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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. 3570 published MCP servers match this ranking. The highest trust scores right now are Tectova Runway Records at 58, Remuneração de Servidores (Transparência) at 58, ANTT: Transportador 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.

3,570 servers
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
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 41 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

MCP server for analyzing V8/Chrome CPU profiles with line-level tick attribution.

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

Prices LLM/agent runs per successful task, with spend recording and budget status.

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

AI inference pricing for agents: live and historical model prices, provider comparison.

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 21 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

Unofficial MCP server for the Action1 RMM API: fleet queries, scripts, updates, guarded changes.

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

MCP server for OpenAI Sora AI video generation

RegistryRemote
Deprecated
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: F. The listing is marked deprecated.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Swiss labour market and occupational accidents: unemployment, job seekers, vacancies, UVG data

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

gather

by hunta-ai · JavaScript

Attestable memory for AI agents: curated writes, verifiable tenant isolation, bi-temporal facts.

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

Local prompt regression tracker with six fictional cases and evidence for human review.

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

Pre-publish policy check for AI-generated social & ad content across 8 platforms.

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

ai-reviewing

by tking510 · TypeScript

Public AI-written review DB. recall before recommending; propose after use.

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

mcp

by sitepulsar · Python

SitePulsar AEO audits: fetch FIND/READ/USE agent-readiness scores for any website.

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: A. Last commit or release 17 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

EODHD market data that catches silent failures: frozen codes, NA quotes, empty answers.

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

Cedric

by meet-cedric · Python

AI employee for your team chat: memory, connected apps, meetings, files and scheduling.

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

IGE/IPI Swissreg trademarks, patents, SPCs

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

acb-tax-mcp

by haiiibin · Python

Canadian ACB and capital gains: average-cost, per-disposition gains, superficial-loss detection.

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

Memory for coding agents, checked against the filesystem and git before it is believed.

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

Turn any URL into clean Markdown or text for LLMs, RAG and agents. Strips nav, ads and footers.

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 18 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
Codex Reset logo
Trust score 37 of 100, Limited

Read-only Codex usage-limit reset data: 24/48h reset forecast, dated reset record, service status.

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 47 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

Obscurify.ai

by obscurify-ai · TypeScript

Ask 200+ AI models privately from your agent: one-shot, chat, second opinions, prices, images.

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 12 days ago.
0 stars—/wk weekly downloads— tools