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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. 3564 published MCP servers match this ranking. The highest trust scores right now are memory-boost at 65, DeepDNA local at 65, ChatGPT Ads at 65. 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.

3,564 servers
Trust score 45 of 100, Fair

nab

by mikkoparkkola · Rust

Token-optimized HTTP client for LLMs: fetches any URL as clean markdown. CLI and MCP server.

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: A. 95/100 for listing completeness. Lost points: short summary.Maintenance: A. Last commit or release 14 days ago.
17 stars—/wk weekly downloads5 tools
Trust score 45 of 100, Fair

thingctx

by thingctx · Python

Drive devices and APIs from their W3C Thing Description. You gate every operation.

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: B. Last commit or release 14 days ago. Down one letter for 37 open issues against 16 stars.
16 stars—/wk weekly downloads— tools
Trust score 45 of 100, Fair

Memory database for LLM agents — persistent semantic + keyword memory, project namespacing, served o

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: A. Last commit or release 28 days ago.
16 stars—/wk weekly downloads— tools
Trust score 45 of 100, Fair

nexusmem

by yaminbkk · TypeScript

Local-first memory for AI coding agents: shell history with exit codes, git diffs, docs, MCP.

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 43 days ago.
15 stars—/wk weekly downloads— tools
Trust score 45 of 100, Fair

Byte-preserving KiCad automation: 100+ tools for schematics, PCB layout, ERC, DRC, exports

Registry
LicenseQualityMaintenanceLicense: C. GPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: B. Last commit or release 17 days ago. Down one letter for 34 open issues against 15 stars.
15 stars—/wk weekly downloads— tools
Trust score 45 of 100, Fair

Access Nordic business registries (Norway, Denmark, Finland, Sweden). 23 tools.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: A. 86/100 for listing completeness. Lost points: 5 of 23 tools barely described, short summary, no docs link.Maintenance: A. Last commit or release 20 days ago.
14 stars—/wk weekly downloads23 tools
Trust score 45 of 100, Fair

mcp-sam-gov

by cliwant · TypeScript

Keyless-first MCP: 153 tools for US federal + state/local (SLED) contracting, spending & regulation

Registry
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: A. Last commit or release 15 days ago.
14 stars—/wk weekly downloads— tools
Trust score 45 of 100, Fair

Stepgate

by chaarangan · TypeScript

Agents can't skip steps: runs gated stepfiles on the client's own model.

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 9 days ago.
13 stars245/wk weekly downloads— tools
Trust score 45 of 100, Fair

Persistent memory for AI assistants: store, search, and connect knowledge across conversations.

RegistryRemote
LicenseQualityMaintenanceLicense: A. Apache-2.0 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 23 days ago. Down one letter for 31 open issues against 12 stars.
12 stars—/wk weekly downloads— tools
Trust score 45 of 100, Fair

memex

by stifler7 · Python

Temporal engineering context for 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 13 days ago.
12 stars395/wk weekly downloads— tools
Trust score 45 of 100, Fair

Conta Azul MCP

by douglac · JavaScript

Conta Azul ERP MCP — sales, customers, finance and NF-e via OAuth 2.0. Read + write, 35 tools.

RegistryRemote
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: B. Last commit or release 35 days ago.
12 stars—/wk weekly downloads— tools
Trust score 45 of 100, Fair

Zotero Native MCP

by dvdsosa · TypeScript

Read and write your local Zotero 10 library. No plugin, no zotero.org API key, no cloud.

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.
12 stars414/wk weekly downloads— tools
Trust score 45 of 100, Fair

Runtime constitutional verification for AI answers — claim reasoning, ECS, red team, audits.

Registry
LicenseQualityMaintenanceLicense: A. Apache-2.0 is a permissive open source license.Quality: D. 43/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 11 days ago.
11 stars—/wk weekly downloads— tools
coldstart logo
Trust score 45 of 100, Fair

coldstart

by akashgoenka · TypeScript

Codebase memory for AI agents: an AST index plus agent-written notes that self-stale.

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 12 days ago.
11 stars—/wk weekly downloads— tools
Trust score 45 of 100, Fair

agent-link

by mikusnuz · JavaScript

Bidirectional AI agent collaboration — spawn and communicate with any agent CLI

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.
11 stars367/wk weekly downloads— tools
Trust score 45 of 100, Fair

dossier

by imboard-ai · TypeScript

MCP server for dossier automation standard - enables LLMs to discover, verify, and execute dossiers

Registry
LicenseQualityMaintenanceLicense: C. AGPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 15 days ago. Down one letter for 53 open issues against 10 stars.
10 stars582/wk weekly downloads— tools
Trust score 45 of 100, Fair

threatcluster

by jam0k · Python

Live threat intel for agents: incidents, actors, CVEs with KEV/EPSS, ransomware leak-site victims.

RegistryRemote
LicenseQualityMaintenanceLicense: C. GPL-3.0 is a strong copyleft license: derived works must use the same license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: A. Last commit or release 25 days ago.
3 stars30/wk weekly downloads— tools
Trust score 45 of 100, Fair

Multi-model consensus: 2-6 frontier LLMs answer, an independent judge synthesises one answer.

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 42 days ago.
1 stars94/wk weekly downloads— tools
Trust score 45 of 100, Fair

Voyagier

by voyagier-travel · TypeScript

Book real travel from your agent — flights, hotels & activities behind a price-gated checkout.

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 14 days ago.
1 stars128/wk weekly downloads— tools
Trust score 45 of 100, Fair

OpenAI-compatible LLM gateway: models, savings math, key provisioning, autonomous email-OTP signup

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 45 of 100, Fair

Cross-LLM persistent memory: store context once, recall it from any AI model.

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 45 of 100, Fair

Open-source MCP memory server. Persistent, searchable, tiered memory across sessions.

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 45 of 100, Fair

Authority-weighted memory graph for AI agents with conflict detection and semantic search.

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 45 of 100, Fair

Shared, persistent memory for AI agents — works with Claude, Kiro, Cursor, or any MCP client.

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