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72 free, open-source (MIT) developer tools over a stateless, no-key MCP server: JSON/YAML/CSV conversion, PDF and image processing, JWT/hash/UUID utilities, DNS/TLS/HTTP checks, llms.txt and AI SEO checks, and more.

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Status
Unhealthy
Uptime
0.0% over the last 24 hours
Last Tested
Transport
Streamable HTTP
URL
ChatGPT
–
Claude
–

TDQS

A3.5/5.0

Scored across 82 tools

Disambiguation4/5

Most of the 82 tools have clearly distinct, narrow purposes with detailed descriptions that make misselection unlikely. A few clusters overlap somewhat (e.g. convert_image vs compress_image vs resize_image, and convert_json_to_types vs validate_json_schema both emit TS/Zod), but the descriptions give enough guidance to choose correctly.

Naming Consistency4/5

Nearly all tools use snake_case with a predictable verb_noun or action_resource pattern (build_, convert_, generate_, validate_, read_, check_). A few outliers are topic-first rather than verb-first (aes_crypt, base64_codec, url_codec, images_to_pdf), but the set remains readable and consistent overall.

Tool Count2/5

At 82 tools, Benchline is far above the sweet spot for an agent-facing utility set, even one that covers many domains. Each tool is individually useful, but the sheer volume creates a large selection burden and makes the server feel like a catalog rather than a coherent toolkit.

Completeness4/5

The surface covers an unusually broad range of developer utilities: crypto, text/data conversion, web inspection, images, PDFs, SEO, time, and validation. Only minor gaps remain, such as a generic REST client and richer audio/video handling beyond WAV trimming, but these are edge cases for the apparent scope.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 5 tool updates
    • Addedconvert_currency
    • Addedfill_pdf_form
    • Addedgenerate_meme
    • Addedmake_collage
    • Addedzip_files
  2. 5 tool updates
    • Addedgenerate_invoice
    • Addedgenerate_resume
    • Addedresize_social_image
    • Addedsign_pdf
    • Addedtrim_audio
  3. 72 tool updates
    • First observedaes_crypt
    • First observedanalyze_har
    • First observedbase64_codec
    • First observedbuild_csp
    • First observedbuild_json_ld
    • First observedbuild_nextjs_dockerfile
    • First observedbuild_open_graph
    • First observedcalculate_cidr
    • First observedcalculate_emi
    • First observedcalculate_percentage
    • First observedcalculate_programmer
    • First observedcheck_http_headers
    • First observedcheck_robots_txt
    • First observedcheck_ssl
    • First observedcompress_image
    • First observedcompress_pdf
    • First observedconvert_case
    • First observedconvert_color
    • First observedconvert_csv_json
    • First observedconvert_curl
    • First observedconvert_data_format
    • First observedconvert_image
    • First observedconvert_json_to_types
    • First observedconvert_markdown_html
    • First observedconvert_units
    • First observedconvert_unix_timestamp
    • First observedcount_text
    • First observedcount_tokens
    • First observedcrop_image
    • First observeddate_difference
    • First observeddecode_jwt
    • First observeddiff_text
    • First observedexecute_graphql
    • First observedexplain_chmod
    • First observedexplain_cron
    • First observedextract_pdf_text
    • First observedfetch_page_markdown
    • First observedformat_json
    • First observedformat_sql
    • First observedgenerate_fake_data
    • First observedgenerate_favicon
    • First observedgenerate_keypair
    • First observedgenerate_llms_txt
    • First observedgenerate_password
    • First observedgenerate_qr_code
    • First observedgenerate_totp
    • First observedgenerate_uuid
    • First observedhash_data
    • First observedhash_password
    • First observedimages_to_pdf
    • First observedinspect_meta_tags
    • First observedlist_og_templates
    • First observedlookup_dns
    • First observedmerge_pdf
    • First observedminify_code
    • First observedoptimize_svg
    • First observedorganize_pdf
    • First observedprotect_pdf
    • First observedquery_jsonpath
    • First observedread_barcode
    • First observedread_exif
    • First observedread_image_text
    • First observedremove_background
    • First observedrender_pdf_pages
    • First observedresize_image
    • First observedscore_ai_seo
    • First observedsplit_pdf
    • First observedtest_regex
    • First observedurl_codec
    • First observedvalidate_json_schema
    • First observedvalidate_sitemap
    • First observedvalidate_websocket_url

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