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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. 3565 published MCP servers match this ranking. The highest trust scores right now are Evlek — Northern Cyprus Property MCP Server at 62, OpenAI Ads MCP by InsightfulPipe at 62, Silvertongue at 62. 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.

3,565 servers
Trust score 40 of 100, Fair

LLM Usage

by zhaoyue722 · Python

Local-first, multi-provider tool that captures LLM API spend and exposes it to coding agents via MCP

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.
6 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

diffctx

by nikolay-e · Rust

Selects the minimum code an LLM needs to review a git diff

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: B. Last commit or release 18 days ago. Down one letter for 162 open issues against 6 stars.
6 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Google Trends interest over time, by region, and related queries and topics, as JSON.

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 11 days ago.
5 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

rememb

by luizedupp · Python

Persistent memory for AI agents — local JSON, zero config, no server required.

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.
5 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

misterdev

by dcondrey · Python

Autonomous LLM build orchestrator that plans, edits, and verifies code across languages.

Registry
LicenseQualityMaintenanceLicense: C. AGPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: F. The repository is archived.
5 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Transparent audit proxy for MCP servers: logs every tool call, flags poisoning and rug pulls.

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 17 days ago.
5 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

158,000+ K-12 education standards across 300 curriculum systems, cross-referenced via NLP.

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 20 days ago.
5 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

ouramcp

by davidmosiah · TypeScript

Privacy-first, unofficial Oura MCP server for AI health, sleep, activity and heart-rate 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 18 days ago.
5 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Local-first temporal knowledge graph with six read-only MCP tools and human-reviewed writes.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: C. 60/100 for listing completeness. Lost points: no listed tools, short summary, no docs link.Maintenance: A. Last commit or release 18 days ago.
5 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

avenir-mcp

by mathbeal · Python

Unofficial MCP server for YNAB: read-only by default, every change previewed and undoable.

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 7 days ago.
5 stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

privacyscrubber-mcp

by moxno · JavaScript

Zero-Trust PII & secrets sanitizer for AI agents with in-memory local redaction.

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 23 days ago.
2 stars858/wk weekly downloads— tools
Trust score 40 of 100, Fair

site-spec

by ariaxhan · TypeScript

MCP server: audit any website for SEO, accessibility, and AI-searchability, then auto-fix it.

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 18 days ago.
1 stars22/wk weekly downloads— tools
Trust score 40 of 100, Fair

Runtime budget authority for AI agents — reserve, enforce, reconcile spend across providers

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 stars61/wk weekly downloads— tools
Trust score 40 of 100, Fair

memorybank

by maxweb4u · TypeScript

Seeds, governs and navigates a memory_bank knowledge base: gated writes, routing, drift vs code

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 stars68/wk weekly downloads— tools
Trust score 40 of 100, Fair

costkits-mcp

by costkits · JavaScript

Free hosted MCP server: US healthcare procedure cost estimates and provider pricing. 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: A. Last commit or release 21 days ago.
0 stars41/wk weekly downloads— tools
Trust score 40 of 100, Fair

Save how to read a public web page once, then fetch fresh items as JSON without a browser.

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 42 days ago.
0 stars69/wk weekly downloads— tools
Trust score 40 of 100, Fair

Free stdio bridge to Delx Protocol: resume after compaction, warm handoff, recover. No API key.

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 39 days ago.
0 stars100/wk weekly downloads— tools
Trust score 40 of 100, Fair

gpt-image-mcp

by youbotapi · TypeScript

Generate and edit images with GPT Image 2.5 for $0.029 — free key, 50 credits, no card.

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 50 days ago.
0 stars92/wk weekly downloads— tools
Trust score 40 of 100, Fair

snapsurf

by zumerlab · JavaScript

Web navigation and verification for AI agents: page digest, typed diff per action, assertions.

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 20 days ago.
0 stars86/wk weekly downloads— tools
Trust score 40 of 100, Fair

Hosted MCP server for LLM cost estimation, model comparison, and budget-aware routing.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Undisk MCP: safe file memory for AI agents.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Schema-driven document extraction with local OCR + LLM. Document in, Structured JSON out.

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

MCP server that offloads routine coding tasks to local LLM (Ollama) to save Claude API tokens

Registry
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools
Trust score 40 of 100, Fair

Manage, version, and publish LLM prompts with blocks, variables, and evaluations.

RegistryRemote
LicenseQualityMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: Not graded. No commit or release date has been recorded.
— stars—/wk weekly downloads— tools