Convosphere
Enterprise AI Agent & RAG Platform|v2.4 Live

Turn technical knowledge into trusted AI agents

Connect documentation, GitHub, Jira, Confluence, Slack, and 30+ sources. Deploy accurate RAG agents with deep citations, automated sync, and self-authoring articles that developers and teams can trust.

Start Building Free Test Interactive Demo
npx convosphere-cli deploy
30+
Enterprise Connectors
< 350ms
Time-to-First-Token
85%
Deflection Rate
100%
Verifiable Citations
Interactive Playground

Experience developer-grade RAG & Deep Citations

Select a developer question below to watch Convosphere ingest, synthesize, and cite exact source code and documentation in real time.

99.4% Grounded
Convosphere AgentRAG v2.4
230ms TTFT
To ensure webhook idempotency without double-granting credits or duplicate subscriptions: 1. **Verify Webhook Signature**: Validate the `stripe-signature` header against `STRIPE_WEBHOOK_SECRET`. 2. **Deduplicate by `reference_id`**: Pass the Stripe event ID (e.g., `evt_1P8x...`) into `grantCredits({ referenceId })`. If the record already exists in `credit_transactions`, the call returns the existing transaction immediately. 3. **Handle Retry Transients**: For subscription provisioning, write the subscription record wrapped in a transaction with `external_reference_id` unique constraint.
typescript
// Deduplicated credit granting on webhook retry
const transaction = await grantCredits({
  userId: session.metadata.userId,
  amount: plan.monthlyCredits,
  type: "monthly_allocation",
  referenceId: event.id, // Idempotency key from Stripe event ID
  description: `Monthly credit grant for ${plan.name}`
});
Verifiable Citations (3)
Click citation pill to inspect chunk
Ingestion & Sync Ecosystem

Connect your engineering & support stack in minutes

Convosphere connects to where your technical knowledge actually lives. Zero manual re-formatting, zero stale data.

G

GitHub

GA
Webhook Real-Time

Sync docs, READMEs, PR diffs, and issue comments with commit-level webhook invalidation.

MarkdownPR DiffsIssuesCode Anchors
C

Confluence

GA
Incremental Sync

Index spaces, page hierarchies, inline comments, and PDF attachments automatically.

SpacesNested PagesInline CommentsAttachments
J

Jira

GA
Bi-Directional Tool

Troubleshooting logs, issue resolutions, comments, and sprint changelogs indexed for instant RAG.

TicketsResolution LogsCustom FieldsComments
S

Slack

GA
Webhook Real-Time

Index resolved developer threads, pinned channel announcements, and execute agent actions.

Public ChannelsThread AnswersPinsReactions
N

Notion

GA
Incremental Sync

Sync company wikis, product specs, engineering roadmaps, and nested database tables.

PagesDatabasesToggle ListsCode Blocks
Z

Zendesk

GA
Incremental Sync

Capture verified support resolutions and macro answers directly into self-authoring KB.

Solved TicketsKB ArticlesMacrosAgent Notes
D

Discord

GA
Webhook Real-Time

Community question answering, developer forum threads, and FAQ channel indexing.

Forum ThreadsCommunity FAQsBot Mentions
P

PostgreSQL & Supabase

Enterprise Ready
Bi-Directional Tool

Query schema metadata, foreign key graphs, and hybrid semantic vector stores securely.

Table SchemasForeign KeysRead-Only Queries
W

Web Spider & Sitemap

GA
Incremental Sync

Recursive documentation crawling with headless DOM rendering, change diffs, and sitemaps.

HTML DocsSitemapsAPI SpecsSPAs
G

Google Drive

GA
Incremental Sync

Index company Google Docs, PDFs, Sheets, and presentations with permission-aware ACLs.

DocsPDFsSheetsSlides
O

OpenAPI & Swagger

GA
Bi-Directional Tool

Parse REST specs into executable chatbot tools and parameter-validated API actions.

OpenAPI 3.0Swagger 2.0JSON SchemasAuth
I

Intercom

GA
Incremental Sync

Sync Help Center articles and closed conversation transcripts for continuous model training.

Help ArticlesConversationsCustomer Tags
Sub-2-Second Vector Invalidation
Merged a PR or published a Confluence doc? Webhook listeners invalidate stale embeddings instantly.
Zero-Lag Sync Engine
Pylon-Grade Parity

Self-Authoring Knowledge Base

Tribal knowledge trapped in Slack, Zendesk, or Jira is lost forever. Convosphere turns every resolved ticket into verified, published documentation automatically.

1

Ticket Resolved

When an engineer or support lead marks an issue resolved in Convosphere, Zendesk, or Jira, the closed-loop webhook fires.

2

AI Synthesizer & Diff

Synthesizer evaluates the thread, extracts root causes and code solutions, and checks for existing articles to generate a clean diff amendment or new draft.

3

1-Click Publish & RAG Sync

1-click publish pushes the article live to your public Help Center and automatically updates the vector embeddings in Pinecone for instant agent deflection.

Handling HTTP 429 Rate Limits with Retry-After & Exponential Jitter

Slug: /kb/handling-http-429-rate-limits•Confidence: 99.1%
Developer GuideAPI & Webhooks

When making batch requests or syncing high volumes of data, clients may occasionally receive an HTTP 429 (Too Many Requests) status code.

Recommended Implementation

Always inspect the Retry-After response header and combine it with random exponential jitter to prevent thundering herd spikes:

async function fetchWithRetry(url: string, options: RequestInit, retries = 3): Promise<Response> {
  const res = await fetch(url, options);
  if (res.status === 429 && retries > 0) {
    const retryAfter = parseInt(res.headers.get("Retry-After") || "3", 10);
    const jitter = Math.floor(Math.random() * 500);
    await new Promise(resolve => setTimeout(resolve, (retryAfter * 1000) + jitter));
    return fetchWithRetry(url, options, retries - 1);
  }
  return res;
}
Synthesized from ticket #TICK-802 • Published to Public Help Center & Agent RAG
Technical Grounding Architecture

Why engineering teams trust Convosphere over generic LLMs

Generic LLMs hallucinate plausible-sounding code. Convosphere enforces mathematical grounding with reciprocal rank fusion and verifiable source citations.

Hybrid Search with RRF

Combines dense OpenAI embeddings with sparse BM25 token matching. Guarantees 100% precision on exact symbols like STRIPE_SIGNATURE, error codes, and function names.

Reciprocal Rank Fusion

Zero-Hallucination Guardrails

If an answer cannot be grounded above a configurable similarity threshold (e.g. >88%), the agent declines to guess and automatically initiates a ticket or human handoff.

Grounded Verification Pass

Line-Level Code Anchors

Every sentence can be audited. Users click on inline citation pills to view the exact repository, branch, file path, and line range where the knowledge originated.

Deterministic Audit Trail
Grounding Architecture

Deterministic chunking with header inheritance

Convosphere does not split documents into naive arbitrary byte chunks. Our Markdown and code parsers retain the full parent document hierarchy, ensuring every code snippet preserves its contextual module and type signature.

  • Preserves H1, H2, and H3 nested section taxonomy
  • Extracts frontmatter tags, authors, and last-modified dates
  • Encodes language tags and syntax trees for code search
RAG Citation Payload (JSON)score: 0.994
{
  "source": "github",
  "repository": "convosphere/convosphere",
  "filePath": "src/lib/payments/subscription-handler.ts",
  "lineRange": [188, 215],
  "section": "Idempotent Subscription Provisioning",
  "tokenCount": 142,
  "confidenceScore": 0.994,
  "lastVerified": "2026-10-07T22:30:00Z"
}
Omnichannel Developer Access

Available wherever your engineers and users work

Embed an instant Cmd+K search modal in your documentation, or connect your company knowledge directly into Claude Desktop and Cursor using MCP.

Model Context Protocol (MCP)

Claude Desktop & Cursor IDE

Native Protocol

Allow developers to query internal documentation, tickets, and code architectures right inside Claude Desktop, Windsurf, and Cursor without leaving their development environment.

claude_desktop_config.json
{
  "mcpServers": {
    "convosphere": {
      "command": "npx",
      "args": ["-y", "@convosphere/mcp-server", "--agent-id", "ag_live_9941a"]
    }
  }
}
Standard Anthropic MCP specificationMCP Docs

Cmd+K Search & Chat Widget

Docs, Next.js, Mintlify, Docusaurus

< 5KB Bundle

Add an instant AI answer bar to your technical documentation with a single script tag or React hook. Fully customizable theme, keyboard accessible, and WCAG AA compliant.

HTML Embed Tag
<script 
  src="https://convosphere.site/widget.js" 
  data-agent-id="ag_live_9941a"
  data-shortcut="cmd+k"
  defer>
</script>
Supports React, Vue, Svelte & Vanilla JSEmbed Docs
Enterprise Grade

Security, compliance, and zero-compromise privacy

Engineered from day one for financial, healthcare, and high-security technical organizations.

Zero-Data Retention

Your internal data is never used to train foundation models. Enterprise zero-retention agreements are active across all LLM inference endpoints.

AES-256 & TLS 1.3

All vectors, ticket transcripts, and connector credentials are encrypted at rest with AES-256 and encrypted in transit via TLS 1.3.

Granular RBAC & SSO

Manage permissions per connector and per agent. Enforce Okta, Google Workspace, Azure AD, or SAML 2.0 single sign-on.

SOC2 Type II Readiness

Continuous compliance monitoring, immutable audit logging for every query and data ingestion event, and vulnerability scans.

Multi-Tenant Isolation

Strict database schema and vector namespace partitioning guarantees that no tenant data can ever leak across boundaries.

VPC & Private Cloud

Deploy in your own AWS, GCP, or Azure VPC with dedicated Pinecone vector pods and private networking endpoints.

FAQ

Frequently Asked Questions

Everything you need to know about Convosphere's ingestion, citations, and enterprise architecture.

Ready to turn technical knowledge into trusted AI agents?

Start free today. Connect GitHub, Confluence, Jira, or your docs in under 5 minutes without writing a single line of boilerplate code.

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50 free monthly credits
SOC2 ready & Zero-retention