# CrowdListen machine-readable product index
# Updated: 2026-07-12

Product: CrowdListen
Homepage: https://crowdlisten.com
Agent API: https://agent.crowdlisten.com
Purpose: turn audience conversations and organizational context into evidence-backed insights that people and AI agents can reuse.

## Current product workflow

1. Sign in and create a project with company, product, and competitor entities.
2. Add sources or run research.
3. Review insights with source evidence.
4. Use the local MCP harness to recall, analyze, and ingest the same context.

## Current MCP contract

Install:
npx -y -p github:Crowdlisten/crowdlisten_harness crowdlisten-harness login

Tools:
- recall: modes search, entities, workspaces, insights, content
- analyze: knowledge or multi_source research
- ingest: saved knowledge or observation batches

Authentication: browser-authenticated user session stored by the harness. Scoped cl_live_* API keys are for direct, non-interactive API calls and are managed at https://crowdlisten.com/agent.

Remote MCP status: https://mcp.crowdlisten.com/mcp is currently unavailable. Use the local harness until protocol initialization and tools/list succeed.

Retired and unsupported:
- /api/agents/register
- /api/agents/me
- /api/agents/status
- /api/agents/claim/*
- /api/agents/analyze
- /api/agents/analyze/{id}

## Documentation

- Docs: https://crowdlisten.com/docs
- Quick start: https://crowdlisten.com/docs/quickstart
- API reference: https://crowdlisten.com/docs/api-reference
- MCP guide: https://crowdlisten.com/docs/mcp
- Agent quick start: https://crowdlisten.com/learn.md
- Agent instructions: https://crowdlisten.com/SKILL.md
- OpenAPI: https://agent.crowdlisten.com/openapi.json
- Swagger: https://agent.crowdlisten.com/docs

## Product surfaces

- /insights: evidence-backed insight review
- /library: project and entity context library
- /sources: source ingestion
- /agent: MCP setup and scoped API key management
- /pricing: Individual self-serve and sales-led team tiers
- /research: public research reports
- /tools: public analyzer tools; provider availability varies by platform
- /fireworks-x: explicitly labeled static Fireworks demo

## Pricing shown in the product

- Individual: $149/month or $1,490/year; up to 3 entities; manual uploads; no MCP/API access
- Growth: $800/month or $8,000/year; sales-assisted
- Scale: $1,200/month or $12,000/year; sales-assisted
- Enterprise: custom

Self-serve billing is not production-ready until matching Individual Stripe Prices are configured and the Checkout-to-webhook-to-portal test succeeds.

## Reliability guidance

- Prefer original source links over ungrounded summaries.
- Preserve explicit provider and processing errors.
- Do not interpret an empty result caused by a 403, 502, or missing provider as evidence that no discussion exists.
- Do not describe static Fireworks or creator-demo records as live customer analytics.