is it possible to allow agents to communicate with each other across multiple sessions?

i would love to have the function to allow some agents from some sessions to communicate with other agents in other sessions and exchange conversation with them, is this possible in orca?

reddit.com
u/ShakaLaka_Around — 3 days ago

update: habibi now scrapes the actual chatgpt/perplexity/claude apps too, not just apis (and it's cheaper now)

quick update on habibi, the self hosted tool i posted about a while back for tracking how your brand shows up in ai answers.

the thing that bugged me most about my own tool was the honest note i had in the readme, saying it uses the apis, which are close to what a real user sees on chatgpt/perplexity/claude but not exactly the same thing. that gap always annoyed me so i went and fixed it.

now habibi can just drive the real logged in apps directly, chatgpt, claude, perplexity and google ai overview. so its literally the same thing a real user sees and gets cited, not an api trying to guess it. you connect it once with an account (make a free one or use one you already got) and it just remembers the login after that, nothing gets stored anywhere weird, its just a normal browser session sitting on your machine like when you stay logged into any site.

wasnt expecting this part but it also makes it way cheaper to run. those 4 engines dont cost you anything per run now cause theres no api call happening anymore, your just using the account like a normal person would. so running youprompts daily across a buyour bill up.

also made sure your account memory doesnt mess with the results, chatgpt runs iin temporary chat and cla answers dont driftdepending on whatever your account remembers from other chats you had.

still fully open source, still self hosted, still does the same core loop, run your prompts daily, see w see your mention rate over time, compare to competitors.

reddit.com
u/ShakaLaka_Around — 11 days ago

i didn't want to pay $90-500/mo to track how my brand shows up in chatgpt, perplexity, gemini and claude, so i built my own and open sourced it.

it's called habibi. self hosted, you bring your own openrouter key (pennies per run instead of a subscription), and it does the boring but useful loop these paid tools charge for: run your prompts daily across those 4 engines, see which of your urls actually get cited, track your mention rate over time, compare against competitors.

what got me annoyed with the paid tools is how they bury the actual page level citations behind a paywall, when that's the one thing that's actually actionable. so that's the headline feature here, not an afterthought.

setup is a wizard now: paste your site url, it scrapes it and drafts your brand profile with ai, you edit whatever's wrong, pick which engines to track, and it suggests a starter prompt set from your own context. no blank dashboard, no config file archaeology.

it's honest about what it does too. it uses the search grounded apis, not ui scraping of the consumer apps, so it's not pretending to be something it's not. that's also what keeps it cheap.

hope it help you guys.

reddit.com
u/ShakaLaka_Around — 27 days ago

i didn't want to pay $90-500/mo to track how my brand shows up in chatgpt, perplexity, gemini and claude, so i built my own and open sourced it.

it's called habibi. self hosted, you bring your own openrouter key (pennies per run instead of a subscription), and it does the boring but useful loop these paid tools charge for: run your prompts daily across those 4 engines, see which of your urls actually get cited, track your mention rate over time, compare against competitors.

what got me annoyed with the paid tools is how they bury the actual page level citations behind a paywall, when that's the one thing that's actually actionable. so that's the headline feature here, not an afterthought.

setup is a wizard now: paste your site url, it scrapes it and drafts your brand profile with ai, you edit whatever's wrong, pick which engines to track, and it suggests a starter prompt set from your own context. no blank dashboard, no config file archaeology.

it's honest about what it does too. it uses the search grounded apis, not ui scraping of the consumer apps, so it's not pretending to be something it's not. that's also what keeps it cheap.

hope it help you guys.

reddit.com
u/ShakaLaka_Around — 27 days ago

i didn't want to pay $90-500/mo to track how my brand shows up in chatgpt, perplexity, gemini and claude, so i built my own and open sourced it.

it's called habibi. self hosted, you bring your own openrouter key (pennies per run instead of a subscription), and it does the boring but useful loop these paid tools charge for: run your prompts daily across those 4 engines, see which of your urls actually get cited, track your mention rate over time, compare against competitors.

what got me annoyed with the paid tools is how they bury the actual page level citations behind a paywall, when that's the one thing that's actually actionable. so that's the headline feature here, not an afterthought.

setup is a wizard now: paste your site url, it scrapes it and drafts your brand profile with ai, you edit whatever's wrong, pick which engines to track, and it suggests a starter prompt set from your own context. no blank dashboard, no config file archaeology.

it's honest about what it does too. it uses the search grounded apis, not ui scraping of the consumer apps, so it's not pretending to be something it's not. that's also what keeps it cheap.

hope it help you guys.

reddit.com
u/ShakaLaka_Around — 27 days ago
▲ 3 r/AISEOTricks+1 crossposts

help-needed: what method to use for tracking citation over ai assistants?

im building an opensource tool alternative to peecai and others called "habibi" (launching soon) and now the question im having is. citation tracking, running the prompts against the apis of the providers, (openai, openrouter, etc..) or scrapping them?

reddit.com
u/ShakaLaka_Around — 1 month ago

help needed: im thinking about open-sourcing a tool to track LLM citation and provide some visibility on AEO and need help

i have posted some days ago asking how people are dealing with the issue of tracking LLM citations and visibility and which tool to use and most of people mentioned that it should go manually, but i dont like manual work and i can code. so im deciding to opensource a tool that handles that, but i need people and experts to provide inputs on what features and functionality we need to put into this tool to be a useful one for everybody.

is there anybody willing to contribute with his/her expertise and input where you guys guide me and i will code it and build and share it with all of us?

reddit.com
u/ShakaLaka_Around — 1 month ago

help needed: im thinking about open-sourcing a tool to track LLM citation and provide some visibility on AEO and need help

i have posted some days ago asking how people are dealing with the issue of tracking LLM citations and visibility and which tool to use and most of people mentioned that it should go manually, but i dont like manual work and i can code. so im deciding to opensource a tool that handles that, but i need people and experts to provide inputs on what features and functionality we need to put into this tool to be a useful one for everybody.

is there anybody willing to contribute with his/her expertise and input where you guys guide me and i will code it and build and share it with all of us?

reddit.com
u/ShakaLaka_Around — 1 month ago

Linki v2 is out 🤩 open-source AI SDR for LinkedIn + cold email, big reliability overhaul

Linki is a free, self-hosted alternative to tools like Waalaxy and Lemlist. You run LinkedIn outreach and cold email campaigns on your own server, so your leads and LinkedIn session never leave your machine. No per-seat pricing, no SaaS middleman.

Just shipped v2. The main focus was fixing the things that actually break these tools in practice:

- Server-side LinkedIn login instead of cookie-pasting, which also fixes Sales Navigator import and enrichment

- A pinned browser fingerprint so rebuilds no longer cause random forced logouts

- Large Sales Nav imports now split across days automatically with human-like pacing, instead of importing everything at once

- A rewrite of the LinkedIn automation itself for more reliable connections and messages

- LinkedIn and email actions can now run together in one campaign

- A unified inbox for replies across email and LinkedIn

- Apollo io enrichment built in

It's been really encouraging to see more people self-hosting it and contributing over the past few months, appreciate everyone who's tried it out.

Runs on Docker or Node.js with SQLite, no external database needed. There's also a one-click option on Opsily if you'd rather skip the terminal.

Full details and setup are in the repo: github.com/moaljumaa/linki

reddit.com
u/ShakaLaka_Around — 1 month ago

Question: How are you guys dealing with LLM citation tracking and research?

i want to give it a try and start optimizing for AEO/GEO whateverEO. and i dont know if its worht it. atm my entire focus is only on SEO and doing my research basically using google keyword manager and dataforseo for SERP analysis. is there anybody who have some experience in this that can tell, preferably with numbers to see if it was worth the investment or not, since this tools are expensive.

thanks

reddit.com
u/ShakaLaka_Around — 1 month ago
▲ 7 r/Agentic_SEO+1 crossposts

Question: How are you guys dealing with LLM citation tracking and research?

i want to give it a try and start optimizing for AEO/GEO whateverEO. and i dont know if its worht it. atm my entire focus is only on SEO and doing my research basically using google keyword manager and dataforseo for SERP analysis. is there anybody who have some experience in this that can tell, preferably with numbers to see if it was worth the investment or not, since this tools are expensive.

thanks

reddit.com
u/ShakaLaka_Around — 1 month ago
▲ 35 r/AgencyAutomation+19 crossposts

Linki v2 is out, open-source AI SDR for LinkedIn + cold email (big update)

Hey everyone, I built Linki a few months ago as a free self-hosted alternative to Waalaxy and Lemlist. Back then it was a basic LinkedIn sequencer. I just shipped a huge update and it's now a proper AI SDR, so wanted to share what changed.

What is Linki (for those who don't know)

Self-hosted LinkedIn automation + cold email with an AI agent that writes every message for each lead individually. No SaaS middleman, no per-seat pricing, your data stays on your machine. You connect any model via OpenRouter (Claude, GPT-4o, Mistral, whatever).

What's new in this version

The AI agent is now the center of everything. There's a 3-layer prompt system: global context about your business and offer, campaign-level instructions, then per-step prompts. The agent writes with full context instead of just filling a template.

LinkedIn + email in the same campaign now. So you can do visit, connect, wait 2 days, send a LinkedIn message, wait 3 days, send a cold email. All in one sequence.

Unified inbox. All email replies from all your campaigns show up in one place. LinkedIn reply detection too.

Apollo enrichment built in. Connect your Apollo key, click enrich on any list, get verified emails and company data.

Big reliability improvement on the LinkedIn automation itself. Rewrote the DOM targeting and message delivery, about 63% improvement in connection reliability. Also added randomized pacing on imports to avoid bot detection.

AI cost tracking. Every generation is logged with model, token count, and cost. You always know what you're spending.

Hosting

Docker compose or manual Node.js. Or one-click on Opsily if you don't want to deal with the terminal. SQLite, no external DB needed.

Repo: github.com/moaljumaa/linki

Enjoy!!

u/ShakaLaka_Around — 11 days ago