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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. 3576 published MCP servers match this ranking. The highest trust scores right now are KMP at 55, Builderforce Memory at 55, Open Agent Commons 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.

3,576 servers
Trust score 27 of 100, Limited

TokenMark

by sypherin · JavaScript

Measured local-LLM speeds and model picks for Strix Halo, DGX Spark, Mac and GPU cards.

Registry
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 22 days ago.
0 stars—/wk weekly downloads— tools
Pixie Vacations Travel Booking logo
Trust score 27 of 100, Limited

Book Sandals, Beaches, and cruises through Pixie Vacations with co-branded booking URLs.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: B. 70/100 for listing completeness. Lost points: no README, short summary.Maintenance: A. Last commit or release 12 days ago.
0 stars—/wk weekly downloads12 tools
Trust score 27 of 100, Limited

modelcostsaver

by sachinuppal · TypeScript

Offline MCP: predict LLM call cost and pick the cheapest capable model. No keys, no network.

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: C. Last commit or release 4 months ago.
0 stars—/wk weekly downloads— tools
Trust score 27 of 100, Limited

MCP server for the Kaggle API: competitions, datasets, kernels, and models.

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

Persistent agent memory with a decision layer: replay, restore, verify, or none — explainable.

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

Pay people nearby for physical work: find out if something is true, or have it done.

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

Exact, sourced Sri Lankan tax calculations: APIT, income tax, withholding tax, VAT and SSCL.

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

Autonomous UX and a11y audit, fix, and verify loop. 38 tools, framework-aware patches.

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

Responsible-AI guardrails for agents: scoring with policy, injection & PII detection, DPDP.

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

Route MCP capabilities through deterministic identity, policy, budget, and deadline constraints.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 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.
0 stars—/wk weekly downloads— tools
Trust score 27 of 100, Limited

Refinery MCP

by larelabs · JavaScript

Clean raw HTML into LLM-ready text before agents spend tokens.

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

onomeo

by owaid0723666 · JavaScript

Ask free LLMs (DeepSeek, GLM, Gemini, Mistral) for a second opinion from any MCP client.

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

civicrm-mcp

by yogiadhik · TypeScript

Model Context Protocol server for CiviCRM — AuthX-first, schema-introspected, write-gated.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: A. 90/100 for listing completeness. Lost points: short summary, no docs link.Maintenance: C. Last commit or release 5 months ago.
0 stars—/wk weekly downloads25 tools
Continuity by Ouroboros Apps logo
Trust score 27 of 100, Limited

Story continuity, novel memory, and series bible for fiction writers, shared with AI assistants

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

LLM prices on OpenRouter now and since 2023: history, drops, cheapest model for a job. No API keys.

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

Anansi Haven

by kburrus64-max · JavaScript

Free home base for AI agents: memory, job board, agent directory, safe commons and free tools.

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

Eyes and hands for AI agents on Android and iOS devices.

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

Search your team's shared agent memory, and use and save the org's skills and documents.

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

Local-first LLM cost analysis and model-switch savings estimates for AI agents.

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 8 days ago.
0 stars579/wk weekly downloads— tools
Trust score 27 of 100, Limited

Materials computing tools for AI agents: structures, engines, phonons, EOS, NEB, sampling, lineage.

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

mcp-android

by dockndevai · TypeScript

Control Android devices over ADB from AI agents — safe-by-default, read-only by default, audited.

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

rutter

by shinytoyrobots · TypeScript

Recall past decisions and the notes your AI sessions cited, from a local markdown folder.

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

Cloud-hosted MCP server for durable AI memory

RegistryRemote
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: D. Last commit or release 6 months ago.
0 stars—/wk weekly downloads— tools
Trust score 27 of 100, Limited

Negotiate prices at any negotiate.v1 store. AI shopper tools for Claude.

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.
0 stars—/wk weekly downloads— tools