Structured knowledge graphs served over plain HTTP. Your agent navigates to the right page, gets a cited answer, and moves on. No SDK required.
Knowledge has a cutoff. Regulations change, standards update, best practices evolve. Training data does not track these shifts, and your agent cannot tell you what it does not know.
Results optimize for clicks, not accuracy. Agents need signal, not SEO noise. Extracting reliable answers from web pages means parsing ads, paywalls, and content designed for humans browsing, not machines reasoning.
Chunk boundaries split context. Embeddings drift over time. Your team builds and maintains the vector database, the embedding pipeline, and the retrieval logic. It works, but it is a lot of infrastructure for structured knowledge.
The free entrypoint. No payment, no auth. Your agent reads the table of contents and understands the structure of the entire knowledge domain.
Follow links to relevant sections. The graph structure means your agent takes the shortest path to the right answer instead of scanning everything.
Micropayments via API key. Your agent fetches only the pages it needs. No bulk purchases, no subscriptions. Pay for what you use.
Every page includes source metadata—regulation numbers, section references, publication dates. Your agent can cite exactly where the answer came from.
A complete interaction from discovery to cited answer. No SDK, no client library—just HTTP.
# 1. Fetch the free entrypoint curl https://skillbooks.ai/epa-608/SKILL.md # Response: table of contents with links to every section # EPA 608 Certification Study Guide ## Table of Contents - [Section 608 Overview](./section-608-overview.md) - [Type I - Small Appliances](./type-i-small-appliances.md) - [Type II - High-Pressure](./type-ii-high-pressure.md) - [Refrigerant Recovery](./refrigerant-recovery.md) ... # 2. Agent decides it needs refrigerant recovery rules curl -H "Authorization: Bearer sk_live_..." \ https://skillbooks.ai/epa-608/refrigerant-recovery.md # Response: structured content with citations --- source: 40 CFR Part 82, Subpart F effective: 2024-01-01 --- # Refrigerant Recovery Requirements Recovery equipment must be certified by an EPA-approved testing organization (40 CFR 82.158)... # 3. Agent responds to the user with a cited answer "Recovery equipment must be certified by an EPA-approved testing organization per 40 CFR 82.158." — Source: EPA 608 Skillbook, Refrigerant Recovery, §82.158
LangChain, CrewAI, OpenClaw, or your own custom agent loop. If it can make HTTP requests, it can use skillbooks. No vendor lock-in.
Load SKILL.md. Navigate to the relevant page. Cite the source in your response. That is the entire integration.
No vector database. No embedding pipeline. No chunking strategy debates. The knowledge is already structured. You just fetch it.
import requests # Fetch the free entrypoint skill = requests.get("https://skillbooks.ai/epa-608/SKILL.md").text # Your agent reads the TOC and picks the right page page_url = agent.select_relevant_page(skill, user_question) # Fetch the paid page page = requests.get(page_url, headers={ "Authorization": f"Bearer {API_KEY}" }).text # Agent responds with citation answer = agent.answer(user_question, context=page, cite=True)
Every approach has strengths. Here is how skillbooks compare on the dimensions that matter for production agent systems.
| RAG Pipeline | Fine-Tuning | Web Search | Skillbooks | |
|---|---|---|---|---|
| Setup Cost | High | High | Low | Low |
| Stays Current | Manual | Retrain | Yes | Yes |
| Source Citations | Partial | No | Unreliable | Built-in |
| Context Efficiency | Chunks | Baked in | Noisy | Per page |
| Maintenance | Ongoing | Ongoing | None | None |
| Domain Accuracy | Depends | Depends | Variable | Verified |
| Security | Your infra | Contained | Open web | Data only |
A growing library of structured, cited knowledge ready for your agents today.
83 pages of HVAC certification content. Every claim cited to specific CFR sections. Built for agents preparing technicians for certification exams.
Structured frameworks for reviewing commercial contracts. Clause identification, risk flagging, and standard terms comparison with legal citations.
Jobs-to-be-done framework for product strategy. Interview techniques, demand-side analysis, and competitive positioning with source methodology references.
Narrative architecture patterns from three-act structure to nonlinear storytelling. Referenced to established craft texts and narrative theory.
International Building Code sections structured for automated compliance checking. Referenced to specific IBC chapters and local amendment patterns.
ICD-10 and CPT coding guidelines structured for clinical documentation. Cross-referenced to CMS guidelines and coding conventions.
Give your agent structured expertise it can navigate, cite, and trust. Plain HTTP, nothing to install.
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