CoralSwarm

CoralSwarm is a pre-launch organizational memory platform for humans and AI agents. It connects to the tools a team already uses (meetings, chat, email, code and agent sessions such as Slack, Gmail, Zoom, Google Meet, Microsoft, Notion, Linear, GitHub, Claude and Cursor), splits captured material into cited 'corals' (decisions, people, threads, references), groups them into confirmed topics ('reefs'), and answers plain-language questions with citations. Agents can plug into the same team memory over MCP. Published pricing: Personal Pro $25/month (1,500 queries), Personal Max $100/month (7,000 queries), and per-seat Enterprise.

CoralSwarm is listed with 1 API on the APIs.io network. Tagged areas include Company, Organizational Memory, Knowledge Management, AI Agents, and MCP.

CoralSwarm’s developer surface includes changelog, authentication, support, pricing, and 15 more developer resources.

🌐 Visit website 📡 Profile data on GitHub

25.2/100 emerging Agent 28/100 agent aware Full breakdown ↓
scored 2026-11-13 · rubric v0.28.0 · Show this score on your site →

AccessPaidSelf serveFree trial⚡ Free to try

1 API 1 MCP Servers 2 Agent Skills

CompanyOrganizational MemoryKnowledge Management AI Agents MCP Search Productivity Collaboration

Kin Score

Kin Score How this is scored →
scored 2026-11-13 · rubric v0.28.0

Composite quality — 25.2/100 · emerging

Contract Quality 0.0 / 21

Developer Ergonomics 5.3 / 17

Access Clarity 8.7 / 17

Operational Transparency 2.1 / 11

Contract Governance 0.0 / 10

Discoverability 5.5 / 9

Regulatory Posture 2.1 / 15

Agent readiness — 28/100 · agent aware

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 10

Documented Reversibility 0 / 6

MCP Server 12 / 12

Machine-Readable Auth 10 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 7 / 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 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 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 Ask about this →
Agentic Access Contract +10 pts — agentic_access artifact present (x-agentic-access), graded by author Ask about this →
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) Ask about this →
Stable Error Semantics +8 pts — OpenAPI $refs a shared error schema across 4xx/5xx responses (verified), else common[].type includes ErrorCatalog / ErrorCodes / DeclineCodes Ask about this →
A2A Agent Card +8 pts — a2a/-a2a.yml manifest, graded on conformance.grade against A2A 1.0.0 Ask about this →
Request/Response Examples +7 pts — share of operations carrying request/response examples; else an Examples / Code Samples link Ask about this →

6 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 Ask about this →
Developer Ergonomics scores 31.0 — up to +13.8 composite points Ask about this →
Contract Governance scores 0.0 — up to +12.0 composite points Ask about this →

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.

Not sure how this applies to your stack? Ask about any one item. Kin Lane reads every question, looks at your profile and your situation, and replies with what a fix would take — scoped to that one area, priced up front, yours whether you ship it or not. Ask a question →

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/coralswarm-com/apis.yml: open an issue on github.com/api-evangelist/coralswarm-com 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 4

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)

Agent Skills

measured — observed by APIs.io (published)

OAuth 2.0 Protected Resource Metadata

measured — observed by APIs.io (verified)

Dynamic Client Registration

measured — observed by APIs.io (published)

APIs 1

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

CoralSwarm MCP Server

Remote MCP server (streamable HTTP) that lets AI agents search and save work in a CoralSwarm ocean (sessions, decisions, meetings). The provider documents tools such as list_oce...

MCP Servers 1

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

CoralSwarm MCP Server

Search and save your coding work in a CoralSwarm ocean: sessions, decisions, meetings.

MCP SERVER

Agent Skills 2

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

coralswarm-connect

AGENT SKILL

coralswarm

AGENT SKILL

CoralSwarm API pricing

Prices published by CoralSwarm.

Plan	Price
Personal Pro	Personal Pro is $25/month for 1,500 queries
Personal Max	Personal Max is $100/month for 7,000 queries
Enterprise	Enterprise is priced per seat and quoted with your team

Plan details, limits and sources →

Pricing Plans 1

Published pricing tiers and plan structures.

CoralSwarm Plans Pricing

3 plans

PLANS

Rate Limits 1

Documented rate limits and quota policies.

CoralSwarm Rate Limits

0 limits

RATE LIMITS

Security Posture 2

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

CoralSwarm Authentication

1 scheme

SECURITY

CoralSwarm Domain Security

TLSv1.3 · DMARC

SECURITY

Resources

Agent Surfaces 4

MCP servers, agent skills, and machine-readable catalogs

AgentSkill

LLMsTxt

MCPServer

WellKnown

Build 4

SDKs, sample code, and the tooling you integrate with

IntegrationEdges

IntegrationEdges

SDKs

SDKs

Packages

Packages

GitHubOrganization

GitHubOrganization

Access & Security 2

Authentication, authorization, and security posture

Authentication

Authentication

DomainSecurity

DomainSecurity

Operate 2

Status, limits, changes, and where to get help

ChangeLog

ChangeLog

Support

Support

Commercial 4

Pricing, plans, and the legal terms of use

Plans

Pricing

TermsOfService

PrivacyPolicy

Company 1

The organization behind the API

Website

Website

Other 2

Properties that don't map to a standard resource type

Hosts

Hosts

Vendors

Vendors

Source (apis.yml)

aid: coralswarm-com
name: CoralSwarm
description: 'CoralSwarm is a pre-launch organizational memory platform for humans and AI agents. It connects to the tools
  a team already uses (meetings, chat, email, code and agent sessions such as Slack, Gmail, Zoom, Google Meet, Microsoft,
  Notion, Linear, GitHub, Claude and Cursor), splits captured material into cited ''corals'' (decisions, people, threads,
  references), groups them into confirmed topics (''reefs''), and answers plain-language questions with citations. Agents
  can plug into the same team memory over MCP. Published pricing: Personal Pro $25/month (1,500 queries), Personal Max $100/month
  (7,000 queries), and per-seat Enterprise.'
url: https://artifacts.apis.io/coralswarm-com/apis.yml
x-type: company
x-source: harvest:mcp-registry
x-tier: profiled
x-tier-reason: enrichment pass 2026-11-04 (modular-v1; was harvest)
accessModel:
  pricing: paid
  onboarding: self-serve
  trial: true
  try_now: true
  public: false
  gated: none
  gated_source:
  - onboarding
  label: Paid (free trial) · Self-serve signup
  confidence: medium
  probe_state: covered
  source:
  - plans
  - authentication
  - security
  generated: '2026-11-13'
  method: derived
specificationVersion: '0.20'
created: '2026-11-04'
modified: '2026-11-04'
tags:
- Company
- Organizational Memory
- Knowledge Management
- AI Agents
- MCP
- Search
- Productivity
- Collaboration
tags_raw:
- Company
- Organizational Memory
- Knowledge Management
- AI Agents
- Model Context Protocol
- Search
- Productivity
- Collaboration
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
image: https://coralswarm.com/opengraph-image?12e59d4890c84d87
common:
- type: IntegrationEdges
  url: integrations/coralswarm-com-integration-edges.yml
- type: Plans
  url: plans/coralswarm-com-plans-pricing.yml
- type: AgentSkill
  url: skills/_index.yml
- type: ChangeLog
  url: changelog/coralswarm-com-changelog.yml
- type: Authentication
  url: authentication/coralswarm-com-authentication.yml
- type: LLMsTxt
  url: llms/coralswarm-com-llms.txt
- type: MCPServer
  url: mcp/coralswarm-com-mcp.yml
- type: WellKnown
  url: well-known/coralswarm-com-well-known.yml
- type: Hosts
  url: hosts/coralswarm-com-hosts.yml
- type: Vendors
  url: vendors/coralswarm-com-vendors.yml
- type: SDKs
  url: packages/coralswarm-com-packages.yml
- type: Packages
  url: packages/coralswarm-com-packages.yml
- type: DomainSecurity
  url: security/coralswarm-com-domain-security.yml
- type: Website
  url: https://coralswarm.com/
- type: Support
  url: https://coralswarm.com/support
- type: Pricing
  url: https://coralswarm.com/#pricing
- type: TermsOfService
  url: https://coralswarm.com/terms
- type: PrivacyPolicy
  url: https://coralswarm.com/privacy
- type: GitHubOrganization
  url: https://github.com/CoralSwarm
apis:
- aid: coralswarm-com:coralswarm-mcp
  name: CoralSwarm MCP Server
  description: Remote MCP server (streamable HTTP) that lets AI agents search and save work in a CoralSwarm ocean (sessions,
    decisions, meetings). The provider documents tools such as list_oceans, recent_activity, ask_ocean, search_atoms, get_reef,
    add_context and list_sessions (github.com/CoralSwarm/coralswarm-connect README). The endpoint requires an OAuth bearer
    token issued by clerk.coralswarm.com (anonymous call returns 401 with a protected-resource metadata pointer). No OpenAPI,
    AsyncAPI or GraphQL contract is published.
  humanURL: https://github.com/CoralSwarm/coralswarm-connect
  baseURL: https://api.coralswarm.com/mcp
  tags:
  - MCP
  - Organizational Memory
  tags_raw:
  - Model Context Protocol
  - Organizational Memory
  properties:
  - type: GitHubRepository
    url: https://github.com/CoralSwarm/coralswarm-connect
  - type: MCPRegistry
    url: https://registry.modelcontextprotocol.io/v0/servers?search=coralswarm
x-coverage:
  state: covered
  reason: identity-verified
  detail: 'Website https://coralswarm.com/ self-identifies as CoralSwarm (title "CoralSwarm — organizational memory, automated");
    pre-launch, no developer docs or API reference published; /pricing, /security, /docs return 404 (pricing lives at homepage
    #pricing).'
  evidence:
  - url: https://coralswarm.com/
    status: 200
  - url: https://coralswarm.com/support
    status: 200
  - url: https://coralswarm.com/terms
    status: 200
  - url: https://coralswarm.com/privacy
    status: 200
  - url: https://coralswarm.com/docs
    status: 404
x-enrichment:
  date: '2026-11-04'
  status: enriched
  artifacts_added: 22
  pass: modular-v1
  engine: identity=anthropic,contract=anthropic,surfaces=anthropic,docs=anthropic,regulatory=anthropic

CoralSwarm API — frequently asked questions

Does CoralSwarm have an API?

Yes. APIs.io lists 1 API from CoralSwarm, including CoralSwarm MCP Server.

How do I authenticate with the CoralSwarm API?

CoralSwarm documents its authentication (1 scheme). The details are profiled on APIs.io as CoralSwarm Authentication.

How much does the CoralSwarm API cost?

CoralSwarm publishes its prices; its Personal Pro plan is Personal Pro is $25/month for 1,500 queries as of 2026-11-04. APIs.io lists 3 pricing plans for CoralSwarm, with each plan's price, limits and inclusions under Pricing on this page.

Does CoralSwarm have an MCP server?

Yes. APIs.io lists 1 MCP server for CoralSwarm: Search and save your coding work in a CoralSwarm ocean: sessions, decisions, meetings.

Is the CoralSwarm API ready for AI agents?

CoralSwarm has a Kin Score of 25.2 out of 100 (emerging) and an Agent Readiness score of 28.3 (agent-aware), scored by API Evangelist on 2026-11-13.

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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get_provider_evidenceHow each part of their score was established. Free — the basis for a claim should not sit behind it.
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apis_io_searchSTART HERE — APIs, providers and tags for one query, each with its total.
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