
Trust score 32 of 100, Limited

callwright

by topness · JavaScript

Self-hosted MCP voice agent that places phone calls on your behalf via Retell.

Registry
Deprecated
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: F. The listing is marked deprecated.
1 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

avots

by avotsai · JavaScript

Image, video, audio, face-swap, talking avatars and chat across 300+ AI models, one balance.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Local deterministic BM25 memory for AI agents. Offline-first, no API key, SHA-256 shards, stdio.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

agent-memory

by veritap-dev · TypeScript

Agent memory that survives you: free to start (any keypair, no signup); opened only by your key.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Personal context for every AI: search, read, and write back to your private Markdown library.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 58 days ago.
0 stars—/wk weekly downloads— tools
News Volume Trends MCP logo
Trust score 32 of 100, Limited

News article volume over time, with growth for any topic. Free key at trendsmcp.ai

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 75/100 for listing completeness. Lost points: 5 of 5 tools barely described, short summary.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads5 tools
Trust score 32 of 100, Limited

In-memory vector search with TF-IDF and cosine similarity. x402 micropayment.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Netmon logo
Trust score 32 of 100, Limited

Netmon

by netmon-services · JavaScript

Public read-only demo of Netmon's network monitoring tools over a recorded snapshot.

RegistryRemote
LicenseQualityMaintenanceLicense: B. MPL-2.0 is a weak copyleft license: changes to its own files must be shared.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 1 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Search live US dealership inventory, get market prices, and send buyer inquiries. Free, no API key.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

bsc-dex-spread

by donnywin85 · JavaScript

Cross-DEX price & spread for PancakeSwap v2+v3 on BSC via x402. Tool get_dex_spread(pair, fee?).

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Aura logo
Trust score 32 of 100, Limited

Aura

by phillypmack · Python

Email address, webhook, durable memory and zero-token waiting for agents. Paid in USDC via x402.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

fetchmcp

by labtoolsstudio · TypeScript

Drop-in fetch MCP: clean Markdown from any URL, with JS rendering and anti-bot.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 2 months ago.
0 stars—/wk weekly downloads— tools
Trust score 32 of 100, Limited

Deterministic bank-statement parsing: messy CSV/OFX to clean categorized rows. In-memory only.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
0 stars—/wk weekly downloads— tools