Social Fetch

Get GitHub contribution graph

github_profile_contributions_get

Read-only

Get the contribution graph for a GitHub profile for a given year. Accepts a username.

Input Schema

TableJSON Schema

Name	Required	Description
`trim`	No	Ignored if this tool does not support it.
`urls`	No	Alias for `handle`. Prefer `handle`.
`user`	No	Alias for `handle`. Prefer `handle`.
`year`	No	Calendar year for the contribution graph. Default: current calendar year.
`limit`	No	Ignored if this tool does not support it.
`handle`	No	GitHub username to look up, with or without a leading @.
`offset`	No	Ignored if this tool does not support it.
`context`	Yes	Describe the user's underlying goal in one sentence — not the tool you are calling.
`pageSize`	No	Ignored if this tool does not support it.
`userName`	No	Alias for `handle`. Prefer `handle`.
`username`	No	Alias for `handle`. Prefer `handle`.
`llm_model`	Yes	The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. "claude-opus-4-8", "gpt-5.2"). Used for analytics only. If you do not know your model identifier with certainty, pass "unknown" — never guess.
`maxResults`	No	Ignored if this tool does not support it.
`profileUrl`	No	Alias for `handle`. Prefer `handle`.
`linkedinUrl`	No	Alias for `handle`. Prefer `handle`.
`max_results`	No	Ignored if this tool does not support it.
`screen_name`	No	Alias for `handle`. Prefer `handle`.
`conversation_id`	No	Echo the conversation_id from the server's previous response. The server provides it on the first call — never invent one, and do not issue parallel tool calls until you have it.

Schema Changelog

Changes observed during successful MCP inspections.

Changed19 schema fields changedSep 21, 2026

addedInput schema / properties / limit

Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "number"
+    },
+    {
+      "type": "boolean"
+    }
+  ],
+  "description": "Ignored if this tool does not support it."
+}

addedInput schema / properties / linkedinUrl / anyOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "number"
+  },
+  {
+    "type": "boolean"
+  }
+]

removedInput schema / properties / linkedinUrl / type
```
Removed value: -"string"
```

addedInput schema / properties / maxResults

Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "number"
+    },
+    {
+      "type": "boolean"
+    }
+  ],
+  "description": "Ignored if this tool does not support it."
+}

addedInput schema / properties / max_results

Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "number"
+    },
+    {
+      "type": "boolean"
+    }
+  ],
+  "description": "Ignored if this tool does not support it."
+}

addedInput schema / properties / offset

Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "number"
+    },
+    {
+      "type": "boolean"
+    }
+  ],
+  "description": "Ignored if this tool does not support it."
+}

addedInput schema / properties / pageSize

Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "number"
+    },
+    {
+      "type": "boolean"
+    }
+  ],
+  "description": "Ignored if this tool does not support it."
+}

addedInput schema / properties / profileUrl / anyOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "number"
+  },
+  {
+    "type": "boolean"
+  }
+]

removedInput schema / properties / profileUrl / type
```
Removed value: -"string"
```

addedInput schema / properties / screen_name / anyOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "number"
+  },
+  {
+    "type": "boolean"
+  }
+]

removedInput schema / properties / screen_name / type
```
Removed value: -"string"
```

addedInput schema / properties / trim

Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "number"
+    },
+    {
+      "type": "boolean"
+    }
+  ],
+  "description": "Ignored if this tool does not support it."
+}

addedInput schema / properties / urls

Added value: +{
+  "anyOf": [
+    {
+      "type": "string"
+    },
+    {
+      "type": "number"
+    },
+    {
+      "type": "boolean"
+    }
+  ],
+  "description": "Alias for `handle`. Prefer `handle`."
+}

addedInput schema / properties / user / anyOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "number"
+  },
+  {
+    "type": "boolean"
+  }
+]

removedInput schema / properties / user / type
```
Removed value: -"string"
```

addedInput schema / properties / userName / anyOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "number"
+  },
+  {
+    "type": "boolean"
+  }
+]

removedInput schema / properties / userName / type
```
Removed value: -"string"
```

addedInput schema / properties / username / anyOf

Added value: +[
+  {
+    "type": "string"
+  },
+  {
+    "type": "number"
+  },
+  {
+    "type": "boolean"
+  }
+]

removedInput schema / properties / username / type
```
Removed value: -"string"
```

Changed2 schema fields changedSep 20, 2026

addedInput schema / properties / linkedinUrl

Added value: +{
+  "description": "Alias for `handle`. Prefer `handle`.",
+  "type": "string"
+}

addedInput schema / properties / profileUrl

Added value: +{
+  "description": "Alias for `handle`. Prefer `handle`.",
+  "type": "string"
+}

Changed5 schema fields changedSep 12, 2026

addedInput schema / properties / screen_name

Added value: +{
+  "description": "Alias for `handle`. Prefer `handle`.",
+  "type": "string"
+}

addedInput schema / properties / user

Added value: +{
+  "description": "Alias for `handle`. Prefer `handle`.",
+  "type": "string"
+}

addedInput schema / properties / userName

Added value: +{
+  "description": "Alias for `handle`. Prefer `handle`.",
+  "type": "string"
+}

addedInput schema / properties / username

Added value: +{
+  "description": "Alias for `handle`. Prefer `handle`.",
+  "type": "string"
+}

changedInput schema / required

Previous value: -[
-  "handle",
-  "context",
-  "llm_model"
-]New value: +[
+  "context",
+  "llm_model"
+]

Changed5 schema fields changedSep 5, 2026

removedInput schema / additionalProperties
```
Removed value: -false
```

addedInput schema / properties / context

Added value: +{
+  "description": "Describe the user's underlying goal in one sentence — not the tool you are calling.",
+  "type": "string"
+}

addedInput schema / properties / conversation_id

Added value: +{
+  "description": "Echo the conversation_id from the server's previous response. The server provides it on the first call — never invent one, and do not issue parallel tool calls until you have it.",
+  "type": "string"
+}

addedInput schema / properties / llm_model

Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}

changedInput schema / required

Previous value: -[
-  "handle"
-]New value: +[
+  "handle",
+  "context",
+  "llm_model"
+]

Changed1 schema field changedAug 27, 2026

changedInput schema / $schema

Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"

Changed1 schema field changedJul 29, 2026
- addedInput schema / additionalProperties
```
Added value: +false
```
Changed4 schema fields changedJul 29, 2026
- removedInput schema / properties / year / anyOf
```
Removed value: -[
-  {
-    "type": "string"
-  },
-  {
-    "type": "number"
-  }
-]
```
- addedInput schema / properties / year / maximum
```
Added value: +2100
```
- addedInput schema / properties / year / minimum
```
Added value: +2007
```
- addedInput schema / properties / year / type
```
Added value: +"integer"
```

Changed1 schema field changedJul 26, 2026

changedInput schema / properties / year / description

Previous value: -"Calendar year for the contribution graph. Defaults to the current year when omitted."New value: +"Calendar year for the contribution graph. Default: current calendar year."

First observedJul 20, 2026

TDQS

A3.5/5.0

Behavior3/5

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

Annotations already mark the tool as read-only, and the description's 'get' aligns with that. It adds the year-scoping detail but nothing about output format, defaults, or rate limits; given the annotations, the description is acceptable but not rich.

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

Conciseness3/5

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

The description is short and front-loaded, but the second sentence 'Accepts a username' is redundant with the title and schema. It is efficient overall, though not every sentence earns its place.

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?

With 18 parameters and no output schema, the description is minimal. It identifies the core purpose but does not explain the return format or clarify which username alias to prefer (though the schema covers this). The read-only annotation and high schema coverage make it adequate, not complete.

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 the description need not repeat parameter details. The only parameter-related statement, 'Accepts a username,' adds no new meaning beyond the schema's handle and alias descriptions, keeping it at the baseline.

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 names a specific resource ('contribution graph') and a specific action ('get'), scoped by GitHub profile and year. This clearly distinguishes it from siblings like github_profile_get or github_profile_activity_list.

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 use case — retrieving a profile's contribution graph for a given year — but gives no explicit guidance on when to prefer this over related GitHub tools, nor any exclusions. An agent has to infer the context from the tool name and parameters.

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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Get GitHub contribution graph

Input Schema

Schema Changelog

TDQS

Glama MCP Gateway

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