glama.ai

mx

smtp.google.com

ns

isaac.ns.cloudflare.com

davina.ns.cloudflare.com

caa

comodoca.com

letsencrypt.org

ssl.com

digicert.com; cansignhttpexchanges=yes

pki.goog; cansignhttpexchanges=yes

comodoca.com

letsencrypt.org

digicert.com; cansignhttpexchanges=yes

txt

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v=spf1 include:amazonses.com include:_spf.google.com ~all

yandex-verification: 615ed967bdc3be00

google-site-verification=_PZWHb4k00HAd5fZiXICbK4VUsYy-ZcQbmcvPjl21qo

dmarc

v=DMARC1; p=quarantine; rua=mailto:dmarc@glama.ai

Sitemap: https://glama.ai/sitemap.xml

User-agent: Twitterbot
Allow: /

User-agent: facebookexternalhit
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Allow: /

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User-agent: AdsBot-Google
User-agent: AdsBot-Google-Mobile
Allow: /api/mcp/openapi.json
Disallow: /sign-up
Disallow: /sign-in
Disallow: /api/
Disallow: /checks/
Disallow: /settings/
Disallow: /inspect/
Disallow: /admin/
Disallow: /oauth/
Disallow: /test/
Disallow: /ads/
Disallow: /mcp/servers/*/blob/
Disallow: /mcp/servers/*/tree/
Disallow: /mcp/servers/*/discussions
Disallow: /mcp/servers/*/admin
Disallow: /mcp/connectors/*/admin
Disallow: /generated-images/
Disallow: /*/og-image
Disallow: /*/user-images
Disallow: /*/endpoints
Disallow: /*/badges
Disallow: /mcp/inspector?*servers=
Disallow: /*?*sort=
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User-agent: *
Content-Signal: ai-train=no, search=yes, ai-input=yes
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Disallow: /sign-in
Disallow: /api/
Disallow: /checks/
Disallow: /settings/
Disallow: /inspect/
Disallow: /admin/
Disallow: /oauth/
Disallow: /test/
Disallow: /ads/
Disallow: /mcp/servers/*/blob/
Disallow: /mcp/servers/*/tree/
Disallow: /mcp/servers/*/discussions
Disallow: /mcp/servers/*/admin
Disallow: /mcp/connectors/*/admin
Disallow: /generated-images/
Disallow: /*/og-image
Disallow: /*/user-images
Disallow: /*/endpoints
Disallow: /*/badges
Disallow: /mcp/inspector?*servers=
Disallow: /*?*sort=
Disallow: /*?*after=

# Glama

> A directory of 97,619 Model Context Protocol servers and 30,924 remote connectors, every one scanned, scored, and testable in the browser. A superset of the official MCP Registry.

Glama indexes MCP servers and clients, inspects each one, and publishes the result as web pages and as a public API. The catalog is far too large to enumerate here. Search it through the MCP API rather than by crawling.

## Programmatic access

- [MCP API reference](https://glama.ai/mcp/reference): REST API over the directory. Search servers, read their tools, scores, and hosting attributes.
- [MCP API OpenAPI description](https://glama.ai/api/mcp/openapi.json): OpenAPI description of the MCP API, for generating a client.
- [API catalog](https://glama.ai/.well-known/api-catalog): RFC 9727 linkset naming every Glama API alongside its description document.

## Directory

- [MCP directory](https://glama.ai/mcp): Search, compare, and connect to MCP servers, connectors, clients, and tools.
- [MCP servers](https://glama.ai/mcp/servers): 97,619 MCP servers indexed from GitHub, the official MCP Registry, and community submissions, each scanned and scored.
- [MCP connectors](https://glama.ai/mcp/connectors): 30,924 remote MCP servers reachable over Streamable HTTP, with no local installation.
- [MCP clients](https://glama.ai/mcp/clients): Applications that speak MCP: editors, chat clients, and agents.
- [MCP tools](https://glama.ai/mcp/tools): 990,948 tools exposed by servers in the directory, searchable by name and purpose.
- [Categories](https://glama.ai/mcp/categories): Servers grouped by what they do.
- [Attributes](https://glama.ai/mcp/attributes): Servers filtered by license, hosting model, transport, and other properties.

## Working with MCP servers

- [MCP Inspector](https://glama.ai/mcp/inspector): Test any MCP server from the browser, including tools, resources, prompts, tasks, elicitation, sampling, and OAuth 2.1.
- [MCP Gateway](https://glama.ai/mcp/gateway): A reverse proxy between AI clients and MCP servers, with call logging, per-tool access control, managed OAuth credentials, and usage analytics.
- [MCP hosting](https://glama.ai/mcp/hosting): Deploy MCP servers on dedicated infrastructure with a built-in gateway, call logs, per-tool access control, and directory distribution.
- [Chat](https://glama.ai/chat): Privacy-first AI workspace: chat across models with MCP servers attached.

## How the directory works

- [Ranking methodology](https://glama.ai/mcp/methodology): How servers are discovered, scanned, scored, and ranked.
- [MCP FAQ](https://glama.ai/mcp/faq): Common questions about MCP and about this directory.
- [glama.json schema](https://glama.ai/mcp/schemas/server.json): JSON Schema for the glama.json a repository commits to claim and maintain its server listing.
- [Connector schema](https://glama.ai/mcp/schemas/connector.json): JSON Schema for claiming a remote connector listing.
- [Support](https://glama.ai/support): Contact us about the directory, a listing, or an account.

## Optional

- [Blog](https://glama.ai/blog): Long-form writing on MCP, agents, and the directory.
- [Terms of service](https://glama.ai/policies/terms-of-service): Terms governing use of Glama.
- [Privacy policy](https://glama.ai/policies/privacy-policy): How we handle personal data.
- [Vulnerability disclosure](https://glama.ai/policies/vulnerability-disclosure): How to report a security vulnerability.