{"schema_version":"onlylabs.public_signal.v1","title":"Upstage (Solar) Repo: UpstageAI/mcp-upstage","description":"Upstage (Solar) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/c6d15613-a6b3-47e8-8ade-8d1b2b808a6e","json_url":"https://onlylabs.fyi/signals/c6d15613-a6b3-47e8-8ade-8d1b2b808a6e/signal.json","generated_at":"2026-06-11T03:18:04.256289+00:00","org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/upstage","dossier_json_url":"https://onlylabs.fyi/labs/upstage/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/c6d15613-a6b3-47e8-8ade-8d1b2b808a6e","signal_json":"https://onlylabs.fyi/signals/c6d15613-a6b3-47e8-8ade-8d1b2b808a6e/signal.json","source":"https://github.com/UpstageAI/mcp-upstage","lab_dossier":"https://onlylabs.fyi/labs/upstage","lab_dossier_json":"https://onlylabs.fyi/labs/upstage/dossier.json","analysis":"https://onlylabs.fyi/analysis/upstage","analysis_json":"https://onlylabs.fyi/analysis/upstage/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/upstage/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Upstage (Solar) published UpstageAI/mcp-upstage (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo UpstageAI/mcp-upstage · language Python · Low star new repo, no notable traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/UpstageAI/mcp-upstage","source_host":"github.com","occurred_at":"2025-04-18T01:31:18+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Upstage (Solar)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"UpstageAI/mcp-upstage","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"13","source":"traction"},{"label":"Notability","value":"Low star new repo, no notable traction.","source":"signal"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/UpstageAI/mcp-upstage"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:04.256289+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c6d15613-a6b3-47e8-8ade-8d1b2b808a6e/signal.json","dossier_json":"https://onlylabs.fyi/labs/upstage/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/upstage/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/upstage/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c6d15613-a6b3-47e8-8ade-8d1b2b808a6e/signal.json","required":true},{"label":"source","url":"https://github.com/UpstageAI/mcp-upstage","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/upstage/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/upstage/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Upstage (Solar)'s repo signal \"UpstageAI/mcp-upstage\" for neolab strategy."},"semantic_triples":[{"subject":"Upstage (Solar)","predicate":"published repo","object":"UpstageAI/mcp-upstage","text":"Upstage (Solar) published repo UpstageAI/mcp-upstage."},{"subject":"UpstageAI/mcp-upstage","predicate":"is classified as","object":"repo signal","text":"UpstageAI/mcp-upstage is classified as repo signal."},{"subject":"UpstageAI/mcp-upstage","predicate":"belongs to","object":"repos desk","text":"UpstageAI/mcp-upstage belongs to repos desk."},{"subject":"UpstageAI/mcp-upstage","predicate":"has context","object":"Python","text":"UpstageAI/mcp-upstage has context Python."},{"subject":"UpstageAI/mcp-upstage","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/mcp-upstage has evidence coverage 1 captured evidence page."},{"subject":"UpstageAI/mcp-upstage","predicate":"has captured page count","object":"1","text":"UpstageAI/mcp-upstage has captured page count 1."},{"subject":"UpstageAI/mcp-upstage","predicate":"has readable page count","object":"1","text":"UpstageAI/mcp-upstage has readable page count 1."},{"subject":"UpstageAI/mcp-upstage","predicate":"has related signal count","object":"6","text":"UpstageAI/mcp-upstage has related signal count 6."},{"subject":"UpstageAI/mcp-upstage","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"UpstageAI/mcp-upstage has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"UpstageAI/mcp-upstage","predicate":"has source host","object":"github.com","text":"UpstageAI/mcp-upstage has source host github.com."},{"subject":"UpstageAI/mcp-upstage","predicate":"has lab","object":"Upstage (Solar)","text":"UpstageAI/mcp-upstage has lab Upstage (Solar)."},{"subject":"UpstageAI/mcp-upstage","predicate":"has signal desk","object":"repos","text":"UpstageAI/mcp-upstage has signal desk repos."},{"subject":"UpstageAI/mcp-upstage","predicate":"has source host","object":"github.com","text":"UpstageAI/mcp-upstage has source host github.com."},{"subject":"UpstageAI/mcp-upstage","predicate":"has repository","object":"UpstageAI/mcp-upstage","text":"UpstageAI/mcp-upstage has repository UpstageAI/mcp-upstage."},{"subject":"UpstageAI/mcp-upstage","predicate":"has language","object":"Python","text":"UpstageAI/mcp-upstage has language Python."},{"subject":"UpstageAI/mcp-upstage","predicate":"has stars","object":"13","text":"UpstageAI/mcp-upstage has stars 13."},{"subject":"UpstageAI/mcp-upstage","predicate":"has notability","object":"Low star new repo, no notable traction.","text":"UpstageAI/mcp-upstage has notability Low star new repo, no notable traction.."},{"subject":"UpstageAI/mcp-upstage","predicate":"has watch term","object":"Infrastructure","text":"UpstageAI/mcp-upstage has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Upstage (Solar) published UpstageAI/mcp-upstage (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo UpstageAI/mcp-upstage · language Python · Low star new repo, no notable traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Upstage (Solar)","predicate":"published repo","object":"UpstageAI/mcp-upstage","text":"Upstage (Solar) published repo UpstageAI/mcp-upstage."},{"subject":"UpstageAI/mcp-upstage","predicate":"is classified as","object":"repo signal","text":"UpstageAI/mcp-upstage is classified as repo signal."},{"subject":"UpstageAI/mcp-upstage","predicate":"belongs to","object":"repos desk","text":"UpstageAI/mcp-upstage belongs to repos desk."},{"subject":"UpstageAI/mcp-upstage","predicate":"has context","object":"Python","text":"UpstageAI/mcp-upstage has context Python."},{"subject":"UpstageAI/mcp-upstage","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/mcp-upstage has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c6d15613-a6b3-47e8-8ade-8d1b2b808a6e","url":"https://onlylabs.fyi/signals/c6d15613-a6b3-47e8-8ade-8d1b2b808a6e","json_url":"https://onlylabs.fyi/signals/c6d15613-a6b3-47e8-8ade-8d1b2b808a6e/signal.json","source_url":"https://github.com/UpstageAI/mcp-upstage","title":"UpstageAI/mcp-upstage","summary":"Upstage (Solar) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2025-04-18T01:31:18+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/UpstageAI/mcp-upstage"]},"facets":{"repo":"UpstageAI/mcp-upstage","language":"Python"},"traction":{"github_stars":13,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/UpstageAI/mcp-upstage","final_url":"https://github.com/UpstageAI/mcp-upstage","title":"UpstageAI/mcp-upstage repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:04.256289+00:00","bytes":15506,"raw_path":"fb84c874f8eb749bfbcab61a0b97f1c6f2cadff5557290d24764c791fb65f9bc.json","content_hash":"a7de2940b9d8c1d6cd15a575e8930d7c1e439ba4e8c46b1e078b982d4b49acc0","excerpt_chars":1200,"truncated":true,"excerpt":"UpstageAI/mcp-upstage Language: Python License: MIT Stars: 13 Forks: 4 Open issues: 0 Created: 2025-04-18T01:31:18Z Pushed: 2025-08-25T08:32:03Z Default branch: main Fork: no Archived: no README: Upstage MCP > A Model Context Protocol (MCP) server for Upstage AI's document digitization and information extraction capabilities Overview The Upstage MCP Server provides a robust bridge between AI assistants and Upstage AI’s powerful document processing APIs. This server enables AI models—such as Claude—to effortlessly extract and structure content from various document types including PDFs, images, and Office files. The package supports multiple formats and comes with seamless integration options for Claude Desktop. Key Features - **Document Digitization:** Extract structured content from documents while preserving layout. - **Information Extraction:** Retrieve specific data points using intelligent, customizable schemas. - **Multi-format Support:** Handles JPEG, PNG, BMP, PDF, TIFF, HEIC, DOCX, PPTX, and XLSX. - **Claude Desktop Integration:** Effortlessly connect with Claude and other MCP clients. 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This server enables AI models—such as Claude—to effortlessly extract and structure content from various document types including PDFs, images, and Office files. The package supports multiple formats and comes with seamless integration options for Claude Desktop. Key Features - **Document Digitization:** Extract structured content from documents while preserving layout. - **Information Extraction:** Retrieve specific data points using intelligent, customizable schemas. - **Multi-format Support:** Handles JPEG, PNG, BMP, PDF, TIFF, HEIC, DOCX, PPTX, and XLSX. - **Claude Desktop Integration:** Effortlessly connect with Claude and other MCP clients. Prerequisites Before using this server, ensure you have the following: 1. **Upstage API..."}],"related_signals":[{"id":"edc79978-c686-4eb1-9ed4-90838928c967","url":"https://onlylabs.fyi/signals/edc79978-c686-4eb1-9ed4-90838928c967","source_url":"https://github.com/UpstageAI/upstage-ambassador-2nd-final-project","title":"UpstageAI/upstage-ambassador-2nd-final-project","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-05-27T04:05:19+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"b8e15867-82c2-490e-ad65-8d89cd761384","url":"https://onlylabs.fyi/signals/b8e15867-82c2-490e-ad65-8d89cd761384","source_url":"https://github.com/UpstageAI/seoul-sw-maestro-project","title":"UpstageAI/seoul-sw-maestro-project","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-05-21T01:10:39+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"0dc521e0-898a-4466-ba69-f59fb98616f7","url":"https://onlylabs.fyi/signals/0dc521e0-898a-4466-ba69-f59fb98616f7","source_url":"https://github.com/UpstageAI/busan-sw-maestro-project","title":"UpstageAI/busan-sw-maestro-project","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-05-21T01:10:34+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"a0b1ee78-a24b-402f-a9d7-4707bac72871","url":"https://onlylabs.fyi/signals/a0b1ee78-a24b-402f-a9d7-4707bac72871","source_url":"https://github.com/UpstageAI/edu-usecase-hackathon","title":"UpstageAI/edu-usecase-hackathon","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-05-16T04:23:18+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"becf30e8-6640-4619-bf99-abfee14e2952","url":"https://onlylabs.fyi/signals/becf30e8-6640-4619-bf99-abfee14e2952","source_url":"https://github.com/UpstageAI/upstage-extensions-hub","title":"UpstageAI/upstage-extensions-hub","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-04-20T04:21:54+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"c05b141b-94ce-43d5-bf49-dd6edf776053","url":"https://onlylabs.fyi/signals/c05b141b-94ce-43d5-bf49-dd6edf776053","source_url":"https://github.com/UpstageAI/security-audit","title":"UpstageAI/security-audit","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-04-01T03:36:08+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"}]}