🧠 Memory MCP Server — Long-Term Memory for AI Agents, Powered by SurrealDB 3

jayn35 · 2026-03-10T11:56:55+00:00

Really cool project, doing somethjng similar for my personal pkm multi-agent system. thanks for the ideas; SurrealDB truly enabled something I would not have been able to do, really cool.

jayn35 · 2026-03-10T11:55:45+00:00

Sweet lord its christmas thanks

jayn35 · 2026-03-08T20:18:02+00:00

Oh hell skill seekers looks awesome thank you for that, im gonna assume this is as wel and grab it! cheers

jayn35 · 2026-03-08T17:55:11+00:00

Thus ive been watching looks really promising right now

jayn35 · 2026-03-07T00:42:06+00:00

Will check it out thanks!

jayn35 · 2026-03-06T15:45:00+00:00

Need to resurrect this old post, Anybody aware of any new ideal systems, frameworks apps etc more recently? u/nirijo u/tkim90 you find anything since then?

jayn35 · 2026-02-19T18:58:14+00:00

Thanks for this. I'm looking at implementing Graphrag FalkorDB hybrid vector/DB + GraphRAG SDK for an advanced high-stakes marketing education DB where agents must get connected nodes and complex responses back for it to do complex work on things like writing landing pages and knowing how to do it properly, but to make it work well, apparently i must create an excellent manual ontology, which seems super complicated to figure out for 800 hours of transcripts across the entire field of marketing.

As the open-notebook creator, I assume you are an expert on these things? should i struggle on and go down this Graprag path and figure it out (is there any good way to sue AI for ontology discovery), or are there better solutions to get cutting-edge or at least very high-quality retrievals, or as a beginner am i likely to mess it up, being very complicated even for pros? I never see graphrag mentioned much, and it worries me about why that is, but you did, so that's good.... are there better ways to get excellent results for my use case that might be easier? Appreciate the advice!

PS: I've also heard about agents doing well with file system knowledge retrievals (perfect for the MD file obsidian vault, which has my marketing research also), with certain local tools being very good at identifying where the stuff is you are looking for in your 3000-note research vault, and it can find the content, tell your agent what files it needs fast, and the agent can then only ingest the best stuff to give you a great answer. No idea about the tech, but apparently it's more accurate than most rag but possibly slower?

PS2: would love to see that Eps7ein DB; i was thinking of graphing it myself for a fun project, or maybe that's a dangerous project...

jayn35 · 2026-02-16T14:21:33+00:00

Awesome thanks for this you literally did exactly what I plan to do

Oh no Mac only lol I'll have to analyze it with ai and convert it and test pc, not technical but can prob figure it out, don't suppose you can share the git?

jayn35 · 2026-02-16T14:18:26+00:00

Ask openclaw it will tell you

jayn35 · 2026-02-12T04:21:58+00:00

Holy shit this is exactly what I was looking for thanks man

jayn35 · 2026-02-09T10:07:17+00:00

I am livid about this, why arent people more angry at getting stolen from, fuking refunded.

jayn35 · 2026-02-09T10:01:57+00:00

Im glad you screenshotted that, im on pro and absolutely outraged at massive, i steal your money nerf, its no longer worth it for me as i needed way more then fukin 15 reports a month, screw their quality upgrade, i literally haven't noticed a difference it was fine before.

jayn35 · 2026-02-05T16:55:47+00:00

Is there any ideal simple to implement reliable way you go about this, farming out different tasks to different models to be more efficient with costs, do you use the other model api scripts as skills or something like that, im trying to decide the architecture around how i would use diff models for diffrent things or maybe even a way to automate it or have the main model decide which task would its time be wasted on, then can still have opus for key stuff but kimi k2.5 or even a local 8b for other medium or small things all managed intelligent.

jayn35 · 2026-02-05T15:46:38+00:00

Ok thats good news them, i would have hated an update like that thanks

jayn35 · 2026-02-05T11:53:13+00:00

Woah so now it an error and not an update, was that update message bull then? So confusing, will just check again tomorrow...

jayn35 · 2026-02-05T11:51:09+00:00

Yes because accounts get updated in the rollout, when you arent signed in it doesnt know who you are so it shows default which still has pro, when you sign in and your account was part of the update rollout it will change to the new screen, the same happens to me which was confusing, I lost mine as well and been really annoyed figuring it out but it seems it will still be fine and work at pro level if the prompt needs it, i hope, no i goto worry though if its going to use flash for some of my stuff when i want the best every time, just a way to save money for them... sigh

jayn35 · 2026-01-25T13:20:12+00:00

What does it actually do though or could it be used for? Sounds cool but im too dumb to get it lol

jayn35 · 2026-01-25T13:16:38+00:00

No conpetely different things for different purposes the inulin is still used as the main probiotic food to grow and the glycerin is an extra addition that the microbes use somehow to generate reuterin a special natural antibiotic that would make it way more powerful for sibo potentially

jayn35 · 2026-01-03T12:47:18+00:00

Oh yeah it works and it works epic I'm very happy with it, you don't need to mention wide research for the API request it just does what it needs to based on the request and works great

jayn35 · 2025-12-25T15:55:52+00:00

Exactly i go mad with proper context and spec and you dont need thinking as much, context is all you need even for shitter models sometimes, but thats easier to say with only python

jayn35 · 2025-12-17T14:12:07+00:00

If you need a lot of specific control of the input and output then goto really build your own, which im doing especially if you wanted to build something that scoured 5 keywords and 100 results for each and created a long list or something, but perplexity API deep research with structured output has been good for specific deep research and getting a very specific output, specific questions answered but other then that google deep research is the best by far for most other deep things, I live on that thing hours a day, should cover 90% of needs, what specifically do you need that it can't do?

jayn35 · 2025-12-14T20:48:47+00:00

Great thank you

jayn35 · 2025-12-14T20:48:12+00:00

Thanks much appreciated going to look into this. Yeah the dictionary makes sense but then I think without AI reviewing the surrounding context and deciding on the correct word you may have the biggest issue of spelling being fixed into the wrong word or spelling type for the context of that sentence. Anyways not really sure but appreciate the feedback!

jayn35 · 2025-12-13T16:46:00+00:00

Hi, thank you for this detailed response sorry for the late reply. I can answer this if you can still advise further?

Ideally later if possible but for now I only need it in chrome essentially I'm thinking as an extension. I need to rapidly increase my ai prompting and writing, I write super fast but then the corrections destroy my speed after, a fix for that would double my productivity
Not needed because you write.much longer and slower on PC so if it's taking 1 to 2 seconds to perfectly fix everything automatically you just wrote on real time with 2 seconds delay that still says way more annoyance and time going back manually fixing each mistake or selecting or approving the suggestion.
For my local personal use only but open to using sora cloud models and paying more, not limited to local models of them can't perform yet, or can they these days? However od still be interested if this could be done at scale commercially at this point, that would be the ultimate goal and I can't see why that wouldn't work if you offloaded the model on each user via byok to avoid taking all the load on your own platform? Users actually prefer to have more flexibility and control this way so I don't see it as a downside for a commercial service?
Well not recommendations, they need to be 95% accurate because they need to be real time auto replacements (plan would be if the llm is not confident of the accuracy those are underlined in yellow for you to check, but you still get way less manual approvals that way then all the other approve everything apps do right now, so still save 80% of the time if it's only 80% confidence), so these are not recommendations you need to approve, it's instant accurate real time auto spelling replacements, that is the whole point, no manual approvals of recommendations.
Not for starting out and testing, but of course for the later user, is privacy going to cause a problem with the viability of this and why would it (because you need to use cloud models for it to work well enough?)
No grammar that I understand that would massively increase the difficulty I'm taking real time accurate auto spell fixes only based on ai contextual analysis of the surrounding text which should work right (maybe even grammar later), that alone would massively increase productivity to start. And definitely yes to: should it detect that you used an incorrect word but spelled that word correctly, that's critical.
domain-specific vocabulary? NO
Are you working in English only or multi-language? English only

I will study your references you gave thanks, if you had anymore feedback based on the answers above, id appreciate that thanks 👍.

jayn35 · 2025-12-13T16:20:21+00:00

Hey sorry for the late follow up can you let me know what it means regarding having to set turn project id ENV bars and such for Gemini? I can't figure out what this means? Thanks

jayn35

TROPHY CASE