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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 prism-coder at 58, Weather Data MCP Server at 58, dead-letter 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
Trust score 37 of 100, Limited

Local MCP server: JSON repair, regex testing, JSON-Schema validation 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 18 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

honestcode

by fengrru · Python

Deterministic verification for AI coding agents: catches invented APIs and wrong 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 16 days ago.
0 stars—/wk weekly downloads— tools
Trust score 37 of 100, Limited

BountyRadar MCP

by panstories · JavaScript

Ranked feed of AI-agent-solvable bounties, scored for solvability and competition.

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

claims-mcp

by dgonzap30 · TypeScript

A claims memory for agents: assert beliefs, let them decay, surface contradictions.

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

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
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
Valmera — agentic AI video editor logo
Trust score 37 of 100, Limited

AI video editor for real footage: cut, caption, reframe, add music and b-roll, preview, export MP4.

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 34 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

mcp-server

by debitura · TypeScript

Cross-border debt collection: submit and track cases handled by local partners in 183 countries.

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

Send a file to a user or agent as a share link with expiry, max opens, approval, revoke and logs.

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

Permission-aware onboarding MCP server: answers about a codebase, filtered by the caller's role.

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

Deploy the apps you build with AI, with databases and domains, and call 200+ AI models on one 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 14 days ago.
0 stars—/wk weekly downloads— tools
Faroz logo
Trust score 37 of 100, Limited

Kids' education platform (ages 8-17): build courses, lessons, exercises, games; review homework.

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
ContextFetch logo
Trust score 37 of 100, Limited

ContextFetch

by lachy3433 · TypeScript

Web search and any page as LLM-ready Markdown for AI agents. Free keyless tier, no signup.

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

Pay-per-call x402 gateway: agent tools, OpenAI-compatible LLM, market data, RPC, security audits.

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

Dubai Land Department prices, rents and yields by building, with ready and off-plan split out.

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
Proxlai logo
Trust score 37 of 100, Limited

Verified, dated prices for 293 AI APIs in 45 markets: LLMs, GPUs, speech, video and more.

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

kenotex-mcp

by kenxcomp · TypeScript

Let your coding agent manage real todos, events, and check-in habits in Kenotex on your Mac.

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
Trust score 37 of 100, Limited

Scrapiq

by ng-pr0ject · Python

Any URL to clean text, markdown, or JSON for LLM/RAG pipelines.

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

Live cricket incl. US Minor League, Kalshi prices, and a win model fitted on 10,847 matches.

RegistryRemote
LicenseQualityMaintenanceLicense: A. BSD-3-Clause 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

lu

by adelaidasofia · Python

lu.ma events MCP server with draft+confirm safety, audit logging, and prompt-injection scrubbing.…

Registry
LicenseQualityMaintenanceLicense: A. MIT is a permissive open source license.Quality: B. 80/100 for listing completeness. Lost points: 3 of 6 tools barely described, short summary, no docs link.Maintenance: A. Last commit or release 15 days ago.
0 stars—/wk weekly downloads6 tools
Trust score 37 of 100, Limited

CUQU找搭子: find & book offline group activities in 10+ China cities; publish your own.

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 38 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

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