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. 3574 published MCP servers match this ranking. The highest trust scores right now are buy at 55, agenttrio at 55, Formmy 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.
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Every server that matches this ranking, ordered by trust score.
Federated research discovery with S-Index metrics across a network of digital twins.
Registry
–License–QualityBMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 57 days ago.
Translation that never breaks structure: .srt timings, i18n key trees, PDF layout.
RegistryRemote
–LicenseCQualityBMaintenanceLicense: Not graded. No license is recorded for this server.Quality: C. 65/100 for listing completeness. Lost points: no listed tools, short summary.Maintenance: B. Last commit or release 2 months ago.
AI-native structured memory for agents (MCP). Built for agents, not humans.
Registry
–License–QualityCMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
Find and hire a human specialist from the Stoory marketplace, right from chat.
RegistryRemote
–License–QualityBMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: B. Last commit or release 2 months ago.
Handles 10M+ token contexts with chunking, sub-queries, and local Ollama inference.
Registry
ALicense–QualityDMaintenanceLicense: 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 9 months ago.
ALicense–QualityDMaintenanceLicense: 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 8 months ago.
UK property finance: bridging cost, dev appraisal, BTL stress test, stamp duty (SDLT/LBTT/LTT).
RegistryRemote
–License–QualityCMaintenanceLicense: Not graded. No license is recorded for this server.Quality: Not graded. No README or tool list has been captured yet.Maintenance: C. Last commit or release 3 months ago.
Health doctor for a home AI stack: Ollama nodes, GPUs and tailnet, with graded confidence.
Registry
ALicenseCQualityAMaintenanceLicense: 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 9 days ago.
App Store and Play downloads and charts over time, Android uses bundle ID. Free key at trendsmcp.ai
RegistryRemote
ALicense–QualityBMaintenanceLicense: 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 2 months ago.
One journal file per project that your AI reads at session start and updates as it works.
Registry
ALicense–QualityAMaintenanceLicense: 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.
Session continuity for AI assistants: resume any work lane where the last session stopped.
Registry
ALicense–QualityAMaintenanceLicense: 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 24 days ago.
Typed decisions (choice, score, yes/no) from Laya, Julia-1 and clef-flash on your own GPU
Registry
ALicense–QualityBMaintenanceLicense: 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 37 days ago.
Local, token-budgeted code context with file:line provenance and selection receipts.
Registry
ALicense–QualityBMaintenanceLicense: 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 36 days ago.
Python MCP server for running and inspecting Bruno API collections.
Registry
ALicense–QualityAMaintenanceLicense: 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 22 days ago.
AI enters a live multiplayer 3D world as a visible avatar: walk, talk to real players, and be seen.
Registry
ALicense–QualityBMaintenanceLicense: 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.
Hands bulk reading to cheap OpenRouter models, masks secrets, checks each answer against the source
Registry
ALicense–QualityAMaintenanceLicense: 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 15 days ago.
Zero-dependency single-file MCP server for Termux/Android, Raspberry Pi and Linux
Registry
ALicense–QualityAMaintenanceLicense: 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 15 days ago.
Search and understand videos without embeddings: contact sheets plus Jev typed decisions.
Registry
ALicenseDQuality–MaintenanceLicense: A. MIT License is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
Run any Relay model (image, video, audio, LLM), poll tasks, upload files and search Relay's docs.
RegistryRemote
ALicenseDQuality–MaintenanceLicense: A. MIT License is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
Shared memory for your AI tools: top-5 recall 98.9% on answerable LongMemEval-S questions. Premium.
RegistryRemote
ALicenseDQuality–MaintenanceLicense: A. MIT License is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
Checks whether an OpenAI-compatible endpoint publishes model prices without an account or key.
Registry
ALicenseDQuality–MaintenanceLicense: A. MIT License is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
AI personas with a lasting, encrypted memory per project, for Claude Code. Hosted in France.
RegistryRemote
ALicenseDQuality–MaintenanceLicense: A. MIT License is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
Local-first memory of how you write: style profile and real reply examples from your chat exports
Registry
ALicenseDQuality–MaintenanceLicense: A. MIT License is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
面向企业交付的飞书多维表格 MCP Server —— 让 Claude Code / Cursor 安全读写业务台账
Registry
ALicenseDQuality–MaintenanceLicense: A. MIT License is a permissive open source license.Quality: D. 48/100 for listing completeness. Lost points: short README, no listed tools, short summary.Maintenance: Not graded. No commit or release date has been recorded.
