Coding agents
Claude Code, Cursor, Codex
The intelligence and context needed for your organization.
Praana turns Slack, docs, tickets, meetings, and code into actionable knowledge — for people, organizations, and the AI agents working alongside them.
Trusted by teams at
Beanbag.ai
Beanbag.ai
Built by engineers from
Apple
LinkedIn
Amazon
PayPal
Turn your organization's scattered knowledge into living memory.
Interfaces &
Agents
Agents
Team channels
Slack and Teams answers
Manager rituals
weekly pulse, risks, decisions
Custom workflows
REST, GraphQL, webhooks
Organizational
Brain
Brain
Context + intelligence layer
OntologyKnowledge graphOrg memorySelf-improving loop
Organizational
Scattered
Knowledge
Scattered
Knowledge
Conversations
Slack, meetings, decisions
Delivery work
PRs, tickets, reviews
Team knowledge
RFCs, ADRs, runbooks
Customer + incidents
asks, escalations, pages
Read work where it happens.
Threads, PRs, RFCs, tickets, meetings, incidents, and customer notes enter through existing permissions.
Build typed organizational memory.
Services, owners, decisions, customers, incidents, commitments, and source links become one permission-aware graph.
Reason over the graph.
Praana detects drift, resolves conflicts, ranks evidence, senses risk, and turns context into useful next steps.
Serve context everywhere.
MCP, Slack, Teams, manager rituals, leadership briefings, and custom apps draw from the same layer.
Coding agents with context
Coding agents only know what's in the repo.
The history, decisions, and incidents live elsewhere.
Decisions live in Slack threads. Customer asks live in Salesforce comments. Incident scars live in retros. Architecture context lives in someone's head. Most of what your team knows lives between the tools, never in any one of them.
Praana turns that scattered work into cited organization memory, then surfaces it to everyone, wherever they work.
Claude Code v2.1.126
Opus 4.7 (1M context) with max effort · Claude Max
~/Documents/workspace/auth-svc
› add session-token caching to the auth middleware
•
I'll check Praana for org history on session-token caching before making changes — this is a non-trivial auth change.
praana.history — check_org_history
Calling MCP server 1 prior incident · 1.8s
•
Praana found a high-confidence prior incident: PR #4351 attempted this exact change in May 2024 and was reverted within 48 hours…
Auth caching
PR #4351 attempted exactly this on 2024-05-14 and was reverted within 48 hours (~840 stale-session incidents across 3 enterprise customers — in-process cache keyed only on user_id served stale tokens after rotation). Team has converged on a different approach in #design-auth on 2026-04-27 — consensus reached, not yet implemented. How do you want to proceed?
›
1. Implement
#design-auth 2026-04-27 approach
(Recommended)
2. Read the discussion /
postmortem first
3. Re-do PR #4351 anyway
4. Different scope / clarify
Move session-token validation to a request-scoped memo with Redis hot-path.
- − Request-scoped memo lives for one request only (no cross-request staleness)
- − Slow path: Redis lookup, 30s TTL keyed on user_id+device+ip_hash
- − Sidesteps the rotation-staleness class entirely
- − Owners: @maya.sharma + @platform-leads
Source: #design-auth · slack thread
↵ select ↑↓ navigate esc dismiss
WHO IT'S FOR
Different role.
Same shared context.
Engineers ask in their IDE. Managers ask in Slack. Leaders ask in their browser. Coding agents ask over MCP. One context layer answers all of them. Pick a role; click any feature for the spotlight.
Engineers
In-flow context, by default.
Praana reads the work sources you connect — Slack threads, PRs, RFCs, and incidents — before you have to. Ask in your IDE, terminal, or channel, and your coding agents read the same memory over MCP.
Learn more 4 features swipe →
MCP native
Wired into Claude Code, Cursor, Codex, your CLI, and your CI through the same context layer. The point is not another chatbot; it is cited context where agents already work.
Claude Code v2.1.126
Opus 4.7 · via Praana MCP
~/billing-svc
› refactor billing to remove webhook-gateway
•
Checking Praana for org history before touching webhook-gateway…
praana.history — check_org_history
Calling MCP server ADR-017 · INC-1129 · 1.6s
•
Stop. ADR-017 replaced webhook-gateway with Caldera in Apr 2026 to fix INC-1129. Removing it now re-introduces the same failure mode.
•
Use caldera-client from PR #1102 instead. Want me to adapt the refactor?
Sources: ADR-017 · INC-1129 · PR #1102 via MCP
Scale without becoming the knowledge bottleneck
That decision was made twice last quarter. Praana surfaces both — threaded, with the RFC and the customer asks — the moment the question is asked again. You edit, you don't author from scratch.
Slack
#eng-billing
CITED You
@Praana what was the approved rollback path for pricing again?
Praana
Use
pricing.tier_v2. Don’t roll back through env vars; flag-only per ADR-082. (Asked twice last quarter.)Cited · 3 sources
- ★ADR-082 migration + cache invalidation
- ★INC-1147 rollback drill
- ★#pricing-launch decision thread
PR reviews with organizational knowledge
Praana flags PRs that contradict a prior ADR or RFC while review is still cheap. The "we already decided this" loop gets surfaced with the receipt attached.
GitHub #921
refactor: inline webhook-gateway calls #921
Open
daisy wants to merge into
main from refactor/inline-webhook Conversation 2 Files changed 3 Checks 1
Your IDE, with organizational knowledge Coming Soon
Prior decisions, ADRs, and incidents surface inline as you write the code that touches them. No tab-switching. No Slack archaeology.
handler.py × schema.py
SRC
handler.py
schema.py
client.py
42def handle_billing_event(payload):
43 # dispatch to Caldera retry queue
44 caldera.dispatch(payload)
45 log.info("dispatched")
46
Praana ·
caldera.dispatch
From ADR-017 (Apr 2026) · replaced webhook-gateway after
INC-1129 Managers
Current context — without becoming a parent.
Praana reads the PRs, threads, standups, and on-call signals you connect. Status meetings shrink. 1:1s become coaching. Team-level capacity is one glance — never individual surveillance.
Learn more 4 features swipe →
Be in the loop all the time — don't wait for stand-ups
Praana reads what shipped, what slipped, and where the contention is — across PRs, threads, and standups, as it happens. Read it Monday morning instead of running the meeting Monday afternoon.
Slack
#eng-leadership
MON 8 AM · AUTO Praana PROACTIVE
Engineering team, week of Apr 22 · stitched from 23 events.
🏆 Shipped this week
🔄 In progress
⚠ Needs manager attention
- Design review on flow X — blocked 5 days; needs a decision before Friday [open]
7 sources stitched · #eng-billing · #eng-platform · GitHub · Linear
Decisions don't queue on you anymore
You're not the routing table. Praana surfaces the correct prior decision (and which team made it) so unblocking happens without going through your DMs. 1:1s shift from status to growth.
Slack
#Sasank
ANSWERED You
Quick Q: what’s the approved rollback path for pricing? Need to land PR #921 today.
Praana
Replied to Sasank: use
pricing.tier_v2, no env-var rollback per ADR-082. Your DM stayed quiet.📌 Cited answer
🎯 Manager move
- No routing needed. Sasank gets the answer and source trail without waiting on your DM.
Sourced from ADR-082 · INC-1147 · #pricing-launch
See burnout before it's too late Coming Soon
Team-level signals — review load, on-call density, after-hours work — surfaced as cohort patterns, never as individual surveillance. Praana is designed around team health, not tracking a person's hours.
Slack
#team-health
COHORT ONLY Praana PROACTIVE
Heads up: cohort signals from your team this week. Team-level only, never individual.
⚠ Cohort pattern
Review pressure is clustering around the same delivery lane. No individual names, no surveillance — only team-level work signals.
🎯 Suggested move
- Cancel the status sync; use 1:1s for triage and protect review focus before the next deploy window.
Synthesized from GitHub · Slack · PagerDuty · cohort-level only
Know where your team's effort is going Coming Soon
11 customers asked for X. Praana shows whether engineering is doing X — or hasn't, and why — with the threads, RFCs, and PRs as receipts.
Slack
#customer-signals
MAPPED You
Are we addressing the billing-flexibility asks?
Praana
11 asks on billing flexibility; 10 addressed:
Leaders
Strategy ↔ execution, in real time.
No more polished slides at the All-Hands diverging from the ground truth. Praana reads the repos — and rolls every initiative up to the work actually moving it, by team, by org, by quarter.
Learn more 4 features swipe →
Strategy meetings, not status meetings
Walk into staff meetings already aligned on reality — what shipped, what slipped, what is at risk. Spend the hour on the calls where you can drive strategy.
Slack
#leadership-digest
YESTERDAY Praana PROACTIVE
🌅 Good morning. Weekly leadership briefing · Apr 22 → Apr 28 · 🟢 Strong week
🏆 Wins this week
🎯 Decisions to make
⚠ At risk
- Multi-region failover — decision delay now blocks May launch path [open]
Initiatives ↔ team output, rolled up by quarter
Every initiative threaded to the threads, RFCs, and PRs that move it. Roll-up by team, by org, by quarter. No status decks required.
Slack
#staff-room
AUDITED You
@Praana where are we on Q2 latency reduction?
Praana
Audit complete · 6 sources
🎯 Q2 latency reduction
62% complete · still on track for May 13.
⚠ Needs decision
- RFC-044 failover — pending 9 days; now the critical path [open]
Sourced from #perf-okr · GitHub · RFC-041, RFC-044
Every team's decisions, threaded and queryable
Architectural calls with full receipts: which team decided, why, when, with what evidence. Years of org memory, queryable in one ask.
Slack
#eng-platform
AUDITED You
@Praana RFC-044 multi-region is up for approval. What did we decide the last 3 times multi-region came up?
Praana
Audit complete · 22 sources
📜 Prior decisions
RFC-044 is the 4th multi-region attempt. The first three were deferred for different reasons.
🎯 Decision needed
- Approve RFC-044 or explicitly defer multi-region again with a new owner/date.
Sourced from #eng-platform · ADR-008, ADR-022, RFC-044 · East-1 retro
Cross-org drift, caught early
When two orgs solve the same problem in parallel — or pull in opposite directions — Praana surfaces it while the work is still active. Not at the next planning offsite.
Slack
#eng-leadership
DRIFT FLAG Praana PROACTIVE
Cross-team drift detected. Two teams making contradictory choices on the same primitive.
⚠ Drift found
🔥 Why it matters
- If unaddressed, both teams hit the same SLA wall Caldera was built for.
Suggested owner: platform staff. Decision needed before both teams lock the integration.
Agents
Give every agent your team's ground truth.
Every modern company is deploying agents — support, sales, coding, internal. They all share one failure mode: they confidently make things up. Praana is the MCP context server for all of them. Same shipped-vs-promised reality, with receipts.
Learn more 4 features swipe →
Give your coding agents what your engineers already know.
Cursor, Claude Code, and Copilot read every decision and the why behind it. The agent codes with the same context your senior engineers carry in their head.
You inline webhook-gateway call sites
● Thought 2s
● Read 3 files, 1 search 1s
praana.history
Calling MCP server ADR-017 · INC-1129 · postmortem · 1.8s
⚠ Prior incident · org history
Stop. INC-1129 attempted exactly this and reverted in 4h. ADR-017 replaced webhook-gateway with Caldera; inlining the call sites reintroduces the idempotency gap.
ADR-017 INC-1129 postmortem-2025-10
Agent Use caldera-client from PR #1102 instead. I can adapt the refactor while preserving retry semantics.
You migrate remaining sites to Caldera
claude-sonnet-4 · via Praana MCP · 5 sources cited ● Plan
Walk your AEs into renewals with receipts. Coming Soon
Before the renewal call, your sales agent surfaces every commitment ever made to the account — what shipped against it, what slipped, who owns what's still in flight.
Slack
#renewals-acmeco
RECEIPTS You
@Praana renewal call with AcmeCo in 12 min. What did we commit to last QBR, and where are we?
Praana
3 commitments from Q1 QBR. 2 shipped, 1 in flight; receipts attached.
Commitments · Q1 QBR
- ✓SSO via Okta shipped Feb 14 · v2.11
- ✓Audit log export shipped Mar 28 · v2.16
- →SCIM provisioning in RFC · target Q3 · owner: Sasank · ADR-091
Cited answers for your customer-facing agents. Coming Soon
Every reply from Intercom Fin, Zendesk AI, or Decagon cites the live ticket, PR, and release behind it.
Slack
#cx-tier1
CITED You
@Praana AcmeCo (Anika) is asking if the pricing tier bug is fixed. Safe to confirm rollout?
Praana
Yes, fixed in v2.18, deployed Apr 22. AcmeCo’s workspace auto-upgraded to v2.19 yesterday; safe to roll out Monday.
Cited · 3 sources
- ✓INC-1147 root-cause, resolved Apr 19
- ✓PR #1247 merged Apr 21, deployed Apr 22
- ★v2.18 release notes pricing-tier rollover fix
One MCP layer. All your agents. Audit included.
Vendor agents and the ones you build on Anthropic SDK, OpenAI SDK, or LangGraph all query the same workspace context. Per-agent rate limits, audit logs, no duplicate retrieval to maintain.
// One MCP server. Any framework. import { Anthropic } from "@anthropic-ai/sdk"; import { connectMcp } from "@praana/mcp"; const praana = await connectMcp({ url: "https://acme.praana.app/mcp", workspace: "checkout-platform", scope: "read", // read-only by default }); // Praana attaches as a tool. Your agent decides when to call it. const reply = await anthropic.messages.create({ model: "claude-sonnet-4", tools: [...praana.tools], messages: [{ role: "user", content: prompt }], });
works with: Anthropic SDK OpenAI SDK LangGraph Vercel AI SDK + audit log · per-agent rate limits
SOURCES
Read through the systems
you already trust.
Praana reads through your existing OAuth scopes — every answer carries a source link back to where the truth lives.
Slack
channels · threads
GitHub
PRs · reviews · issues
Notion
docs · RFCs
Linear
tickets · cycles
Google Meet
transcripts
Zoom
transcripts
Jira
tickets · sprints
Confluence
docs · runbooks
Asana
projects
PagerDuty
incidents
Coming next: Salesforce, Intercom, Sentry, Datadog, Stripe, Figma — and more.
Request a connector → SECURITY
Your data stays
where it lives.
Praana is built for engineering orgs that care about permissions, provenance, and deployment shape. We will be precise about what is live today and what is on the near-term roadmap.
TLS
Encrypted in transit
TLS for connector sync, app traffic, and API access. Encryption is table stakes; we treat it that way.
Scoped
Permission-aware access
Praana connects through your existing OAuth scopes and preserves source-system access boundaries in the product.
Private deploy
Private deployment path
Cloud first. For teams with regulatory needs, we will work through private networking or dedicated deployment requirements early.
SOC 2 path
Compliance roadmap
SOC 2 Type II is the target. We can walk through current controls and the roadmap during security review.
The advantage compounds with every cited decision, incident, and customer promise. The longer Praana runs, the sharper your shared memory becomes.
COMING SOON
Bring shared context
to your whole company.
We’re rolling Praana out with a small set of teams to start. Get on the list — we’ll reach out personally from admin@getpraana.com.
We read every signup and reply personally.
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