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Glama

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MAI-1 registry: search 100+ verified AI tool contracts with live reliability scores in one call.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

Glama MCP Gateway

Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.

MCP client
Glama
MCP server

Full call logging

Every tool call is logged with complete inputs and outputs, so you can debug issues and audit what your agents are doing.

Tool access control

Enable or disable individual tools per connector, so you decide what your agents can and cannot do.

Managed credentials

Glama handles OAuth flows, token storage, and automatic rotation, so credentials never expire on your clients.

Usage analytics

See which tools your agents call, how often, and when, so you can understand usage patterns and catch anomalies.

100% free. Your data is private.

Tool Definition Quality

Score is being calculated. Check back soon.

Available Tools

6 tools
compile_apiInspect

Compiles a public OpenAPI/Swagger spec URL into a compact MAI-API manifest. Requires a valid API key (X-Api-Key). Without a key, only specs from apis.guru or raw.githubusercontent.com are accepted. Returns immediately with a status_url to poll for the result (~15 seconds). Use get_api_manifest to fetch the result once ready.

ParametersJSON Schema
NameRequiredDescriptionDefault
api_keyNoOptional API key for unrestricted URL access. Without key, only apis.guru and github raw URLs are allowed.
categoryNoCategory hint: payments, communication, devtools, ai, productivity, security, data, otherother
openapi_urlYesPublic URL of an OpenAPI 3.x or Swagger 2.x JSON/YAML spec.
contribute_toolInspect

Add a missing tool to the aiaam.xyz catalog. Provide its PyPI project or GitHub repo URL; the registry builds an unverified MAI-1 contract from public metadata only (no invented data). Idempotent — if the tool already exists, its current contract is returned. Use this when search_tools returns no results for a library you know exists.

ParametersJSON Schema
NameRequiredDescriptionDefault
source_urlYeshttps://pypi.org/project/<pkg> or https://github.com/<owner>/<repo>
get_api_manifestInspect

Returns a compact MAI-API manifest for a web API service (Stripe, Slack, GitHub, etc.). Each manifest is ~850 tokens and contains the base URL, auth method, and up to 20 key endpoints. Use this instead of fetching and parsing a full OpenAPI spec. Available services include: stripe_api, slack_web_api, github, openai_api, notion_api, jira_cloud_rest_api, gmail_api, google_calendar_api, twilio_api, sendgrid_email_activity_api, spotify_web_api, twitter_api_v2, and 30+ more. Returns {error: not_found} if the service has not been compiled yet.

ParametersJSON Schema
NameRequiredDescriptionDefault
service_nameYesThe service identifier, e.g. 'stripe_api', 'slack_web_api', 'openai_api'. Use underscores, lowercase. Check /llmo-apis for the full list.
get_toolInspect

Returns the complete MAI-1 contract for a specific tool by its AID string (e.g. 'langchain-v1', 'crewai-v1'). Includes reliability_score, latency_ms, install_cmd, execute_cmd, input/output schemas.

ParametersJSON Schema
NameRequiredDescriptionDefault
aidYesThe tool's unique AID string identifier (e.g. 'langchain-v1')
search_toolsInspect

Search the aiaam.xyz catalog of 100+ verified MAI-1 tool contracts by capability or name. Returns up to 10 results saving ~85% context tokens vs reading raw GitHub READMEs.

ParametersJSON Schema
NameRequiredDescriptionDefault
queryYesTool capability or name to search (e.g. 'web scraping', 'langchain')
categoryNoOptional: filter by source platform — github | pypi | huggingface | npm

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