Find MCP - Agentage MCP Directory
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Glama MCP Gateway
Connect through Glama MCP Gateway for full control over tool access and complete visibility into every call.
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.
Tool Definition Quality
Average 4.6/5 across 3 of 3 tools scored.
Each tool has a clear, distinct purpose: mcp_categories lists filter values, mcp_get fetches a full record, and mcp_search performs searches. No functional overlap.
All tools start with 'mcp_' prefix, but while mcp_get and mcp_search are verb_noun, mcp_categories is noun-only. Slight inconsistency but still predictable.
3 tools for a directory discovery service is minimal but covers the essential operations: search, detail retrieval, and filter listing. Could benefit from a few more (e.g., listing all servers) but still well-scoped.
Covers the core needs for exploring a directory: searching, getting details, and knowing filter values. Missing explicit pagination or a 'list all' function, but agents can work around with search parameters.
Available Tools
3 toolsmcp_categoriesList directory filter valuesARead-onlyInspect
List the directory's available filter values - every category, language, and license, each with how many servers carry it. Call this BEFORE mcp_search when you intend to filter, so you pass exact, existing values for the type/category/language/license arguments instead of guessing. Takes no input. Read-only.
| Name | Required | Description | Default |
|---|---|---|---|
No parameters | |||
Output Schema
| Name | Required | Description |
|---|---|---|
| licenses | Yes | SPDX licenses and their server counts |
| languages | Yes | Repository languages and their server counts |
| categories | Yes | Category labels and how many servers carry each |
Tool Definition Quality
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint, openWorldHint, and destructiveHint. The description reinforces 'Read-only' and adds specifics about the output (categories, languages, licenses with counts). No contradictions. The addition of 'Takes no input' is minor but clear.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Two sentences, front-loaded with purpose, then usage direction. Every sentence adds value with no wasted words. Extremely concise.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given zero parameters, a clear output, and annotations covering safety (readOnlyHint, openWorldHint), the description is fully complete. It covers what, when, and why to use the tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The input schema has no parameters, so schema coverage is 100%. The description correctly notes 'Takes no input'. Baseline 4 is appropriate as there is nothing to add beyond the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool lists all directory filter values (category, language, license) with server counts, and explicitly distinguishes it from sibling mcp_search by advising to call it before searching.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description explicitly tells when to use the tool (before mcp_search when intending to filter) and why (to pass exact existing values). It lacks explicit alternatives or when-not-to-use, but the context is clear.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
mcp_getGet one MCP serverARead-onlyInspect
Fetch the complete record for ONE MCP server in the agentage directory by its exact slug: full description, categories, the packages and remote endpoints it ships, the tools it exposes, a ready-to-run install command, and a README excerpt. Use this after mcp_search to get the depth a result card omits - pass a slug exactly as returned by mcp_search, never a guessed or constructed one. No slug yet? call mcp_search first. Read-only.
| Name | Required | Description | Default |
|---|---|---|---|
| slug | Yes | The exact slug of one server, taken verbatim from a mcp_search result (do not guess or construct one). |
Output Schema
| Name | Required | Description |
|---|---|---|
| name | Yes | |
| slug | Yes | |
| title | Yes | |
| tools | Yes | The MCP tools this server exposes, from its live tools/list |
| install | No | The recommended way to run this server, derived from its first package/remote |
| license | No | |
| remotes | Yes | |
| category | Yes | |
| language | No | |
| packages | Yes | |
| description | Yes | |
| details_url | Yes | Human detail page for this server - open it for more information |
| is_official | Yes | |
| readme_excerpt | No | First ~2000 chars of the README; open details_url for the full document |
| transport_types | Yes |
Tool Definition Quality
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations already declare readOnlyHint=true and destructiveHint=false. The description adds that it is 'Read-only' and enumerates the return contents (description, categories, packages, etc.), which is useful context beyond annotations. No contradictions.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Four succinct sentences, each earning its place. The first sentence clearly states the purpose, followed by usage guidance and a read-only note. No unnecessary words.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given only one parameter with full schema coverage, annotations present, and an output schema (so return values are documented), the description is complete. It covers what the tool does, how to use it, and prerequisites.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage for the single parameter 'slug' is 100% with a descriptive comment. The description reinforces that the slug must come verbatim from mcp_search, adding value beyond the schema. However, the schema already conveys the constraint.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Fetch', the resource 'complete record for ONE MCP server', and the method 'by its exact slug'. It distinguishes from siblings by noting it provides depth omitted by result cards.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Explicitly states when to use ('after mcp_search'), what not to do ('never a guessed or constructed slug'), and provides alternative ('call mcp_search first'). Clear and actionable.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
mcp_searchSearch the MCP directoryARead-onlyInspect
Search the agentage MCP directory - a public catalog of Model Context Protocol servers crawled from the official registry - for servers matching a keyword, optionally narrowed by type, category, language, or license. Use this FIRST whenever the user wants to discover, find, compare, or pick an MCP server ("is there an MCP for X", "which MCP servers do Y"). Results are ranked by text relevance to the query first, then by popularity, so the best match is on top. Returns a page of lean cards (slug, title, description, category, transport, match_score - text relevance the ranking is based on, details_url). To read one server's full packages, tools, and install command, call mcp_get with the slug from a result; open a card's details_url for the human detail page. To learn which category/language/license values exist before filtering, call mcp_categories. Read-only - never installs or runs anything.
| Name | Required | Description | Default |
|---|---|---|---|
| page | No | Optional. 1-based page number; defaults to 1. Use pagination.total_pages to page. | |
| type | No | Optional. Restrict to one distribution type: npm | pypi | oci | mcpb | nuget, or "remote" for hosted (HTTP) servers. Omit to search every type. | |
| limit | No | Optional. Results per page; defaults to 20, capped at 50. | |
| query | Yes | What to search for - a keyword, product, capability, or server name (e.g. "github", "postgres", "web search"). Matched across names, titles, and descriptions. Prefer a single distinctive term over a long phrase. | |
| license | No | Optional. Restrict to an SPDX license id (e.g. "MIT", "Apache-2.0"). Exact; call mcp_categories for valid values. Omit for no license filter. | |
| category | No | Optional. Restrict to one category label. Must be an exact value from this taxonomy - call mcp_categories to see the categories that actually exist with their counts. Omit for no category filter. | |
| language | No | Optional. Restrict to a repository language (e.g. "TypeScript", "Python"). Exact, case-sensitive; call mcp_categories for valid values. Omit for no language filter. |
Output Schema
| Name | Required | Description |
|---|---|---|
| query | Yes | The query the backend actually ran |
| results | Yes | |
| pagination | Yes |
Tool Definition Quality
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
Annotations indicate read-only and non-destructive behavior. Description adds ranking details (text relevance then popularity) and confirms no installation or execution occurs.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Single paragraph with four front-loaded sentences. Every sentence adds value; no redundancy or filler.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given output schema exists, the description explains search behavior, result fields, ranking, and relation to other tools. Sufficient for an agent to effectively use the tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Input schema covers all 7 parameters with descriptions (100% coverage). Description adds minor guidance (e.g., prefer single query term) but does not significantly enhance what the schema already provides.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
Explicitly states the tool searches the MCP directory for servers by keyword and optional filters. Differentiates from siblings by directing to mcp_get for full details and mcp_categories for filter values.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
Clearly advises to use this tool first for discovery, and provides explicit alternatives (mcp_get, mcp_categories) for other tasks.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Claim this connector by publishing a /.well-known/glama.json file on your server's domain with the following structure:
{
"$schema": "https://glama.ai/mcp/schemas/connector.json",
"maintainers": [{ "email": "your-email@example.com" }]
}The email address must match the email associated with your Glama account. Once published, Glama will automatically detect and verify the file within a few minutes.
Control your server's listing on Glama, including description and metadata
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For server owners:
Proven adoption – public usage metrics on your listing show real-world traction and build trust with prospective users
Tool-level analytics – see which tools are being used most, helping you prioritize development and documentation
Direct user feedback – users can report issues and suggest improvements through the listing, giving you a channel you would not have otherwise
The connector status is unhealthy when Glama is unable to successfully connect to the server. This can happen for several reasons:
The server is experiencing an outage
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If you are the owner of this MCP connector and would like to make modifications to the listing, including providing test credentials for accessing the server, please contact support@glama.ai.
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