Precog

Precog is an enterprise AI platform that acts as a "context engine" — turning fragmented, context-stripped data from SaaS applications and databases into live semantic layers that business users can query in natural language through AI assistants like Claude and ChatGPT. Its Intelligent Ingest builds no-code ETL pipelines from any business application into a data warehouse, detecting data relationships automatically and injecting business logic, definitions and relationships during ingestion, while its AI Assistants layer adds source tracing and SQL visibility for trustworthy answers. Precog exposes a public HTTP REST API (sources, destinations, pipelines, datasets, semantic-model generation) and an OAuth-secured Model Context Protocol (MCP) server, and was surfaced through the Techstars portfolio into the API Evangelist network.

Precog publishes 12 API contracts indexed on the APIs.io network, including Admin API, Data Model API, Datasets API, and 9 more. Tagged areas include Company, Data Integration, ETL, Artificial Intelligence, and Semantic Layer.

The Precog catalog on APIs.io includes 1 Spectral governance ruleset.

Precog’s developer surface includes authentication, documentation, signup flow, pricing, engineering blog, support, and 26 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

51.4/100 developing ▬ flat Agent 46/100 agent ready Front door AI 5/6 prominent Heartbeat 80/100 alive saas Full breakdown ↓
scored 2026-11-06 · rubric v0.27.0 · Show this score on your site →

3 published contracts 1 MCP Servers 2 Agent Skills

Company Data Integration ETL Artificial Intelligence Semantic Layer MCP Data Pipeline Analytics Enterprise

What this lets a business do 1

Business capabilities this provider's published APIs can perform, derived from its own contracts. Browse all capabilities →

Information & Data Management

BC-610

PipelinesSources

GET /pipelines POST /pipelines GET /pipelines/{pipeline-id} GET /pipelines/{pipeline-id}/datasets

Kin Score

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

Composite quality — 51.4/100 · developing

Contract Quality 9.6 / 19

Developer Ergonomics 6.0 / 15

Access Clarity 10.3 / 15

Operational Transparency 0.8 / 10

Contract Governance 3.4 / 9

Discoverability 6.0 / 8

Regulatory Posture 6.3 / 15

Create-or-Update Ergonomics 0.0 / 10

Agent readiness — 46/100 · agent ready

Machine-Readable Contract 18 / 18

Agentic Access Contract 10 / 10

Documented Reversibility 6 / 6

MCP Server 12 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 8 / 8

Request/Response Examples 7 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 5 / 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 6 / 6

Protected Resource Metadata 5 / 5

Registration Without a Human 6 / 6

Agentic Commerce Well-Known Document 0 / 5

Pagination 0 / 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):

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)
Typed Event Surface +6 pts — AsyncAPI document, OR webhooks/callbacks objects in the as-published OpenAPI, OR common[].type includes Webhooks
Pagination +5 pts — share of collection GETs (an array, or one wrapped in data/items/results ...) that declare a page/limit/offset/cursor parameter, a Link header or a next/cursor field; na with no collection GETs
Agentic Commerce Well-Known Document +5 pts — a parsing /.well-known/ucp.json or acp.json declaring a version and at least one service, OR (0.27) a live x402 payment challenge from _data/x402-adoption.json — `self` when its endpoints are on the provider's own domain, `platform` when they are on a vendor's

3 more unmet checks in the Agent Readiness table above.

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

Contract Quality scores 51.4 — up to +12.2 composite points
Operational Transparency scores 7.9 — up to +12.0 composite points
Developer Ergonomics scores 39.9 — up to +12.0 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/precog/apis.yml: open an issue on github.com/api-evangelist/precog 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 5

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.

Model Context Protocol (MCP)

measured — observed by APIs.io (documented)

OAuth 2.0 Protected Resource Metadata

measured — observed by APIs.io (verified)

Dynamic Client Registration

measured — observed by APIs.io (published)

OpenAPI

measured — observed by APIs.io (published)

OAuth 2.0

measured — observed by APIs.io (declared)

APIs 12

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

Precog Admin API

The Admin API from Precog — 4 operation(s) for admin.

Precog Data Model API

The Data Model API from Precog — 1 operation(s) for data model.

Precog Datasets API

The Datasets API from Precog — 1 operation(s) for datasets.

Precog Destinations API

The Destinations API from Precog — 2 operation(s) for destinations.

Precog Issues API

The Issues API from Precog — 4 operation(s) for issues.

Precog Kinds API

The Kinds API from Precog — 3 operation(s) for kinds.

Precog Loads API

The Loads API from Precog — 1 operation(s) for loads.

Precog Log API

The Log API from Precog — 1 operation(s) for log.

Precog Pipelines API

The Pipelines API from Precog — 18 operation(s) for pipelines.

Precog Semantic Model API

The Semantic Model API from Precog — 3 operation(s) for semantic model.

Precog Sources API

The Sources API from Precog — 6 operation(s) for sources.

Precog Stripe API

The Stripe API from Precog — 2 operation(s) for stripe.

Scroll for all 12

Open Collections 12

Open, tool-agnostic API collections (OpenAPI-derived and Bruno).

http-api Admin API

OPEN COLLECTION

http-api Admin Data Model API

OPEN COLLECTION

http-api Admin Datasets API

OPEN COLLECTION

http-api Admin Destinations API

OPEN COLLECTION

http-api Admin Issues API

OPEN COLLECTION

http-api Admin Kinds API

OPEN COLLECTION

http-api Admin Loads API

OPEN COLLECTION

http-api Admin Log API

OPEN COLLECTION

http-api Admin Pipelines API

OPEN COLLECTION

http-api Admin Semantic Model API

OPEN COLLECTION

http-api Admin Sources API

OPEN COLLECTION

http-api Admin Stripe API

OPEN COLLECTION

Scroll for all 12

MCP Servers 1

Model Context Protocol servers that expose these APIs to AI agents.

Precog MCP Server

Precog operates a hosted, OAuth 2.0-secured Model Context Protocol (MCP) server that exposes the Precog "context engine" (semantic layers over ingested business data) to AI assi...

MCP SERVER

Agent Skills 2

Packaged agent skills for driving this provider's APIs from an AI assistant.

Generate a semantic model and add context with Precog

AGENT SKILL

Ingest a source into a data warehouse with Precog

AGENT SKILL

Precog API pricing

Prices published by Precog, read 2026-10-07 from precog.com/pricing.

Plan	Price
Precog Agents	Get a demo
Precog Ingest	Get a demo

Plan details, limits and sources →

Pricing Plans 1

Published pricing tiers and plan structures.

Precog Plans Pricing

2 plans

PLANS

Service Levels 1

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

Precog

SLA

FinOps 1

Cost, billing, and metering signals for API financial operations.

Precog Finops

FINOPS

Spectral Rules 1

Spectral governance rulesets for linting and validating these APIs.

Precog API Rules

56 rules · 40 errors 10 warnings 6 info

SPECTRAL

OpenAPI Overlays 3

Overlays applied on top of this provider's contracts. Each card says who wrote it: a document the provider publishes, or one API Evangelist derived or generated.

Precog Admin Http Api Overlay

2 actions · documentation · precog-admin-http-api-openapi.yaml

DERIVED

Precog Metadata Http Api Overlay

2 actions · documentation · precog-metadata-http-api-openapi.yaml

DERIVED

Precog Public Http Api Overlay

2 actions · documentation · precog-public-http-api-openapi.yaml

DERIVED

JSON Schema 1

Standalone JSON Schema definitions for this provider's data models.

Foundation Semantic Model

3 properties

JSON SCHEMA

Security Posture 4

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

Precog Authentication

http/oauth2 · 2 schemes

SECURITY

Precog Domain Security

TLSv1.3 · HSTS · DMARC

SECURITY

Precog Vulnerability Disclosure

security.txt · contact published

SECURITY

Precog Trust Center

SOC 2 Type II

SECURITY

Scopes 1

OAuth scopes governing access to this provider's APIs.

Precog Scopes

3 scopes · authorizationCode/clientCredentials

3 scopes

SCOPES

Agentic Access 1

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

Precog Agentic Access

62 operations · 35 acting · 4 human-in-the-loop

62 operations · 35 acting

AGENTIC

Resources

Get Started 2

Portal, sign-up, and the first successful call

DeveloperPortal

DeveloperPortal

SignUp

SignUp

Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Agent Surfaces 5

MCP servers, agent skills, and machine-readable catalogs

AgenticAccess

MCPServer

WellKnown

AgentSkill

LLMsTxt

Design & Contract 4

Pagination, idempotency, versioning, errors, and events

Conformance

ErrorCatalog

Conventions

DataModel

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Access & Security 8

Authentication, authorization, and security posture

DomainSecurity

Authentication

SecurityTxt

OAuthScopes

VulnerabilityDisclosure

VulnerabilityDisclosure

Security

Security

TrustCenter

TrustCenter

Compliance

Compliance

Scroll for all 8

Operate 1

Status, limits, changes, and where to get help

Support

Support

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 4

Properties that don't map to a standard resource type

CapabilityMap

Overlay

Overlay

Overlay

Source (apis.yml)

aid: precog
name: Precog
description: Precog is an enterprise AI platform that acts as a "context engine" — turning fragmented, context-stripped data
  from SaaS applications and databases into live semantic layers that business users can query in natural language through
  AI assistants like Claude and ChatGPT. Its Intelligent Ingest builds no-code ETL pipelines from any business application
  into a data warehouse, detecting data relationships automatically and injecting business logic, definitions and relationships
  during ingestion, while its AI Assistants layer adds source tracing and SQL visibility for trustworthy answers. Precog exposes
  a public HTTP REST API (sources, destinations, pipelines, datasets, semantic-model generation) and an OAuth-secured Model
  Context Protocol (MCP) server, and was surfaced through the Techstars portfolio into the API Evangelist network.
url: https://raw.githubusercontent.com/api-evangelist/precog/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- techstars
x-tier: stub
x-tier-reason: portfolio-lead
deliveryModel:
  model: saas
  open_source: false
  commercial: true
  callable_host: false
  label: Hosted service · you call their endpoint
  confidence: medium
  source:
  - openapi
  - pricing
  generated: '2026-08-28'
  method: derived
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source:
  - plans
  - authentication
  - scopes
  - security
  generated: '2026-11-06'
  method: derived
specificationVersion: '0.23'
created: '2026-07-17'
modified: '2026-07-20'
image: https://studio.precog.cloud/precog-logo-full.svg
tags:
- Company
- Data Integration
- ETL
- Artificial Intelligence
- Semantic Layer
- MCP
- Data Pipeline
- Analytics
- Enterprise
tags_raw:
- Company
- Data Integration
- ETL
- Artificial Intelligence
- Semantic Layer
- Model Context Protocol
- Data Pipelines
- Analytics
- Enterprise
apis:
- aid: precog:precog-admin-api
  name: Precog Admin API
  description: The Admin API from Precog — 4 operation(s) for admin.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Admin
  properties:
  - type: OpenAPI
    url: openapi/precog-admin-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-data-model-api
  name: Precog Data Model API
  description: The Data Model API from Precog — 1 operation(s) for data model.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Data Model
  properties:
  - type: OpenAPI
    url: openapi/precog-data-model-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-datasets-api
  name: Precog Datasets API
  description: The Datasets API from Precog — 1 operation(s) for datasets.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Datasets
  properties:
  - type: OpenAPI
    url: openapi/precog-datasets-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-destinations-api
  name: Precog Destinations API
  description: The Destinations API from Precog — 2 operation(s) for destinations.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Destination
  tags_raw:
  - Destinations
  properties:
  - type: OpenAPI
    url: openapi/precog-destinations-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-issues-api
  name: Precog Issues API
  description: The Issues API from Precog — 4 operation(s) for issues.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Issues
  properties:
  - type: OpenAPI
    url: openapi/precog-issues-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-kinds-api
  name: Precog Kinds API
  description: The Kinds API from Precog — 3 operation(s) for kinds.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Kinds
  properties:
  - type: OpenAPI
    url: openapi/precog-kinds-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-loads-api
  name: Precog Loads API
  description: The Loads API from Precog — 1 operation(s) for loads.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Loads
  properties:
  - type: OpenAPI
    url: openapi/precog-loads-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-log-api
  name: Precog Log API
  description: The Log API from Precog — 1 operation(s) for log.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Log
  properties:
  - type: OpenAPI
    url: openapi/precog-log-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-pipelines-api
  name: Precog Pipelines API
  description: The Pipelines API from Precog — 18 operation(s) for pipelines.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Pipelines
  properties:
  - type: OpenAPI
    url: openapi/precog-pipelines-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-semantic-model-api
  name: Precog Semantic Model API
  description: The Semantic Model API from Precog — 3 operation(s) for semantic model.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Semantic Model
  properties:
  - type: OpenAPI
    url: openapi/precog-semantic-model-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-sources-api
  name: Precog Sources API
  description: The Sources API from Precog — 6 operation(s) for sources.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Sources
  properties:
  - type: OpenAPI
    url: openapi/precog-sources-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
- aid: precog:precog-stripe-api
  name: Precog Stripe API
  description: The Stripe API from Precog — 2 operation(s) for stripe.
  humanURL: https://studio.precog.cloud/docs/
  baseURL: https://api.precog.cloud
  tags:
  - Stripe
  properties:
  - type: OpenAPI
    url: openapi/precog-stripe-api-openapi.yml
  - type: JSONSchema
    url: json-schema/precog-foundation-semantic-model.schema.json
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: Plans
  url: plans/precog-plans-pricing.yml
- type: CapabilityMap
  url: capabilities/precog-capability-edges.yml
  name: Precog Business Capability Map
- type: DomainSecurity
  url: security/precog-domain-security.yml
- type: AgenticAccess
  url: agentic-access/precog-agentic-access.yml
- type: Authentication
  url: authentication/precog-authentication.yml
- type: Website
  url: https://precog.com/
- type: DeveloperPortal
  url: https://studio.precog.cloud/docs/
- type: Documentation
  url: https://studio.precog.cloud/docs/
- type: SignUp
  url: https://studio.precog.cloud/login
- type: Pricing
  url: https://precog.com/pricing
- type: Blog
  url: https://precog.com/blog
- type: Support
  url: https://precog.com/contact
- type: TermsOfService
  url: https://precog.com/end-user-license-agreement
- type: PrivacyPolicy
  url: https://precog.com/privacy-policy
- type: GitHubOrganization
  url: https://github.com/precog
- type: MCPServer
  url: mcp/precog-mcp.yml
- type: WellKnown
  url: well-known/precog-well-known.yml
- type: SecurityTxt
  url: well-known/precog-security.txt
- type: OAuthScopes
  url: scopes/precog-scopes.yml
- type: VulnerabilityDisclosure
  url: security/precog-vulnerability-disclosure.yml
- type: Security
  url: https://api.precog.cloud/.well-known/security.txt
- type: TrustCenter
  url: security/precog-trust-center.yml
- type: Compliance
  url: https://precog.com/express-security
- type: Conformance
  url: conformance/precog-conformance.yml
- type: ErrorCatalog
  url: errors/precog-problem-types.yml
- type: Conventions
  url: conventions/precog-conventions.yml
- type: DataModel
  url: data-model/precog-data-model.yml
- type: AgentSkill
  url: skills/_index.yml
- type: LLMsTxt
  url: llms/precog-llms.txt
- type: Overlay
  url: overlays/precog-public-http-api-overlay.yaml
- type: Overlay
  url: overlays/precog-admin-http-api-overlay.yaml
- type: Overlay
  url: overlays/precog-metadata-http-api-overlay.yaml
x-enrichment:
  date: '2026-07-20'
  status: enriched
  artifacts_added: 27
  pass: local-v1

Precog API — frequently asked questions

Does Precog have an API?

Yes. APIs.io lists 12 APIs from Precog, including Precog Admin API, Precog Data Model API and Precog Datasets API, and 9 more.

Is there an OpenAPI specification for the Precog API?

Yes. APIs.io indexes 12 OpenAPI specifications for Precog, each linked for download from this page.

How do I authenticate with the Precog API?

Precog documents its authentication (http/oauth2 · 2 schemes). The details are profiled on APIs.io as Precog Authentication.

How much does the Precog API cost?

Precog publishes its prices; its Precog Agents plan is Get a demo as of 2026-10-07. APIs.io lists 2 pricing plans for Precog, with each plan's price, limits and inclusions under Pricing on this page.

Does Precog have an MCP server?

Yes. APIs.io lists 1 MCP server for Precog: Precog operates a hosted, OAuth 2.0-secured Model Context Protocol (MCP) server that exposes the Precog "context engine" (semantic layers over ingested business data) to AI assistants such as Claude a

Is the Precog API ready for AI agents?

Precog has a Kin Score of 51.4 out of 100 (developing) and an Agent Readiness score of 46.2 (agent-ready), scored by API Evangelist on 2026-11-06.

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

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