toolforte

Images to PDF

images_to_pdf

Combine 1-20 images (public JPEG or PNG URLs, max 15MB each) into one PDF, one image per page. Returns a hosted download URL valid for 24 hours. Free demo: 3 renders/day. With a free ToolForte API key (Authorization: Bearer tf_..., get one at https://toolforte.com/developers), which spends your monthly unit balance: 25 units per render.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`urls`	Yes	Public URLs of the JPEG or PNG images, in page order

Output Schema

TableJSON Schema

Name	Required	Description
`url`	No	Hosted download URL of the produced file
`bytes`	No	Size in bytes
`result`	No	The result, when it is not an object
`metering`	No	What this call cost and what allowance remains
`expiresAt`	No	When the download URL stops working (ISO 8601)
`contentType`	No	MIME type of the produced file

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

Changed1 schema field changedSep 5, 2026

changedOutput schema / (root)

Previous value: -nullNew value: +{
+  "$schema": "https://json-schema.org/draft/2020-12/schema",
+  "additionalProperties": {},
+  "properties": {
+    "bytes": {
+      "description": "Size in bytes",
+      "type": "number"
+    },
+    "contentType": {
+      "description": "MIME type of the produced file",
+      "type": "string"
+    },
+    "expiresAt": {
+      "description": "When the download URL stops working (ISO 8601)",
+      "type": "string"
+    },
+    "metering": {
+      "additionalProperties": {},
+      "description": "What this call cost and what allowance remains",
+      "properties": {
+        "remaining": {
+          "type": "number"
+        },
+        "source": {
+          "type": "string"
+        }
+      },
+      "type": "object"
+    },
+    "result": {
+      "description": "The result, when it is not an object"
+    },
+    "url": {
+      "description": "Hosted download URL of the produced file",
+      "type": "string"
+    }
+  },
+  "type": "object"
+}

AddedSep 4, 2026

TDQS

A4.7/5.0

Behavior5/5

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

The description goes well beyond annotations by disclosing output behavior (hosted download URL, 24-hour validity), usage limits (3 free demo renders/day), authentication expectations (Bearer tf_... key), and cost (25 units per render). This gives an agent a realistic model of side effects and requirements.

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?

Three dense sentences with no filler. The core function is front-loaded, followed by output behavior and then auth/cost details. Every sentence contributes actionable information.

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

Completeness5/5

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

For a single-parameter tool with an output schema, the description covers all essential invocation context: input constraints, output format, expiration, availability limits, and authentication. An agent can correctly decide whether and how to call this tool.

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

Parameters4/5

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

Schema coverage is 100%, so the baseline is 3. The description adds meaningful detail beyond the schema: the 15MB per-image limit, the JPEG/PNG format requirement, and the one-image-per-page mapping. This enriches the agent's understanding of what the urls parameter should contain.

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?

States a specific verb and resource: combining 1-20 public image URLs into one PDF, one image per page. Clearly distinguishable from sibling tools like html_to_pdf, url_to_pdf, and pdf_merge by the input type and operation.

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

Usage Guidelines4/5

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

Provides clear context for when to use the tool: when images need to be converted into a single PDF. It also gives practical constraints (public URLs, max size, 24-hour link validity, rate limits) that help an agent decide if this tool fits. It does not explicitly name alternatives or exclusion conditions, but the context is sufficient.

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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TDQS

A3.8/5.0

Disambiguation5/5

Every tool targets a distinct resource or action, and the detailed descriptions clearly separate near neighbors like generate_test_bsn versus generate_brp_test_data, read_page versus url_screenshot versus url_to_pdf, and image_compress/convert/resize. Even with 40 tools, there is no real boundary-blurring overlap.

Naming Consistency3/5

All names are snake_case and readable, but the set mixes conventions: verb_noun (generate_*, validate_*), noun_verb (pdf_merge, image_resize), conversion-style names (csv_to_json, html_to_pdf), and bare nouns (base64, qr_code_png). The groups are recognizable, but there is no single predictable pattern.

Tool Count2/5

Forty tools is an oversized surface for an agent to consider on every call, well above the point where tool selection cost starts to hurt. The broad purpose explains the count, but many one-off utilities could be grouped or exposed selectively.

Completeness3/5

The server covers many domains—encoding, Dutch test data, image/PDF handling, memory, and workflows—but several categories are partial: there are no reverse conversions like json_to_csv or html_to_markdown, no PDF text extraction, and no workflow create/update/delete tools. Agents can work around some gaps, but notable operations are missing.

Resources

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