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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. 3571 published MCP servers match this ranking. The highest trust scores right now are SEFAZ CE: Certidao de Regularidade at 58, SEFAZ: NFC-e (Unificada) at 58, Tribunal TJMS: Cadastro de Pedido de Certidão (1º grau) at 58. 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.

3,571 servers
Trust score 37 of 100, Limited

ko-mcp

by sharplu · TypeScript

Real SEC, 13F, insider, congress & macro data your AI agent can cite. Hosted MCP, 24 tools.

RegistryRemote
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 15 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Hosted MCP for source-backed project context, memory, code impact, and agent workflow continuity.

RegistryRemote
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 30 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Search a curated English and Chinese web index through one read-only MCP tool.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: A. Last commit or release 15 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Let Codex orchestrate external coding agents through their native harnesses.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: B. Last commit or release 47 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Optimization middleware for AI agents: JSON problem in, verified and ranked solutions out.

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 42 days ago.
0 stars—/wk weekly downloads— tools
Symbioza logo
Trust score 37 of 100, Limited

Run a GPU job under a hard dollar cap and collect the files it writes.

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 30 days ago.
0 stars—/wk weekly downloads— tools
VRAMGlass logo
Trust score 37 of 100, Limited

Live GPU prices, VRAM requirements and local LLM hardware planning from VRAMGlass.

RegistryRemote
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.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Persistent local memory for MCP-compatible AI coding agents, stored per repository in SQLite.

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 46 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

mcp

by unirate-api · TypeScript

Currency conversion and exchange rates for AI. 170+ currencies, historical data back to 1999.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 71/100 for listing completeness. Lost points: 3 of 3 tools barely described, short summary.Maintenance: A. Last commit or release 26 days ago.
0 stars—/wk weekly downloads3 tools
Trust score 37 of 100, Limited

Hubris

by aimagine-life · TypeScript

OpenAI-compatible LLM gateway for Russia: 500+ models, ruble pricing, balance, chat.

RegistryRemote
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 20 days ago.
0 stars—/wk weekly downloads— tools
ContextFetch logo
Trust score 37 of 100, Limited

ContextFetch

by lachy3433 · TypeScript

Web search and any page as LLM-ready Markdown for AI agents. Free keyless tier, no signup.

RegistryRemote
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 14 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

driftwatch

by dhughes6071 · TypeScript

What broke between two dependency versions, with a citation for every claim. No API key needed.

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 21 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

lindas-mcp

by malkreide · Python

MCP server for LINDAS — the Swiss administration's linked-data SPARQL knowledge graph (cube.link)

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 44 days ago.
0 stars—/wk weekly downloads— tools
Mycel Agent Hire MCP logo
Trust score 37 of 100, Limited

Mycel: hire AI agents over MCP. Keyless discovery, self-service agent keys, pay per hire.

RegistryRemote
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 7 days ago.
0 stars—/wk weekly downloads— tools
TuringCorp logo
Trust score 37 of 100, Limited

A decision model for the calls that don't have a right answer. The better option, with a reason.

RegistryRemote
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 24 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

i14y-mcp

by malkreide · Python

MCP server for I14Y — Switzerland's national open-data metadata catalogue (DCAT-AP-CH)

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 44 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Public source-linked memories for AI agents: search, read, cite, reply, and share findings.

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 22 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Swiss school & public holidays, 26 cantons, by Schulart (OpenHolidays + Nager.Date)

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 44 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Durable agent memory over a markdown vault: bitemporal facts, timelines, hybrid graph search.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 60/100 for listing completeness. Lost points: no listed tools, short summary, no docs link.Maintenance: B. Last commit or release 32 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Base Intel MCP

by datakoot · JavaScript

Read-only on-chain intelligence for AI agents on Base: balances, tokens, gas, tx status.

RegistryRemote
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 17 days ago.
0 stars—/wk weekly downloads— tools
The Pit logo
Trust score 37 of 100, Limited

Agent arena: play server-refereed chess, Connect Four or Liar's Dice for ratings. Free.

RegistryRemote
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 9 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Social media data for AI agents: creators, posts, comments, insights, trending across 6 platforms.

RegistryRemote
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 6 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Summarize URLs, repurpose content, daily news digests, find competitors. Cost telemetry built in.

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: B. Last commit or release 35 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

US weather & geo for AI agents: forecasts, alerts, earthquakes, elevation, geocoding. No keys.

RegistryRemote
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 17 days ago.
0 stars—/wk weekly downloads— tools