ClawPipe across the SDLC
ClawPipe started as a developer SDK. The same pipeline now powers every team that touches AI โ through MCP for agents, an OpenAI-compatible endpoint for no-code tools, a prompt store for templates, and webhooks for alerts. One LLM cost layer for the whole org.
Three surfaces, ten roles
| Surface | Who uses it |
|---|---|
| SDK (TS / Python / Go / Rust / Java) | Engineers, ML engineers |
| MCP server (clawpipe-mcp-server) | Anyone using Claude Desktop, Cursor, Cepien, agent platforms |
| OpenAI-compatible REST (api.clawpipe.ai) | Zapier, n8n, Make, Retool, Bubble, Power Automate, custom GPTs |
| Dashboard + Prompt Store | PMs, designers, support, ops, marketing |
| Webhooks + Jira/Notion MCP tools | Release managers, on-call SREs, finance |
By role
๐ Product Manager Dashboard ยท Prompt Store ยท MCP
Pain: feedback piles up faster than the team can categorize. Premium-model categorization burns $1K/wk on what regex could do.
Use the Booster regex pack via dashboard prompt store. Common tags resolve at $0:
POST /v1/prompts/customer-feedback-tag/render
{ "variables": { "feedback": "{{user_message}}" } }
โ Booster matches "extract emails", "slugify", "title case"
on common patterns; only ambiguous tickets hit an LLM.
Cepien, Productboard, Linear-style tools that call ClawPipe via MCP get this for free.
๐จ Designer / UX No-code ยท Figma plugin ยท Swarm
Pain: copy variants and microcopy A/B tests get expensive when every iteration runs through GPT-4.
Point Figma's AI plugin at https://api.clawpipe.ai/v1. Use Swarm for 3-model voting on each variant โ Claude Haiku + GPT-4o-mini + Gemini Flash, picked automatically by the router.
๐งช QA Engineer SDK ยท Booster
Pain: synthetic test data generation, bug-report PII leakage.
const { text } = await pipe.prompt('extract emails from log: ' + logBlob);
// Booster regex_extract_emails โ 0 cost, 0.01ms
// Plus guardRules: ['pii_redact'] strips SSN/credit card from saved cases.
๐ Release Manager MCP ยท Prompt Store
Pain: changelog drafts and rollback runbooks every sprint.
Save a release-notes template in the prompt store. Aether/Claude/Cursor renders it via the MCP tool when called from a release branch. Webhook fires clawpipe_report_to_jira if rollback is required.
๐ Support Lead No-code ยท Webhooks
Pain: 80% of incoming tickets are "where's my order?" / "reset password" โ premium model overkill.
n8n flow: ticket arrives โ ClawPipe Booster classifies (regex on order-id format, email, account-status) โ if matched, auto-reply at $0; otherwise route to Claude Haiku for nuance. Saves $5K/mo at modest volume.
๐ก๏ธ Security / Compliance Guard ยท Audit
Pain: prompt injection, PII leakage, model-allowlist enforcement.
new ClawPipe({
guardRules: [
{ guard: 'pii_redact' },
{ guard: 'regex_match', config: { pattern: 'SSN-\\d{3}' }, blockOnFail: true },
{ guard: 'model_whitelist', config: { models: ['claude-haiku-4-5', 'gpt-4o-mini'] } },
{ guard: 'webhook', config: { url: 'https://compliance.acme/log' } },
],
enableAudit: true,
});
15 default guards. Full audit log shipped to your SIEM via webhook.
๐ Data Analyst / BI REST ยท Booster
Pain: parsing semi-structured logs and customer responses costs $1-3 per dashboard refresh.
Booster covers extract-emails / extract-urls / extract-numbers / CSV row count / JSON keys at $0. Anything ambiguous falls through to a cheap model. Refresh cost drops to pennies.
๐ฐ Finance / FinOps Dashboard ยท Webhooks
Pain: AI bill is unpredictable, no per-team attribution, no budget controls.
Dashboard shows per-project cost trend + savings by bucket. Set hard budgetCapUsd per project. Webhook fires when spend crosses 80%/100% โ lands in Slack or as a Jira ticket via clawpipe_report_to_jira.
Budget hierarchy (org โ team โ user โ key) for enterprise โ first node to exhaust blocks the call.
๐ Marketing / Content No-code ยท Swarm
Pain: drafting at scale gets expensive, multilingual versions multiply the bill.
Use the OpenAI-compatible endpoint from any CMS or no-code stack. The router picks cheap models for first drafts, escalates to premium only for final polish or sensitive copy. 25+ languages (ISO rules table).
๐ง SRE / Platform Gateway ยท Circuit breaker ยท Fair-share
Pain: provider outages, noisy keys eating shared TPM, no fallback.
Gateway has circuit breakers per provider, fair-share rate limiting across keys in a group, and recursive fallback targets. When OpenAI degrades, traffic auto-shifts to Anthropic + Groq โ no code change.
One pipeline. Ten teams. One bill.
Every prompt โ whether from your code, your designer's Figma plugin, your support team's n8n flow, or your CFO's prompt store template โ flows through the same Booster + Packer + Cache + Router + Gateway + Learner pipeline. One dashboard. One budget. One audit log.