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Glama

Server Details

An MCP server that gives your AI access to the source code and docs of all public github repos

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL
Repository
NitroRCr/gread
GitHub Stars
54
Server Listing
Gread

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 DescriptionsB

Average 3.4/5 across 5 of 5 tools scored.

Server CoherenceA
Disambiguation5/5

Each tool has a clear, distinct purpose: listing directory trees, reading source code, searching code, searching repositories, and viewing repository info. No overlaps.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern (list_tree, read_code, search_code, search_repos, view_repo), making them predictable.

Tool Count5/5

With 5 tools, the server is appropriately scoped for code reading and searching tasks, neither too sparse nor overloaded.

Completeness4/5

Covers key read operations like directory listing, code retrieval, code search, repo search, and repo info. Minor gaps: no file metadata or commit history, but core functionality is solid.

Available Tools

5 tools
list_treeBInspect

List the directory tree of a specific path in a repository with customizable depth and traversal limits.

ParametersJSON Schema
NameRequiredDescriptionDefault
nameYesFull name of the repository (owner/name)
maxDepthNoMaximum depth into the directory structure to list.
maxPerDirNoMaximum number of items to display per directory level.
targetDirNoTarget directory path to inspect. Leaves empty to search from root.
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries full burden. It only mentions 'customizable depth and traversal limits' but does not disclose behavioral traits such as output format (flat list vs. tree), error conditions (e.g., invalid path), or performance implications. This is insufficient for a tool with no annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, front-loaded sentence with no wasted words. Every word contributes to the purpose (verb, resource, configurable options).

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the complexity (4 parameters, no output schema, no annotations), the description is too brief. It lacks details on return value, error behavior, or relationship to sibling tools. For a directory listing tool, more information about the output structure would be helpful.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so parameters are well-documented in the schema. The description mentions 'customizable depth and traversal limits,' which loosely maps to maxDepth and maxPerDir, but does not add meaningful context beyond the schema. Baseline score of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description explicitly states 'List the directory tree of a specific path in a repository with customizable depth and traversal limits.' This clearly indicates the tool's verb, resource, and key options, distinguishing it from siblings like read_code (file content) or search_repos (repository search).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies usage for listing directory trees but does not provide explicit guidance on when to use it versus alternatives, nor does it mention when not to use it. It lacks context about dependencies (e.g., repository existence) or comparison with sibling tools.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

read_codeAInspect

Retrieve the raw source code of specified files from within a known repository.

ParametersJSON Schema
NameRequiredDescriptionDefault
nameYesFull name of the repository (owner/name)
pathsYesAn array of precise file paths within the repository
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description must disclose behavioral traits. It indicates a read operation, but lacks details on auth, rate limits, or error handling for missing files. The minimal transparency is acceptable for a simple read tool.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence that is front-loaded with the action and resource. Every word is necessary and there is no redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's simplicity, the description adequately covers the purpose. No output schema exists, but return value (source code) is implied. The description is nearly complete for the intended use case.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, meaning both parameters are described in the schema. The description adds no extra meaning beyond the schema, so baseline score of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description uses the specific verb 'retrieve' and resource 'raw source code of specified files from within a known repository'. This clearly distinguishes it from sibling tools like search_code (searches code) or list_tree (lists directory structure).

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies the tool is for retrieving file contents but does not explicitly state when to use it over alternatives like search_code or view_repo. No exclusions or context are provided.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

search_codeBInspect

Perform a fast git grep inside the repository, allowing regex matching by default or substring search.

ParametersJSON Schema
NameRequiredDescriptionDefault
nameYesFull name of the repository (owner/name)
pathNoDirectory or file path to limit the search scope
queryYesSearch pattern or query to pass to git grep
ignoreCaseNoIgnore case distinctions in both the PATTERN and the input files (-i)
contextLinesNoPrint num lines of output context (-C)
fixedStringsNoUse fixed strings for patterns (don’t interpret pattern as a regex) (-F)
extendedRegexpNoUse extended regular expressions (-E)
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries full burden for behavioral disclosure. It mentions 'fast' and 'git grep' but fails to describe key traits like case-sensitive default, scope (entire repo), limitations, or error behavior.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single sentence that efficiently conveys the core purpose and key feature (fast git grep, regex or substring). No wasted words, perfectly front-loaded.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Despite having 7 parameters and no output schema, the description omits important context like return format, behavior on no results, error handling, and performance implications for such a search tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description adds minor value by noting 'regex matching by default or substring search', hinting at fixedStrings and extendedRegexp parameters, but does not elaborate beyond that.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool performs a fast git grep inside the repository for code search, with details on default regex matching and substring search ability. This distinguishes it from sibling tools like search_repos which search for repositories, not content.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No explicit guidance on when to use this tool versus alternatives like search_repos or when not to use it. The description implies it's for fast code search via git grep, but lacks contextual cues for appropriate usage.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

search_reposBInspect

Search for GitHub repositories by name, description, or topic keywords using the GitHub Search API.

ParametersJSON Schema
NameRequiredDescriptionDefault
qYesKeyword to search in repository names, descriptions, or topics
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description bears full burden. It mentions using the GitHub Search API but does not disclose rate limits, pagination behavior, or whether the operation is read-only. This is insufficient for a search tool.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, direct sentence with no extraneous words. It is appropriately sized and front-loaded.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The description lacks details on output format, pagination, or result structure. Given no output schema and no annotations, the description is somewhat incomplete but adequate for a straightforward search function.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% with a clear description for 'q'. The description adds no new information beyond what the schema already states, so it does not enhance parameter understanding significantly.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the verb 'Search', the resource 'GitHub repositories', and the search scope (name, description, or topic keywords). It effectively distinguishes from sibling tools like search_code, which focuses on code search.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No explicit guidance on when to use this tool versus alternatives like search_code or list_tree. The description does not mention when not to use it or any prerequisites.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

view_repoBInspect

View repository basic information and its directory structure. Includes corresponding documentation repo if available.

ParametersJSON Schema
NameRequiredDescriptionDefault
nameYesFull name of the repository (owner/name)
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description bears full responsibility. It discloses that it returns basic info, directory structure, and optionally documentation repo. However, it doesn't clarify whether the operation is read-only or any side effects.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single, well-formed sentence with no redundant content. Every part adds value, including the conditional note about documentation repos.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple tool with one parameter and no output schema, the description covers the essential function and a notable condition. It could add details about the format of directory structure, but completeness is high given the tool's simplicity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, and the description adds no new parameter meaning beyond the schema's own description of 'name'. Baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool views repository basic information and directory structure, with a specific verb and resource. It is distinguishable from siblings like list_tree but could be more explicit about differentiation.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No guidance on when to use this tool versus alternatives like list_tree or search_repos. The description implies it's for a quick overview but provides no exclusions or prerequisites.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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