Benchline
Server Details
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
Scored across 82 tools
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.
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.
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.
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.
5 tool updates
- Added
convert_currency - Added
fill_pdf_form - Added
generate_meme - Added
make_collage - Added
zip_files
5 tool updates
- Added
generate_invoice - Added
generate_resume - Added
resize_social_image - Added
sign_pdf - Added
trim_audio
72 tool updates
- First observed
aes_crypt - First observed
analyze_har - First observed
base64_codec - First observed
build_csp - First observed
build_json_ld - First observed
build_nextjs_dockerfile - First observed
build_open_graph - First observed
calculate_cidr - First observed
calculate_emi - First observed
calculate_percentage - First observed
calculate_programmer - First observed
check_http_headers - First observed
check_robots_txt - First observed
check_ssl - First observed
compress_image - First observed
compress_pdf - First observed
convert_case - First observed
convert_color - First observed
convert_csv_json - First observed
convert_curl - First observed
convert_data_format - First observed
convert_image - First observed
convert_json_to_types - First observed
convert_markdown_html - First observed
convert_units - First observed
convert_unix_timestamp - First observed
count_text - First observed
count_tokens - First observed
crop_image - First observed
date_difference - First observed
decode_jwt - First observed
diff_text - First observed
execute_graphql - First observed
explain_chmod - First observed
explain_cron - First observed
extract_pdf_text - First observed
fetch_page_markdown - First observed
format_json - First observed
format_sql - First observed
generate_fake_data - First observed
generate_favicon - First observed
generate_keypair - First observed
generate_llms_txt - First observed
generate_password - First observed
generate_qr_code - First observed
generate_totp - First observed
generate_uuid - First observed
hash_data - First observed
hash_password - First observed
images_to_pdf - First observed
inspect_meta_tags - First observed
list_og_templates - First observed
lookup_dns - First observed
merge_pdf - First observed
minify_code - First observed
optimize_svg - First observed
organize_pdf - First observed
protect_pdf - First observed
query_jsonpath - First observed
read_barcode - First observed
read_exif - First observed
read_image_text - First observed
remove_background - First observed
render_pdf_pages - First observed
resize_image - First observed
score_ai_seo - First observed
split_pdf - First observed
test_regex - First observed
url_codec - First observed
validate_json_schema - First observed
validate_sitemap - First observed
validate_websocket_url
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