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 Artificial Intelligence, Memory, Document Conversion, RAG, and Knowledge Base.

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

41.3/100 developing ▼ -9.8 Agent 25/100 agent aware Heartbeat 39/100 slowing Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

AccessFreemiumSelf serve⚡ Free to try

1 published contract

Artificial Intelligence Memory Document Conversion RAG Knowledge Base

Kin Score

Kin Score How this is scored →
scored 2026-11-06 · rubric v0.27.0

Composite quality — 41.3/100 · developing

Contract Quality 9.6 / 19

Developer Ergonomics 4.1 / 15

Access Clarity 8.1 / 15

Operational Transparency 1.3 / 10

Contract Governance 3.2 / 9

Discoverability 4.2 / 8

Regulatory Posture 3.7 / 15

Create-or-Update Ergonomics 0.0 / 10

Agent readiness — 25/100 · agent aware

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 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

Pagination 5 / 5

Distinct Operations 3 / 3

MCP Tool Quality 6 / 6

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 applies to this provider. This API accepts writes, so it carries 10 points of the composite. It is scored from the published contracts themselves: whether a caller can create-or-update in one call, whether the write accepts a key the caller already holds, and whether the response says which branch ran. Without that, every write needs a search-and-branch in front of it, and the first time that check is skipped a duplicate record is created. Scored against the observed mean rather than raw — a provider at the catalog average is unchanged by this facet, not penalised by it.

The six quality facets above are damped to 75 points between them, because the conditional facet above carries the other 25. That is why each facet's contribution is shown against a damped maximum: raising a quality facet moves the composite by 75% of its nominal weight, not 100%. The full arithmetic is at apis.io/rating/.

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Agent readiness — checks not met, largest first (exact, from this profile):

MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
Idempotency +9 pts — OpenAPI mutating operations declare an idempotency key — a header, a request-body property, or a named de-duplication token whose own description says so (verified); else common[].type matches /idempoten/i (documented)
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0
Rate-Limit Signaling +7 pts — OpenAPI responses document X-RateLimit-* / RateLimit headers (verified), else a rate_limits artifact or RateLimits link (documented)
Request/Response Examples +7 pts — share of operations carrying request/response examples; else an Examples / Code Samples link
Registration Without a Human +6 pts — a `registration_endpoint` in the served RFC 8414 / OIDC discovery document

9 more unmet checks in the Agent Readiness table above.

Kin Score — facets with the most composite points still available (weight × headroom):

Developer Ergonomics scores 27.4 — up to +14.5 composite points
Contract Quality scores 51.2 — up to +12.2 composite points
Operational Transparency scores 13.2 — up to +11.3 composite points

Each check links to what satisfies it. Publish the artifact, or tell us where it already lives, and the score moves on the next scoring run.

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 the provider profile at artifacts.apis.io/kitforai/apis.yml: open an issue on github.com/api-evangelist/kitforai to ask a question or point us at an artifact you publish. Submit an artifact on GitHub — free → Manage your own listing — the Influence plan, $499/mo →

Standards implemented 1

Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.

OpenAPI

measured — observed by APIs.io (published)

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.

Kit For AI API pricing

Prices published by Kit For AI, read 2026-10-18 from kitforai.com/pricing.

Plan	Price
Freemium	$0
Pro	Invite only
Business	Invite only
Enterprise	Contact us

Plan details, limits and sources →

Pricing Plans 1

Published pricing tiers and plan structures.

Kitforai Plans Pricing

4 plans

PLANS

Service Levels 1

Uptime the provider promises or reports, as SLA4OAI. Read from its own pages; APIs.io runs no monitors.

Kit For AI

SLA

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

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

JSONLD

Vocabulary

DataModel

ErrorCatalog

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

Pricing

TermsOfService

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)

aid: kitforai
name: Kit For AI
accessModel:
  pricing: freemium
  onboarding: self-serve
  trial: false
  try_now: true
  public: false
  gated: none
  gated_source:
  - onboarding
  label: Freemium · Self-serve signup
  confidence: medium
  probe_state: none
  source:
  - plans
  - authentication
  - security
  generated: '2026-11-06'
  method: derived
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:
- Artificial Intelligence
- Memory
- Document Conversion
- RAG
- Knowledge Base
tags_raw:
- 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

Kit For AI API — frequently asked questions

Does Kit For AI have an API?

Yes. APIs.io lists 3 APIs from Kit For AI, including Kit For AI Batch API, Kit For AI Convert API and Kit For AI Knowledge Bases API.

Is there an OpenAPI specification for the Kit For AI API?

Yes. APIs.io indexes 3 OpenAPI specifications for Kit For AI, each linked for download from this page.

How do I authenticate with the Kit For AI API?

Kit For AI uses bearer-token authentication (1 scheme). The details are profiled on APIs.io as Kitforai Authentication.

How much does the Kit For AI API cost?

Kit For AI publishes its prices; its Freemium plan is $0 as of 2026-10-18. APIs.io lists 4 pricing plans for Kit For AI, with each plan's price, limits and inclusions under Pricing on this page.

Is the Kit For AI API ready for AI agents?

Kit For AI has a Kin Score of 41.3 out of 100 (developing) and an Agent Readiness score of 24.6 (agent-aware), scored by API Evangelist on 2026-11-06.

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