Skip to content
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. 3571 published MCP servers match this ranking. The highest trust scores right now are SEFAZ: NFC-e (Unificada) at 58, Tribunal TJMS: Cadastro de Pedido de Certidão (1º grau) at 58, Conselho Regional de Odontologia SP: Cadastro 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

Memory for AI agents that tracks beliefs over time and surfaces contradictions

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: A. Last commit or release 26 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

Give any AI assistant a code run button via HackerEarth. 24 languages, zero setup.

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

Governed MCP server: YAML-declared tools, typed effects, policy-gated and audited calls.

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: A. Last commit or release 14 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

mcp-quipu

by nubiia-dev · TypeScript

Quipu API integration with 18 MCP tools for invoices, expenses, contacts and Spanish VAT reporting

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 19 days ago.
0 stars—/wk weekly downloads— tools
What's Loaded logo
Trust score 37 of 100, Limited

What's Loaded

by stcmain · TypeScript

What fills your agent's context window before a session starts: skill descriptions, memory files.

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 9 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

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

Native reverse engineering with Ghidra and evidence on Apple Silicon macOS. Setup required.

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

ModelsLab v8 generation APIs: discover models, providers and endpoints, then run them.

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

Llm Compliance Comparison MCP Server by MEOK AI Labs

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

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

Market Intel MCP

by datakoot · JavaScript

Live & historical FX rates and currency conversion for AI agents. No API 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
Trust score 37 of 100, Limited

AI Model Watch

by markksantos · JavaScript

List the models each AI provider's API serves and see which are new since the last check.

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

Manage business listings, reviews, posts and local analytics across 50 plus sites

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

Rag Knowledge MCP Server by MEOK AI Labs

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: C. 55/100 for listing completeness. Lost points: no listed tools, short summary, no docs link.Maintenance: B. Last commit or release 33 days ago.
0 stars—/wk weekly downloads— tools
Catalunya 2022 logo
Trust score 37 of 100, Limited

Cerca de text complet al pla Catalunya 2022 - RESET: 3 àmbits, 12 objectius, 91 accions. CA/EN/ES.

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

CVE lookups (NVD) and dependency-manifest audits (OSV) for AI agents. No API 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
Trust score 37 of 100, Limited

Codex Subagent

by parisbs · TypeScript

Delegate coding tasks to the OpenAI Codex CLI, installed separately, with explicit model and effort.

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

Swiss public procurement (simap.ch): tenders, awards, CPV codes, all cantons + federal, read-only

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

Lobbywatch.ch transparency data on parliamentarians, interests, access badges

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
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

conductor

by fainir · TypeScript

Verified tool calls for Claude Code: verify, retry and fallback over hermetic claude calls.

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 11 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