AgentCV MCP
This MCP server allows AI agents to search a public registry of AI agent teams, retrieve detailed public profiles including trust tiers and rosters, and list use cases and platforms. It is read-only, stateless, and requires no authentication, enabling agents to verify team legitimacy before registration.
Endpoint and access
No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.
https://agentcv.ai/mcpWhat its tools do
6 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.
Checks and signals
Each line is separate evidence, not a trust score.
- Passed Endpoint answered the live check ·
- Passed Official MCP Registry namespace is tied to agentcv.ai ·
- Passed Endpoint is on the registry namespace domain ·
- Availability 1 of 1 checks passed in 30 days
What you can do with it
- Search the public registry of AI agent teams
- Read a team's public profile and trust tier
- List use case hubs and platform coverage
- Validate team profiles before registration
Source and maintenance
Protocol and capabilities
- Server
- agentcv 1.0.0
- MCP protocol negotiated in check
- 2025-11-25
- Tools
- 6 advertised
- Resources
- Not advertised
- Resource templates
- Not advertised
- Prompts
- Not advertised
{
"tools": {
"listChanged": false
}
}Server-provided instructions
Untrusted server output shown for inspection. It is not Koskamo guidance and is excluded from knowledge search.
Tools
6 advertised
search_teams — Search AgentCV teams
Search the public AgentCV registry of AI agent teams. Returns public teams only, in the site’s default order: operated teams first, then reference designs (designs documented from papers, framework docs or vendor material that no one is known to run), then clearly labelled illustrative demos. Each team has its layer (real = registered by its owner, curated = documented by AgentCV from cited public sources, illustrative = demo), size wording, platform, topology, trust tier and page URL. All filters are optional and combine with AND. Pages of up to 20; pass nextCursor back as cursor for the next page. Read-only.
{
"type": "object",
"properties": {
"layer": {
"enum": [
"real",
"curated",
"illustrative"
],
"type": "string",
"description": "real = registered by its owner; curated = documented by AgentCV from cited public sources; illustrative = clearly labelled demo."
},
"limit": {
"type": "integer",
"maximum": 20,
"minimum": 1,
"description": "Teams per page, 1–20 (default 10)."
},
"query": {
"type": "string",
"maxLength": 200,
"description": "Text to find in a team’s name, tagline or description (case-insensitive substring), as the search box on agentcv.ai/teams."
},
"cursor": {
"type": "string",
"pattern": "^o[0-9]{1,6}$",
"description": "nextCursor from the previous page; omit for the first page."
},
"platform": {
"enum": [
"grok-bot",
"hermes-agent",
"claude",
"openai-codex",
"openclaw",
"crewai",
"langgraph",
"autogen",
"n8n"
],
"type": "string",
"description": "A platform hub slug (see list_platforms): teams whose own platform or any listed member’s platform belongs to that hub."
},
"topology": {
"enum": [
"orchestrator_worker",
"supervisor",
"swarm",
"pipeline",
"router",
"solo_plus_tools",
"other"
],
"type": "string",
"description": "The team’s declared topology type."
},
"use_case": {
"enum": [
"code-review",
"software-delivery",
"bug-fixing",
"testing-qa",
"code-migration",
"research-analysis",
"customer-support",
"data-sql",
"ops-sre",
"marketing-content",
"general-assistant"
],
"type": "string",
"description": "A use-case hub slug (see list_use_cases)."
}
},
"additionalProperties": false
}{
"type": "object",
"required": [
"teams",
"total",
"returned",
"nextCursor",
"order"
],
"properties": {
"order": {
"type": "string"
},
"teams": {
"type": "array",
"items": {
"type": "object",
"required": [
"slug",
"name",
"tagline",
"url",
"layer",
"class",
"referenceDesign",
"size",
"platform",
"topology",
"trust"
],
"properties": {
"url": {
"type": "string"
},
"name": {
"type": "string"
},
"size": {
"type": [
"object",
"null"
],
"required": [
"kind",
"count",
"text"
],
"properties": {
"kind": {
"enum": [
"total",
"listed"
],
"type": "string"
},
"text": {
"type": "string"
},
"count": {
"type": "integer"
}
},
"description": "Team size as the site words it: kind \"total\" is the stated size (\"5 agents\"); kind \"listed\" is a curated team whose sources state no total (\"3 listed members\"). null when no size is stated."
},
"slug": {
"type": "string"
},
"class": {
"enum": [
"operated",
"reference_design",
"illustrative"
],
"type": "string"
},
"layer": {
"enum": [
"real",
"curated",
"illustrative"
],
"type": "string"
},
"trust": {
"type": "object",
"required": [
"tier",
"label"
],
"properties": {
"tier": {
"type": "string"
},
"label": {
"type": "string"
}
},
"description": "The trust tier AgentCV computes from the evidence on record (never self-assigned), with the label the page shows."
},
"tagline": {
"type": "string"
},
"platform": {
"type": [
"string",
"null"
]
},
"topology": {
"type": [
"object",
"null"
],
"required": [
"type",
"label"
],
"properties": {
"type": {
"type": "string"
},
"label": {
"type": "string"
}
}
},
"referenceDesign": {
"type": [
"object",
"null"
],
"required": [
"label",
"kind",
"summary",
"note"
],
"properties": {
"kind": {
"enum": [
"research",
"framework",
"vendor_claim"
],
"type": "string"
},
"note": {
"type": "string"
},
"label": {
"type": "string"
},
"summary": {
"type": "string"
}
},
"description": "Set when the profile is a reference design: a design documented from a paper, framework docs or vendor material that no one is known to operate. null for every other team."
}
}
}
},
"total": {
"type": "integer",
"description": "Teams matching the filters, across all pages."
},
"returned": {
"type": "integer"
},
"nextCursor": {
"type": [
"string",
"null"
]
}
}
}{
"title": "Search AgentCV teams",
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}get_team — Get an AgentCV team profile
The public profile of one AgentCV team, as its page shows it: layer and its notice (curated teams are documented by AgentCV from public sources and are not endorsed by the team), the reference-design label, owner, trust tier, topology, size, roster (name, role and the model where stated), how it is built and overseen, evidence entries with their links and titles, cited sources, and — for an unclaimed curated team — the links where its operator can claim it or ask for its removal. Only public fields. Read-only.
{
"type": "object",
"required": [
"slug"
],
"properties": {
"slug": {
"type": "string",
"pattern": "^[a-z0-9][a-z0-9-]*$",
"maxLength": 120,
"description": "The team’s slug, as search_teams returns it (e.g. \"ari-collective\")."
}
},
"additionalProperties": false
}{
"type": "object",
"required": [
"slug",
"name",
"tagline",
"url",
"layer",
"class",
"notice",
"referenceDesign",
"status",
"owner",
"trust",
"roster",
"blueprint",
"evidence",
"sources",
"claimUrl",
"removalUrl"
],
"properties": {
"url": {
"type": "string"
},
"name": {
"type": "string"
},
"size": {
"type": [
"object",
"null"
],
"required": [
"kind",
"count",
"text"
],
"properties": {
"kind": {
"enum": [
"total",
"listed"
],
"type": "string"
},
"text": {
"type": "string"
},
"count": {
"type": "integer"
}
},
"description": "Team size as the site words it: kind \"total\" is the stated size (\"5 agents\"); kind \"listed\" is a curated team whose sources state no total (\"3 listed members\"). null when no size is stated."
},
"slug": {
"type": "string"
},
"class": {
"enum": [
"operated",
"reference_design",
"illustrative"
],
"type": "string"
},
"layer": {
"enum": [
"real",
"curated",
"illustrative"
],
"type": "string"
},
"owner": {
"type": "object",
"required": [
"name",
"handle",
"url",
"claimed"
],
"properties": {
"url": {
"type": "string"
},
"name": {
"type": "string"
},
"handle": {
"type": "string"
},
"claimed": {
"type": "boolean"
}
}
},
"trust": {
"type": "object",
"required": [
"tier",
"label",
"evidenceLinkedEntries",
"evidenceThreshold"
],
"properties": {
"tier": {
"type": "string"
},
"label": {
"type": "string"
},
"evidenceThreshold": {
"type": "integer"
},
"evidenceLinkedEntries": {
"type": "integer"
}
}
},
"notice": {
"type": [
"string",
"null"
]
},
"roster": {
"type": "array",
"items": {
"type": "object",
"required": [
"name",
"role",
"model",
"platform",
"illustrative",
"url"
],
"properties": {
"url": {
"type": "string"
},
"name": {
"type": "string"
},
"role": {
"type": "string"
},
"model": {
"type": [
"string",
"null"
]
},
"platform": {
"type": [
"string",
"null"
]
},
"illustrative": {
"type": "boolean"
},
"modelVersion": {
"type": [
"string",
"null"
]
},
"platformVersion": {
"type": [
"string",
"null"
]
}
}
}
},
"status": {
"type": "string"
},
"sources": {
"type": "array",
"items": {
"type": "object",
"required": [
"url",
"label"
],
"properties": {
"url": {
"type": "string"
},
"label": {
"type": "string"
}
}
}
},
"tagline": {
"type": "string"
},
"claimUrl": {
"type": [
"string",
"null"
]
},
"evidence": {
"type": "array",
"items": {
"type": "object",
"required": [
"title",
"url",
"date",
"type",
"illustrative"
],
"properties": {
"url": {
"type": [
"string",
"null"
]
},
"date": {
"type": "string"
},
"type": {
"type": "string"
},
"title": {
"type": "string"
},
"provenance": {
"type": "string"
},
"illustrative": {
"type": "boolean"
}
}
}
},
"platform": {
"type": [
"string",
"null"
]
},
"topology": {
"type": [
"object",
"null"
],
"properties": {
"type": {
"type": "string"
},
"label": {
"type": "string"
},
"description": {
"type": [
"string",
"null"
]
}
}
},
"blueprint": {
"type": "object",
"properties": {
"oversight": {
"type": [
"string",
"null"
]
},
"whyItWorks": {
"type": [
"string",
"null"
]
},
"howItWasBuilt": {
"type": [
"string",
"null"
]
},
"automationStory": {
"type": [
"string",
"null"
]
}
}
},
"taskKinds": {
"type": "array",
"items": {
"type": "string"
}
},
"industries": {
"type": "array",
"items": {
"type": "string"
}
},
"removalUrl": {
"type": [
"string",
"null"
]
},
"requestUrl": {
"type": "string"
},
"evidenceTotal": {
"type": "integer"
},
"operatingSince": {
"type": [
"string",
"null"
]
},
"referenceDesign": {
"type": [
"object",
"null"
],
"required": [
"label",
"kind",
"summary",
"note"
],
"properties": {
"kind": {
"enum": [
"research",
"framework",
"vendor_claim"
],
"type": "string"
},
"note": {
"type": "string"
},
"label": {
"type": "string"
},
"summary": {
"type": "string"
}
},
"description": "Set when the profile is a reference design: a design documented from a paper, framework docs or vendor material that no one is known to operate. null for every other team."
},
"operatingSinceLabel": {
"type": "string"
}
}
}{
"title": "Get an AgentCV team profile",
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}list_use_cases — List AgentCV use-case hubs
The use-case hubs of agentcv.ai/use-cases (code review, testing and QA, research and analysis, …) with how many public teams each holds, by layer (real, curated, illustrative) and by class (operated, reference design, illustrative). Read-only.
{
"type": "object",
"properties": {},
"additionalProperties": false
}{
"type": "object",
"required": [
"useCases",
"note"
],
"properties": {
"note": {
"type": "string"
},
"useCases": {
"type": "array",
"items": {
"type": "object",
"required": [
"slug",
"name",
"description",
"url",
"teams"
],
"properties": {
"url": {
"type": "string"
},
"name": {
"type": "string"
},
"slug": {
"type": "string"
},
"teams": {
"type": "object",
"required": [
"total",
"byLayer",
"byClass"
],
"properties": {
"total": {
"type": "integer"
},
"byClass": {
"type": "object",
"required": [
"operated",
"reference_design",
"illustrative"
],
"properties": {
"operated": {
"type": "integer"
},
"illustrative": {
"type": "integer"
},
"reference_design": {
"type": "integer"
}
}
},
"byLayer": {
"type": "object",
"required": [
"real",
"curated",
"illustrative"
],
"properties": {
"real": {
"type": "integer"
},
"curated": {
"type": "integer"
},
"illustrative": {
"type": "integer"
}
}
}
}
},
"description": {
"type": "string"
}
}
}
}
}
}{
"title": "List AgentCV use-case hubs",
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}list_platforms — List AgentCV platform hubs
The platform hubs of agentcv.ai/platforms (Claude, OpenAI Codex, OpenClaw, CrewAI, LangGraph, …) with the platform names each covers and how many public teams each holds, by layer and by class. AgentCV is independent and not affiliated with any platform. Read-only.
{
"type": "object",
"properties": {},
"additionalProperties": false
}{
"type": "object",
"required": [
"platforms",
"note"
],
"properties": {
"note": {
"type": "string"
},
"platforms": {
"type": "array",
"items": {
"type": "object",
"required": [
"slug",
"name",
"covers",
"url",
"teams"
],
"properties": {
"url": {
"type": "string"
},
"name": {
"type": "string"
},
"slug": {
"type": "string"
},
"teams": {
"type": "object",
"required": [
"total",
"byLayer",
"byClass"
],
"properties": {
"total": {
"type": "integer"
},
"byClass": {
"type": "object",
"required": [
"operated",
"reference_design",
"illustrative"
],
"properties": {
"operated": {
"type": "integer"
},
"illustrative": {
"type": "integer"
},
"reference_design": {
"type": "integer"
}
}
},
"byLayer": {
"type": "object",
"required": [
"real",
"curated",
"illustrative"
],
"properties": {
"real": {
"type": "integer"
},
"curated": {
"type": "integer"
},
"illustrative": {
"type": "integer"
}
}
}
}
},
"covers": {
"type": "array",
"items": {
"type": "string"
}
}
}
}
}
}
}{
"title": "List AgentCV platform hubs",
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}get_registration_schema — Get the AgentCV team-profile format
The agentcv.team.v1 format for registering a team: the JSON Schema (as an object, and as the exact text agentcv.ai/agentcv-team.schema.json serves) and the self-contained prompt from agentcv.ai/register/with-agent that tells an agent how to write the profile. Registration itself is done by a person on agentcv.ai; this server cannot submit anything. Read-only.
{
"type": "object",
"properties": {},
"additionalProperties": false
}{
"type": "object",
"required": [
"format",
"schemaUrl",
"schema",
"schemaJson",
"prompt",
"promptPageUrl",
"finishRegistrationUrl",
"howToRegister"
],
"properties": {
"format": {
"type": "string"
},
"prompt": {
"type": "string"
},
"schema": {
"type": "object"
},
"schemaUrl": {
"type": "string"
},
"schemaJson": {
"type": "string"
},
"howToRegister": {
"type": "string"
},
"promptPageUrl": {
"type": "string"
},
"finishRegistrationUrl": {
"type": "string"
}
}
}{
"title": "Get the AgentCV team-profile format",
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}validate_team_profile — Check an AgentCV team profile
Check an agentcv.team.v1 team profile with the same validator the registration page’s import panel uses (the same field rules the server enforces), and with AgentCV’s secret and personal-data detectors. Returns the errors, the warnings (example values left in, values over the form’s limit, ignored keys) and the fields that look like an API key, token, password or personal data (named by path, never repeated), plus the URL where a person signs in, imports the file, reviews it and submits. When the profile is ready, it also returns finishUrl: the registration form’s link with the profile in its # fragment, at most 16 KB, for the person to open, review and submit. Browsers do not send the fragment in HTTP requests, but it is not encrypted: anyone with the link can read it. No link is returned while a value, as written or once percent-, base64- or hex-decoded, looks like a secret, personal data, a local path or a private or credential-bearing link; detection is best effort, and the person’s review before Submit is the final check. This server receives the profile to check it; it neither stores nor logs it, and submits nothing. Read-only.
{
"type": "object",
"required": [
"profile"
],
"properties": {
"profile": {
"anyOf": [
{
"type": "object",
"description": "The agentcv.team.v1 JSON object."
},
{
"type": "string",
"description": "Its JSON text, exactly as it would be pasted into the import panel."
}
],
"description": "The profile: the agentcv.team.v1 JSON object, or its JSON text exactly as it would be pasted into the import panel (at most 64 KB)."
}
},
"additionalProperties": false
}{
"type": "object",
"required": [
"valid",
"readyToImport",
"errors",
"warnings",
"withheld",
"redacted",
"truncated",
"stored",
"finishRegistrationUrl",
"finishUrl",
"finishLink",
"nextSteps"
],
"properties": {
"valid": {
"type": "boolean"
},
"errors": {
"type": "array",
"items": {
"type": "object",
"required": [
"field",
"message"
],
"properties": {
"field": {
"type": "string"
},
"message": {
"type": "string"
}
}
}
},
"stored": {
"type": "boolean",
"const": false
},
"redacted": {
"type": "integer"
},
"warnings": {
"type": "array",
"items": {
"type": "object",
"required": [
"kind",
"field",
"message"
],
"properties": {
"kind": {
"enum": [
"placeholder",
"over_form_limit",
"ignored",
"notice"
],
"type": "string"
},
"field": {
"type": "string"
},
"message": {
"type": "string"
}
}
}
},
"withheld": {
"type": "array",
"items": {
"type": "object",
"required": [
"field",
"reason"
],
"properties": {
"field": {
"type": "string"
},
"reason": {
"type": "string"
}
}
}
},
"finishUrl": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"nextSteps": {
"type": "string"
},
"truncated": {
"type": "object",
"required": [
"errors",
"warnings",
"withheld"
],
"properties": {
"errors": {
"type": "integer"
},
"warnings": {
"type": "integer"
},
"withheld": {
"type": "integer"
}
}
},
"finishLink": {
"type": "object",
"required": [
"status",
"length",
"maxLength",
"withheld"
],
"properties": {
"length": {
"type": "integer"
},
"status": {
"enum": [
"ready",
"not_valid",
"withheld",
"too_large"
],
"type": "string"
},
"withheld": {
"type": "array",
"items": {
"type": "object",
"required": [
"field",
"reason"
],
"properties": {
"field": {
"type": "string"
},
"reason": {
"type": "string"
}
}
}
},
"maxLength": {
"type": "integer"
}
}
},
"readyToImport": {
"type": "boolean"
},
"finishRegistrationUrl": {
"type": "string"
}
}
}{
"title": "Check an AgentCV team profile",
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}Prompts
Not advertised
Resources
Not advertised
90-day uptime
A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.
- 2026-11-07: 1 of 1 checks answered
30-day availability
Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.
- Successful checks
- 1 of 1 (100%)
- Average latency
- 442 ms
- 95th percentile latency
- 442 ms
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · probe · passed · 442 ms · metadata changed · 6 tool(s)
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
claude mcp add --transport http agentcv-mcp https://agentcv.ai/mcpCodex
codex mcp add agentcv-mcp --url https://agentcv.ai/mcpCursor
{
"mcpServers": {
"agentcv-mcp": {
"url": "https://agentcv.ai/mcp"
}
}
}Cline
{
"mcpServers": {
"agentcv-mcp": {
"type": "streamableHttp",
"url": "https://agentcv.ai/mcp",
"disabled": false
}
}
}VS Code
{
"servers": {
"agentcv-mcp": {
"type": "http",
"url": "https://agentcv.ai/mcp"
}
}
}Gemini CLI
gemini mcp add --transport http agentcv-mcp https://agentcv.ai/mcpClaude Desktop
https://agentcv.ai/mcpWindsurf
{
"mcpServers": {
"agentcv-mcp": {
"serverUrl": "https://agentcv.ai/mcp"
}
}
}Let your agent find its tools
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