Katalyze

Katalyze AI delivers agentic infrastructure for life‑science organizations, enabling scientists and engineers to assemble evidence, test hypotheses and draft evidence‑backed documents within governed GxP workflows. Its solutions support deviation investigation, yield optimization, raw‑material characterization and tech transfer for pharmaceutical manufacturers, CDMOs and other biomanufacturing operations.

Katalyze is profiled on the APIs.io network. Tagged areas include AI, Life Sciences, GxP, Deviation Investigation, and Yield Optimization.

Katalyze’s developer surface includes pricing, documentation, changelog, engineering blog, and 12 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

28.2/100 thin Agent 0/100 human only Full breakdown ↓
scored 2026-10-31 · rubric v0.25.0 · Show this score on your site →

0 APIs

AILife Sciences GxPDeviation InvestigationYield OptimizationRaw Material CharacterizationTech TransferDocument Intelligence

Kin Score

Kin Score How this is scored →
scored 2026-10-31 · rubric v0.25.0

Composite quality — 28.2/100 · thin

Contract Quality 0.0 / 21

Developer Ergonomics 2.0 / 17

Access Clarity 13.4 / 17

Operational Transparency 1.7 / 11

Contract Governance 1.9 / 10

Discoverability 4.3 / 9

Regulatory Posture 2.6 / 15

Agent readiness — 0/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 0 / 12

Machine-Readable Auth 0 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 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

Regulatory Posture applies to this provider. Its tags matched the Health 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/.

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

Machine-Readable Contract +18 pts — api_specs includes an OpenAPI document
MCP Server +12 pts — deployment.mode + probe verdict on the mcp/ manifest, not the pointer; an unprobed slug falls back to authorship
Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author
Machine-Readable Auth +10 pts — a served openid-configuration/oauth-authorization-server carrying `issuer` (served), else the securitySchemes class in the provider OpenAPIs — bound (mutualTLS, DPoP, Signature) > negotiable (oauth2 authorizationCode/clientCredentials, openIdConnect) > bearer (http bearer, apiKey)
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

13 more unmet checks in the Agent Readiness table above.

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

Contract Quality scores 0.0 — up to +25.0 composite points
Developer Ergonomics scores 11.9 — up to +17.6 composite points
Operational Transparency scores 15.8 — up to +10.9 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/katalyze/apis.yml: open an issue on github.com/api-evangelist/katalyze 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 →

Pricing Plans 1

Published pricing tiers and plan structures.

Katalyze Plans Pricing

3 plans

PLANS

Security Posture 2

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

Katalyze Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Katalyze Trust Center

SOC 2, ISO 27001, HIPAA, GDPR

SECURITY

Resources

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 1

MCP servers, agent skills, and machine-readable catalogs

LLMsTxt

LLMsTxt

Design & Contract 1

Pagination, idempotency, versioning, errors, and events

Conformance

Conformance

Access & Security 3

Authentication, authorization, and security posture

Compliance

Compliance

TrustCenter

TrustCenter

DomainSecurity

DomainSecurity

Operate 1

Status, limits, changes, and where to get help

ChangeLog

ChangeLog

Commercial 4

Pricing, plans, and the legal terms of use

Plans

TermsOfService

PrivacyPolicy

Pricing

Company 3

The organization behind the API

Newsroom

Newsroom

Blog

Blog

Website

Website

Other 2

Properties that don't map to a standard resource type

Hosts

Hosts

Vendors

Vendors

Source (apis.yml)

aid: katalyze
name: Katalyze
image: https://www.katalyzeai.com/og?v=d7c585f93dad
description: Katalyze AI delivers agentic infrastructure for life‑science organizations, enabling scientists and engineers
  to assemble evidence, test hypotheses and draft evidence‑backed documents within governed GxP workflows. Its solutions support
  deviation investigation, yield optimization, raw‑material characterization and tech transfer for pharmaceutical manufacturers,
  CDMOs and other biomanufacturing operations.
url: https://raw.githubusercontent.com/api-evangelist/katalyze/refs/heads/main/apis.yml
x-type: company
x-source: harvest:vc-portfolio
x-tier: profiled
x-tier-reason: enrichment pass 2026-10-25 (modular-v1; was harvest)
specificationVersion: '0.20'
created: '2026-10-25'
modified: '2026-10-25'
tags:
- AI
- Life Sciences
- GxP
- Deviation Investigation
- Yield Optimization
- Raw Material Characterization
- Tech Transfer
- Document Intelligence
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Plans
  url: plans/katalyze-plans-pricing.yml
- type: Compliance
  url: https://www.katalyzeai.com/compliance
- type: Conformance
  url: conformance/katalyze-conformance.yml
- type: LLMsTxt
  url: llms/katalyze-llms.txt
- type: Hosts
  url: hosts/katalyze-hosts.yml
- type: Vendors
  url: vendors/katalyze-vendors.yml
- type: TermsOfService
  url: https://www.katalyzeai.com/terms
- type: PrivacyPolicy
  url: https://www.katalyzeai.com/privacy-policy
- type: Pricing
  url: https://www.katalyzeai.com/pricing
- type: Newsroom
  url: https://www.katalyzeai.com/newsroom
- type: Documentation
  url: https://www.katalyzeai.com/guides
- type: ChangeLog
  url: https://www.katalyzeai.com/changelog
- type: Blog
  url: https://www.katalyzeai.com/blog
- type: TrustCenter
  url: security/katalyze-trust-center.yml
- type: DomainSecurity
  url: security/katalyze-domain-security.yml
- type: Website
  url: https://katalyzeai.com
apis: []
x-backed-by:
- bonfire-ventures
x-coverage:
  state: none
  reason: no-developer-program
  method: derived
  generated: '2026-10-25'
  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://katalyzeai.com
    status: 200
x-enrichment:
  date: '2026-10-25'
  status: enriched
  artifacts_added: 12
  pass: modular-v1
  engine: identity=local,contract=local,surfaces=local,docs=local,regulatory=local

Katalyze API — frequently asked questions

How much does the Katalyze API cost?

APIs.io lists 3 pricing plans for Katalyze, with each plan's price, limits and inclusions under Pricing Plans on this page.

Is the Katalyze API ready for AI agents?

Katalyze has a Kin Score of 28.2 out of 100 (thin) and an Agent Readiness score of 0.0 (human-only), scored by API Evangelist on 2026-10-31.

Work with this as data

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MCP server

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

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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.

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Every operation they expose

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How their score was established

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