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Glama

Server Details

12 free tools: PDF, OCR, QR codes, audio transcription, URL scraping, Excel, Word. No key needed.

Status
Unhealthy
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 DescriptionsA

Average 4.3/5 across 27 of 27 tools scored.

Server CoherenceA
Disambiguation4/5

Most tools have distinct purposes, such as chunk_text for text splitting, count_words for text statistics, and extract_pdf_text for PDF extraction. However, some overlap exists between read_url and scrape_url_js (both for web content retrieval, though scrape_url_js handles JavaScript-heavy pages) and between csv_to_json and excel_to_json (both for tabular data conversion), which could cause minor confusion. Overall, descriptions help clarify differences, but a few tools have ambiguous boundaries.

Naming Consistency5/5

Tool names follow a highly consistent snake_case verb_noun pattern throughout, such as chunk_text, count_words, create_shareable_paste, and extract_structured_data. All 27 tools adhere to this convention, with no deviations in style or structure, making them predictable and easy to parse for an agent.

Tool Count2/5

With 27 tools, the count feels excessive for a general-purpose utility server, leading to potential cognitive overload and redundancy. While the tools cover diverse functions like text processing, file conversion, and web scraping, many could be consolidated (e.g., csv_to_json and excel_to_json) or omitted without losing core functionality. A more focused set of 10-15 tools would better suit the apparent scope.

Completeness4/5

The tool set provides comprehensive coverage for text and data processing, including extraction, conversion, analysis, and storage, with no major gaps in core workflows. However, minor gaps exist, such as lacking tools for direct editing of extracted data or advanced transformations beyond basic formats. The inclusion of memory management (save_memory, recall_memory) and niche tools like get_arc_trading_signal adds breadth but doesn't fully compensate for these omissions in the primary domain.

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