Kit For AI

Kit For AI provides a memory layer for AI agents, enabling document conversion, OCR, JSON extraction, and structured data shaping for knowledge bases. It offers tools to turn web pages, PDFs, and images into clean, model‑ready text, supporting retrieval‑augmented generation (RAG) and the Model Context Protocol (MCP). The platform includes a developer portal, pricing plans, and comprehensive documentation for integration with LLMs.

Kit For AI publishes 3 API contracts indexed on the APIs.io network: Batch API, Convert API, and Knowledge Bases API. Tagged areas include AI, Memory, DocumentConversion, RetrievalAugmentedGeneration, and KnowledgeBase.

The Kit For AI catalog on APIs.io includes 1 JSON-LD context and 1 Spectral governance ruleset.

Kit For AI’s developer surface includes getting-started guide, changelog, authentication, documentation, API reference, engineering blog, pricing, and 19 more developer resources.

🌐 Visit website📡 Profile data on GitHub
54.9/100 strong Agent 31/100 agent ready Full breakdown ↓
scored 2026-10-18 · rubric v0.24.0
1 published contract
AIMemoryDocumentConversionRetrievalAugmentedGenerationKnowledgeBase

Kin Score

Kin Score Kin Score How this is scored →
scored 2026-10-18 · rubric v0.24.0
Composite quality — 54.9/100 · strong
Contract Quality 10.2 / 21
Developer Ergonomics 7.3 / 17
Access Clarity 12.4 / 17
Operational Transparency 2.9 / 11
Contract Governance 8.1 / 10
Discoverability 4.1 / 9
Regulatory Posture 4.2 / 15
Agent readiness — 31/100 · agent ready
Machine-Readable Contract 18 / 18
Agentic Access Contract 10 / 10
Documented Reversibility 0 / 6
MCP Server 12 / 12
Machine-Readable Auth 10 / 10
Idempotency 0 / 9
Stable Error Semantics 8 / 8
Request/Response Examples 0 / 7
Rate-Limit Signaling 0 / 7
Typed Event Surface 0 / 6
Agent Skills 0 / 5
Well-Known Catalog 0 / 4
Consent & Bot Identity 0 / 3
A2A Agent Card 0 / 8
Dry-Run / Simulate Mode 0 / 4
Delegated User Identity 0 / 6
Protected Resource Metadata 0 / 5
Registration Without a Human 0 / 6
Agentic Commerce Well-Known Document 0 / 5
Regulatory Posture applies to this provider. Its tags matched the Horizontal (data, software, accessibility, platform) regime, so Regulatory Posture carries 15 points of the composite. If this regime is wrong for your business, say so on your provider repo — the applicability map is public and we will correct it.
Create-or-Update Ergonomics could not be measured. We hold no machine-readable contract for this provider to read, so there is nothing to measure a write surface against. Excluded rather than scored zero: never-measured and measured-empty are different facts. Publishing an OpenAPI is what makes this facet — and several others — scorable at all.
The six quality facets above are damped to 85 points between them, because the conditional facet above carries the other 15. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 85% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.
Improve this rating by publishing the missing artifacts — every area above can be raised, and the full rubric is at apis.io/rating/. Every facet and dimension name above is a link: it opens that measurement's own page — what it means, the exact checks that feed it, how the whole catalog distributes on it, and the providers at the top of it. This rating is computed from github.com/api-evangelist/kitforai: open an issue to ask a question, or submit a pull request to add artifacts. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

APIs 3

Individual APIs this provider publishes, each with its own machine-readable definition.

Kit For AI Batch API

The Batch API from Kit For AI — 1 operation(s) for batch.

Kit For AI Convert API

The Convert API from Kit For AI — 1 operation(s) for convert.

Kit For AI Knowledge Bases API

The Knowledge Bases API from Kit For AI — 4 operation(s) for knowledge bases.

Pricing Plans 1

Published pricing tiers and plan structures.

Kitforai Plans Pricing

4 plans

PLANS

Semantic Vocabularies 1

JSON-LD contexts and semantic vocabularies used across these APIs.

Kitforai Context

2 classes · 2 properties

JSON-LD

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

Kit For AI API Rules

13 rules · 11 errors 1 warnings 1 info

SPECTRAL

Security Posture 3

Authentication, domain security, vulnerability disclosure, and trust-center signals.

Kitforai Authentication

1 scheme

SECURITY

Kitforai Domain Security

TLSv1.3 · HSTS

SECURITY

Kitforai Vulnerability Disclosure

no policy recorded

SECURITY

Agentic Access 1

Recommended x-agentic-access execution contracts for AI agents.

Kitforai Agentic Access

8 operations · 5 acting

8 operations · 5 acting

AGENTIC

Resources

Get Started 2

Portal, sign-up, and the first successful call

GettingStarted
GettingStarted
 SignUp
SignUp

Documentation 2

Reference material describing how the API behaves

Documentation
Documentation
 APIReference
APIReference

Agent Surfaces 2

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess
AgenticAccess
 LLMsTxt
LLMsTxt

Design & Contract 6

Pagination, idempotency, versioning, errors, and events

Spectral
Spectral
 JSONLD
JSONLD
 Vocabulary
Vocabulary
 DataModel
DataModel
 ErrorCatalog
ErrorCatalog
 Conformance
Conformance

Access & Security 4

Authentication, authorization, and security posture

Authentication
Authentication
 Security
Security
 VulnerabilityDisclosure
VulnerabilityDisclosure
 DomainSecurity
DomainSecurity

Operate 2

Status, limits, changes, and where to get help

ChangeLog
ChangeLog
 ChangeLog
ChangeLog

Commercial 4

Pricing, plans, and the legal terms of use

Plans
Plans
 Pricing
Pricing
 TermsOfService
TermsOfService
 PrivacyPolicy
PrivacyPolicy

Company 2

The organization behind the API

Website
Website
 Blog
Blog

Other 2

Properties that don't map to a standard resource type

Hosts
Hosts
 Vendors
Vendors

Source (apis.yml)

apis.yml Raw ↑ 
aid: kitforai
name: Kit For AI
image: https://kitforai.com/opengraph-image.png?opengraph-image.d09baca4.png
description: Kit For AI provides a memory layer for AI agents, enabling document conversion, OCR, JSON extraction, and structured
  data shaping for knowledge bases. It offers tools to turn web pages, PDFs, and images into clean, model‑ready text, supporting
  retrieval‑augmented generation (RAG) and the Model Context Protocol (MCP). The platform includes a developer portal, pricing
  plans, and comprehensive documentation for integration with LLMs.
url: https://raw.githubusercontent.com/api-evangelist/kitforai/refs/heads/main/apis.yml
x-type: company
x-source: harvest:g2-catalog
x-tier: profiled
x-tier-reason: enrichment pass 2026-10-18 (modular-v1; was harvest)
specificationVersion: '0.20'
created: '2026-10-17'
modified: '2026-10-17'
tags:
- AI
- Memory
- DocumentConversion
- RetrievalAugmentedGeneration
- KnowledgeBase
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: GettingStarted
  url: https://kitforai.com/llm-setup
- type: AgenticAccess
  url: agentic-access/kitforai-agentic-access.yml
- type: Plans
  url: plans/kitforai-plans-pricing.yml
- type: Spectral
  url: rules/kitforai-rules.yml
- type: JSONLD
  url: json-ld/kitforai-context.jsonld
- type: Vocabulary
  url: vocabulary/kitforai-vocabulary.yml
- type: DataModel
  url: data-model/kitforai-data-model.yml
- type: ChangeLog
  url: changelog/kitforai-changelog.yml
- type: Authentication
  url: authentication/kitforai-authentication.yml
- type: ErrorCatalog
  url: errors/kitforai-problem-types.yml
- type: Conformance
  url: conformance/kitforai-conformance.yml
- type: LLMsTxt
  url: llms/kitforai-llms.txt
- type: Hosts
  url: hosts/kitforai-hosts.yml
- type: Vendors
  url: vendors/kitforai-vendors.yml
- type: Security
  url: https://kitforai.com/security
- type: ChangeLog
  url: https://kitforai.com/changelog
- type: VulnerabilityDisclosure
  url: security/kitforai-vulnerability-disclosure.yml
- type: DomainSecurity
  url: security/kitforai-domain-security.yml
- type: Website
  url: https://kitforai.com/
- type: Documentation
  url: https://kitforai.com/docs
- type: APIReference
  url: https://kitforai.com/reference
- type: Blog
  url: https://kitforai.com/blog
- type: Pricing
  url: https://kitforai.com/pricing
- type: SignUp
  url: https://kitforai.com/register
- type: TermsOfService
  url: https://kitforai.com/legal/terms
- type: PrivacyPolicy
  url: https://kitforai.com/legal/privacy
apis:
- aid: kitforai:kitforai-batch-api
  name: Kit For AI Batch API
  description: The Batch API from Kit For AI — 1 operation(s) for batch.
  tags:
  - Batch
  properties:
  - type: OpenAPI
    url: openapi/kitforai-batch-api-openapi.yml
- aid: kitforai:kitforai-convert-api
  name: Kit For AI Convert API
  description: The Convert API from Kit For AI — 1 operation(s) for convert.
  tags:
  - Convert
  properties:
  - type: OpenAPI
    url: openapi/kitforai-convert-api-openapi.yml
- aid: kitforai:kitforai-knowledge-bases-api
  name: Kit For AI Knowledge Bases API
  description: The Knowledge Bases API from Kit For AI — 4 operation(s) for knowledge bases.
  tags:
  - Knowledge Bases
  properties:
  - type: OpenAPI
    url: openapi/kitforai-knowledge-bases-api-openapi.yml
x-coverage:
  state: none
  reason: no-developer-program
  method: derived
  generated: '2026-10-18'
  generator: derive-coverage.py (pre-flight evidence)
  detail: the company publishes no developer documentation host and no machine-readable contract on its own domain
  evidence:
  - url: https://kitforai.com/api/mcp
    status: null
  - url: https://kitforai.com/
    status: 200
x-enrichment:
  date: '2026-10-18'
  status: enriched
  artifacts_added: 22
  pass: modular-v1
  engine: identity=local,contract=local,surfaces=local,docs=local,regulatory=local

Work with this as data

Every provider here is available over the APIs.io API and to AI agents over MCP.

MCP server

One button, every client — Claude, Cursor, VS Code and the rest.

https://apis.io/mcp

Tools for providers

9 MCP tools reach this
  • find_providersBrowse and filter every provider in the catalog.
  • get_provider_artifactsEvery artifact this provider publishes, grouped by type.
  • get_provider_operationsEvery operation across all of their OpenAPIs — one call instead of parsing every spec.
  • get_provider_toolsEvery MCP tool they ship, with the operation each wraps.
  • get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
  • get_provider_ratingPRO — composite, band, trend and facet scores.
  • apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
  • resolveTurn a domain, URL or GitHub org into the provider it belongs to.
  • find_cohortsEvery scored population of providers in the catalog.
All 92 tools →

Call it yourself

curl for this page
This provider 
curl "https://apis.io/api/v1/providers/kitforai"
All providers 
curl "https://apis.io/api/v1/providers?limit=25"
Every operation they expose 
curl "https://apis.io/api/v1/providers/kitforai/operations?limit=25"
How their score was established 
curl "https://apis.io/api/v1/providers/kitforai/evidence"

Discovery needs no key. Ratings and market analysis are Pro.

Get an API key

Free tier, no form to fill in. Signing in shares your email address with us — we store it to create your key and to recognise you if you sign in with another provider. See our Privacy Policy and Terms.

GitHub Google LinkedIn

A second provider on the same verified email joins the account you already have.