Priya Shah
We tested keyword and semantic search on real queries. Hybrid won on both. Notes below…
Your team knows more than it can find.
Memora connects your team’s conversations, code, tickets, documents and meetings. Ask a question in plain language and get a clear answer — with links to the exact threads, pull requests and docs it came from.
- Free plan available
- Works with your existing tools
- Every answer links to its source
Activity across your tools
Add hybrid retrieval pipeline
#482Merged
Implements unified search across conversations, docs and code.
Improve search relevance
PROJ-123In progress
Better ranking for mixed content results.
Architecture decision record
ADR-006
We decided to use a hybrid search approach combining vector and graph search…
MemoraMemora's answer, built from the sources above
Why did we move to hybrid search?
Answer
We chose a hybrid approach to improve result quality by combining semantic understanding with exact matching, based on discussions in Slack, the technical proposal in PR #482, and the decision recorded in ADR-006.
Sources
- Thread in #product2 days ago
- PR #482Sep 24, 2026
- PROJ-123Sep 18, 2026
- ADR-006Sep 12, 2026
Context shouldn’t
live in fragments.
A decision starts in a Slack thread, gets debated in a pull request, tracked in Jira and written up in a doc. Months later, anyone who needs the full story has to search every tool separately — or find the one person who remembers.
Answers are spread across tools
The reasoning behind one change can sit in a thread, a pull request, a ticket and a doc. Finding it means opening every tab and guessing which result is current.
Decisions lose their “why”
Teams remember what was decided but not why. Without the reasoning, the same debates come back and old mistakes get repeated.
Knowledge leaves with people
When someone changes teams or moves on, the context they carried goes with them. New hires spend weeks piecing it back together.
How Memora works.
No migration and no new place to write things down. Memora works on top of the tools your team already uses.
Connect your tools
Link Slack, GitHub, Jira, Notion, Google Drive and more. Memora follows the access rules already set in each tool.
Memora links related work
Conversations, pull requests, tickets, documents and meetings about the same topic are connected, so a decision stays with its history.
Ask in plain language
Ask the way you would ask a teammate. You get a direct answer, with every source it came from linked underneath.
Every answer
has a source.
Memora doesn’t ask you to trust a summary. Each answer shows the conversations, code, tickets and documents it was built from, so you can check the evidence and read the full discussion.
- Open the original thread, pull request or doc in one click
- See who made a decision, when, and what it was based on
- Only get answers drawn from content you can already access
Why did we move to the new auth flow?
We moved to the new auth flow to simplify onboarding, improve security and reduce support overhead, based on team discussions and the technical proposal.
Key points from sources:
- Simplifies user onboarding (Slack, Sep 5)
- Improves security with a token-based flow (PR #482)
- Reduces login support tickets (Jira PROJ-123)
- Approved in architecture decision record (ADR-006)
From conversation
to outcome.
Memora keeps the whole history of your work connected, from the first discussion to what shipped. Anyone can follow how an idea became a decision, and how that decision became a result.
Conversation
Ideas, questions, discussions
Decision
Agreed and documented
Work item
Linked to code and tasks
Outcome
Shipped with full context
Better than searching tool by tool.
Built-in search finds matches inside one app. Memora understands how the work fits together.
| Topic | Searching each tool | With Memora |
|---|---|---|
| Where you look | Slack, GitHub, Jira, Notion and Drive, one at a time | One question across every connected tool |
| What you get back | A list of links to open, read and compare | A direct answer, with its sources linked |
| Related work | Each result on its own, out of context | Threads, PRs, tickets and docs shown together |
| Confidence | Hard to tell which result is current | Dates and sources on every answer, ready to check |
| When people move on | Their context leaves with them | Decisions and reasoning stay with the team |
Built for
every team.
For anyone who needs to know what was decided, why, and where it was discussed.
Engineering
Find the discussion behind any change, review pull requests with past decisions in mind, and get new engineers up to speed faster.
Ask Memora“Why does checkout retry payments three times?”
Learn more about Memora for engineeringProduct
Connect customer feedback, requirements and roadmap decisions, so you can explain why something was prioritised.
Ask Memora“What have customers said about bulk export?”
Learn more about Memora for productTeam leads & founders
See what was decided across teams, and why, without chasing updates in meetings or channels.
Ask Memora“What did we decide about the onboarding redesign?”
Learn more about Memora for team leads & foundersFits how your team already works.
12 integrations
Slack, GitHub, GitLab, Jira, Linear, Confluence, Notion, Google Drive, Gmail, Microsoft Teams, Zendesk and Figma.
See all integrationsMeetings included
Bring in Google Meet, Zoom and Teams transcripts, so decisions made on calls are captured alongside everything else.
Meeting notesContext for your AI tools
Give Claude Code, Cursor and other AI assistants your team’s context through Memora’s MCP server.
MCP serverPrivate by default
Encrypted in transit and at rest, follows each tool’s permissions, and never used to train AI models.
SecurityYour questions,
answered.
What is Memora?
Memora is a shared memory for your team. It connects the tools where work happens — chat, code, tickets, documents and meetings — and answers questions about your work in plain language, with links to the original sources.
How is this different from searching in Slack or Google Drive?
Built-in search looks inside one tool and returns a list of matches. Memora looks across all your connected tools at once, understands which conversations, pull requests, tickets and documents belong together, and gives you a direct answer with the sources attached.
What does Memora connect?
Slack, GitHub, GitLab, Jira, Linear, Confluence, Notion, Google Drive, Gmail, Microsoft Teams, Zendesk and Figma, plus meeting transcripts from Google Meet, Zoom and Teams. See the full list on the integrations page.
Can our team keep its existing tools?
Yes. Memora works on top of the tools you already use. Nobody has to move their work, change how they write things down or copy content into a new place.
Is our data secure?
Data is encrypted in transit and at rest, answers only draw on content each person can already access in the connected tools, and your content is never used to train AI models. Read more on the security page.
How do we get started?
Create a free account, connect your first tool and ask a question. The free plan includes 25 questions a month; see pricing for team plans. You can also try the live demo first.
Give your team its context back.
Start free, connect your first tool and ask your first question today.