Registry
Every entry the survey admitted, filed under the category and task whose campaign admitted it. Default order is category, then name — never popularity.
Jungle Birds, Generated image, supplied by the site's operator, 2026. Not a collection item. Generated image — not public domain. Credits
How to read this page
Every entry below was admitted by a recorded campaign. Descriptions are editorial drafts; claims are quoted word for word from their campaigns, with dates.
That statement and the page's deck are shared by both hubs of the survey.
No tag filter yet: every tag in the vocabulary is registered and reserved, so filtering by one would return nothing — see all six axes.
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Analysis & measurement Live
augurlabs/augur
Measure platforms longitudinally
Editorial draft Open-source community-metrics platform from the CHAOSS ecosystem; the platform-measurement campaign kept it as a historical schema comparator.
Forks 1005 Language Go Stars 692
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Analysis & measurement Live
aveloxis/aveloxis
Measure platforms longitudinally
Editorial draft A community-metrics platform in Go; the platform-measurement ledger records it as the current form of the Augur lineage.
Forks 7 Language Go Stars 15
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Analysis & measurement Unavailable
bohrdata/hfcommunity
Measure platforms longitudinally
Editorial draft A dataset project about a model-hub community. This namespace did not resolve at the 2026-08-10 snapshot (HTTP 404); the entry stays as a dated event, and the work's current home is listed separately.
Forks — Language — Stars —
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Analysis & measurement Live
chaoss/community
Measure platforms longitudinally
Editorial draft The CHAOSS community handbook: metric definitions and governance for open-source health measurement. Admitted for its metric-definition receipts and ethics conventions.
Forks 190 Language JavaScript Stars 106
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Analysis & measurement Live
chaoss/grimoirelab-perceval
Measure platforms longitudinally
Editorial draft Data-fetching component of GrimoireLab; pulls raw activity from many development platforms. Cited for its raw-versus-enriched data architecture.
Forks 187 Language Python Stars 324
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Analysis & measurement Live
chaoss/grimoirelab-sortinghat
Measure platforms longitudinally
Editorial draft GrimoireLab's identity-management component. Cited alongside Perceval for architecture, with the campaign explicitly declining its identity-resolution features.
Forks 89 Language Python Stars 58
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Analysis & measurement Live
ecosyste-ms/repos
Measure platforms longitudinally
Editorial draft An open dataset service indexing package registries and repositories; cited for schema and coverage diagnostics, with any data merge deferred pending terms and provenance.
Forks 15 Language Ruby Stars 72
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Analysis & measurement Live
ghtorrent/ghtorrent.org
Measure platforms longitudinally
Editorial draft Site of the retired GHTorrent research dataset; kept as immutable historical evidence rather than a live backbone.
Forks 637 Language Ruby Stars 158
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Analysis & measurement Unavailable
Nasif-Imtiaz-Ohi/BoDeGHa
Measure platforms longitudinally
Editorial draft Original namespace of a bot-detection classifier for GitHub accounts. This namespace did not resolve at the 2026-08-10 snapshot (HTTP 404); the entry stays as a dated event, and the maintained line is listed under its current address.
Forks — Language — Stars —
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Analysis & measurement Live
package-url/purl-spec
Measure platforms longitudinally
Editorial draft The package-URL specification: canonical coordinates for software packages across ecosystems. Adopted by the campaign for dependency identity.
Forks 238 Language Python Stars 1090
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Analysis & measurement Unavailable
RepoReapers/github-repo-dataset
Measure platforms longitudinally
Editorial draft Dataset namespace from the RepoReapers curation research. This namespace did not resolve at the 2026-08-10 snapshot (HTTP 404); the entry stays as a dated event, and its duplicate-cluster diagnostics survive in the scholarly record.
Forks — Language — Stars —
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Analysis & measurement Live
sgl-umons/BoDeGHa
Measure platforms longitudinally
Editorial draft Maintained home of BoDeGHa, a classifier separating bot from human GitHub accounts; cited for its validation pattern.
Forks 13 Language Python Stars 27
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Analysis & measurement Live
SOM-Research/HFCommunity
Measure platforms longitudinally
Editorial draft Current home of HFCommunity, a relational dataset built from a model hub's public activity; acquisition deferred to dated dumps.
Forks 2 Language Python Stars 16
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Data collection & curation Live
arx-deidentifier/arx
Govern research data
Editorial draft A data-anonymization workbench in Java; admitted without benchmark or dataset-specific validation, and the ledger says so.
Forks 234 Language Java Stars 733
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Data collection & curation Live
data-privacy-stack/presidio
Govern research data
Editorial draft PII detection and masking tooling; the ledger marks capability claims as project self-description, not verified findings.
Forks 1239 Language Python Stars 10398
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Data collection & curation Live
DataBiosphere/consent
Govern research data
Editorial draft A consent-management service from the biomedical data world; kept as governance-machinery evidence, uninspected at runtime.
Forks 2 Language Java Stars 11
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Data collection & curation Live
EBISPOT/DUO
Govern research data
Editorial draft The Data Use Ontology: machine-readable data-use conditions from genomics; the ledger notes other domains would need mapping.
Forks 17 Language Makefile Stars 70
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Data collection & curation Live
ethyca/fides
Govern research data
Editorial draft Privacy-engineering tooling for policy-as-code; a reproducible first-party locator is registered, execution was not performed.
Forks 94 Language Python Stars 474
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Data collection & curation Live
moj-analytical-services/splink
Govern research data
Editorial draft A Python library for probabilistic record linkage at scale. Two campaign ledgers across the survey's hubs cite it: industry classification crosswalks, and data governance, where linkage quality depends on stated model assumptions.
Forks 252 Language Python Stars 2331
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Data collection & curation Live
opendp/opendp
Govern research data
Editorial draft A differential-privacy framework in Rust; experimental features and domain assumptions are flagged for pinning.
Forks 78 Language Rust Stars 428
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Data collection & curation Live
w3c-cg/dpv
Govern research data
Editorial draft The Data Privacy Vocabulary: terms for processing, purposes and legal concepts; the ledger notes that vocabulary is not compliance.
Forks 34 Language HTML Stars 80
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Human-agent operations Live
AgentOps-AI/agentops
Token economics & AI cost
Editorial draft Session-level agent observability in Python: token and cost tracking, tool calls, replay. Cited twice in the token-economics ledger.
Forks 612 Language Python Stars 5761
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Human-agent operations Live
Arize-ai/openinference
Token economics & AI cost
Editorial draft OpenTelemetry-compatible tracing conventions and instrumentations for model applications, with masking support.
Forks 288 Language Python Stars 1138
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Human-agent operations Live
BerriAI/litellm
Token economics & AI cost
Editorial draft A multi-provider model gateway; the ledger cites its spend-tracking dimensions and its public issue history as cost-accounting evidence.
Forks 10443 Language Python Stars 55954
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Human-agent operations Live
crewAIInc/crewAI
Token economics & AI cost
Editorial draft A multi-agent framework in Python; two survey ledgers cite it — for usage-accounting fields and for role-and-process organization design.
Forks 8107 Language Python Stars 56858
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Human-agent operations Live
future-agi/traceAI
Token economics & AI cost
Editorial draft OpenTelemetry tracing that instruments model calls, token counts and agent decisions.
Forks 38 Language Python Stars 210
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Human-agent operations Live
lmnr-ai/lmnr
Token economics & AI cost
Editorial draft An OpenTelemetry-native tracing and evaluation platform for agents, in TypeScript.
Forks 220 Language TypeScript Stars 3155
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Human-agent operations Live
open-telemetry/semantic-conventions
Token economics & AI cost
Editorial draft The OpenTelemetry semantic-conventions registry; kept as the source the GenAI conventions moved out of, with the successor listed separately.
Forks 377 Language Jinja Stars 627
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Human-agent operations Live
open-telemetry/semantic-conventions-genai
Token economics & AI cost
Editorial draft Current home of the GenAI semantic conventions — the vocabulary that token and cost telemetry is standardizing on.
Forks 75 Language Python Stars 234
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Human-agent operations Live
openlit/openlit
Token economics & AI cost
Editorial draft OpenTelemetry-native tracing and metrics with a model cost registry, in TypeScript.
Forks 350 Language TypeScript Stars 2676
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Human-agent operations Live
traceloop/openllmetry
Token economics & AI cost
Editorial draft Apache-2.0 OpenTelemetry instrumentations spanning model and agent frameworks.
Forks 1047 Language Python Stars 7368
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Literature & discovery Live
AnneChao/iNEXT
Calibrate search & recall
Editorial draft R package for diversity estimation from ecology; admitted as part of the recall-calibration toolkit.
Forks 2 Language R Stars 9
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Literature & discovery Live
camaradesuk/ASySD
Calibrate search & recall
Editorial draft A deduplication tool for systematic searches, published with its evaluation; recorded as tool-and-evaluation evidence.
Forks 6 Language HTML Stars 23
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Literature & discovery Live
fellstat/shinyrecap
Calibrate search & recall
Editorial draft A capture-recapture implementation in R; the campaign uses this method family to estimate what a search did not find.
Forks 1 Language R Stars 4
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Literature & discovery Live
nealhaddaway/citationchaser
Calibrate search & recall
Editorial draft R tool for forward and backward citation chasing; admitted as citation-search machinery for recall work.
Forks 15 Language R Stars 153
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Paper development & review Live
allenai/aries
Revise manuscripts from feedback
Editorial draft Dataset and code for aligning reviewer feedback with paper edits; the official form of the ARIES research.
Forks 2 Language Python Stars 55
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Paper development & review Live
allenai/PeerRead
Revise manuscripts from feedback
Editorial draft A public dataset of scientific reviews and drafts; the ledger keeps it with an explicit usage caveat.
Forks 107 Language Python Stars 431
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Paper development & review Live
amperser/proselint
Revise manuscripts from feedback
Editorial draft A prose linter whose diagnostic schema — line, span, message, replacement — the campaign recorded as revision-pipeline evidence.
Forks 179 Language JavaScript Stars 4560
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Paper development & review Archived
facebookresearch/EditEval
Revise manuscripts from feedback
Editorial draft Official code and data of the EditEval editing benchmark; archived upstream, kept as the work's record.
Forks 5 Language Python Stars 142
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Paper development & review Live
hypothesis/product-backlog
Revise manuscripts from feedback
Editorial draft Issue tracker of an annotation platform; admitted as adverse evidence — it documents where anchoring annotations to changing documents fails.
Forks 7 Language — Stars 122
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Paper development & review Live
ONLYOFFICE/onlyoffice-nextcloud
Revise manuscripts from feedback
Editorial draft Integration of a document editor into a collaboration platform; cited for comments and tracked-changes machinery in revision workflows.
Forks 204 Language PHP Stars 748
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Paper development & review Live
openreview/openreview
Revise manuscripts from feedback
Editorial draft Public documentation of the OpenReview platform; kept as the documentation manifestation of that work.
Forks 6 Language — Stars 34
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Paper development & review Live
readium/annotations
Revise manuscripts from feedback
Editorial draft A specification for annotations in digital reading systems; cited for its selector model and exported annotation shape.
Forks 1 Language HTML Stars 12
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Paper development & review Live
textlint/textlint
Revise manuscripts from feedback
Editorial draft Pluggable text linting in TypeScript with fix and dry-run modes; recorded as machinery for controlled language passes.
Forks 165 Language TypeScript Stars 3169
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Paper development & review Live
vipulraheja/iterater
Revise manuscripts from feedback
Editorial draft Shared repository of the IteraTeR iterative text-revision research; the R3 paper points here for its system.
Forks 6 Language Python Stars 83
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Presentation & visuals Live
Aimino-Tech/opendocswork-mcp
Make slides, decks & talks
Editorial draft A Rust MCP server for Office documents; the ledger flags its unresolved license.
Forks 15 Language Rust Stars 155
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Presentation & visuals Live
barun-saha/slide-deck-ai
Make slides, decks & talks
Editorial draft Template-based PPTX generation in Python driven by model output.
Forks 62 Language Python Stars 370
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Presentation & visuals Live
digitalartificialint-cmd/CitePoint
Make slides, decks & talks
Editorial draft A VBA add-in that tracks slide-level citations inside PowerPoint.
Forks 1 Language VBA Stars 1
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Presentation & visuals Live
gitbrent/PptxGenJS
Make slides, decks & talks
Editorial draft TypeScript library for programmatic PPTX generation via OOXML.
Forks 944 Language TypeScript Stars 5966
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Presentation & visuals Live
HKUDS/Paper2Slides
Make slides, decks & talks
Editorial draft Paper-to-slides generation research; admitted as a negative case — output slides render as images, which the campaign distinguishes from editable decks.
Forks 473 Language Python Stars 3815
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Presentation & visuals Live
iOfficeAI/OfficeCLI
Make slides, decks & talks
Editorial draft A C# command-line tool for semantic Office-document operations.
Forks 1839 Language C# Stars 27037
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Presentation & visuals Live
kdnsna/pptlint
Make slides, decks & talks
Editorial draft Structural linting for PPTX files with a visual-attestation gate, wired for CI use.
Forks 0 Language HTML Stars 2
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Presentation & visuals Live
kdnsna/ultimate-ppt-master-skill
Make slides, decks & talks
Editorial draft An agent skill for targeted PPTX edits that preserves the surrounding package.
Forks 0 Language Python Stars 1
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Presentation & visuals Live
officecli/officecli
Make slides, decks & talks
Editorial draft A shell-based Office document CLI with an optional hosted service; distinct from the similarly named C# tool, and listed separately.
Forks 7 Language Shell Stars 87
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Presentation & visuals Live
scanny/python-pptx
Make slides, decks & talks
Editorial draft The Python OOXML library for creating and partially editing PPTX decks.
Forks 731 Language Python Stars 3484
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Presentation & visuals Live
tristan-mcinnis/pptx-from-layouts-skill
Make slides, decks & talks
Editorial draft An agent skill that profiles a deck's template and selects layouts semantically before writing slides.
Forks 2 Language Python Stars 15
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Presentation & visuals Unavailable
wozzeck16621/pptx-from-layouts-skill
Make slides, decks & talks
Editorial draft A template-layout PowerPoint skill. This namespace did not resolve at the 2026-08-10 snapshot (HTTP 404); the entry stays as a dated event.
Forks — Language — Stars —
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Presentation & visuals Live
XiaoZhou2024/SlideAgent
Make slides, decks & talks
Editorial draft Research code for slide-generation and slide-editing agents.
Forks 0 Language Python Stars 5
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Presentation & visuals Live
ykuwai/ppt-mcp
Make slides, decks & talks
Editorial draft A PPTX MCP server; admitted as adverse evidence for a display-versus-export mismatch with CJK text.
Forks 10 Language Python Stars 51
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Teaching Live
franklee16/hbs-case-writer
Engineer teaching cases
Editorial draft A case-writing skill with templates and sourcing instructions, found by the campaign's focused-tool backstop.
Forks 7 Language Python Stars 22
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Teaching Live
opencasestudies/ocs-template-quarto
Engineer teaching cases
Editorial draft Quarto template from the Open Case Studies project; typed front matter running from context and objectives through ethics.
Forks 0 Language CSS Stars 0
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Teaching Live
opencasestudies/OCS_Guide
Engineer teaching cases
Editorial draft The Open Case Studies guide: contribution, review and learning-objective tagging conventions for teaching cases.
Forks 2 Language CSS Stars 2
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Teaching Live
opendesigncasestudies/odcs-template
Engineer teaching cases
Editorial draft A design-case template covering stakeholders, constraints, outcomes and teaching materials.
Forks 0 Language — Stars 2
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Theorization Live
allenai/asta-theorizer
Build theory
Editorial draft Public code, schemas and prompts for a theorizing assistant; the ledger cites its documentation and evaluation paths.
Forks 22 Language HTML Stars 170
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Theorization Live
bear96/System-Dynamics-Bot
Build theory
Editorial draft Research code turning problem descriptions into system-dynamics models; code, paper link and requirements are on the record.
Forks 9 Language Python Stars 20
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Theorization Live
brycewang-stanford/Awesome-Journal-Skills
Build theory
Editorial draft A journal-targeted skill pack with a puzzle-to-positioning workflow and proposition templates, written for Stata users.
Forks 121 Language Stata Stars 965
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Theorization Live
cjvanlissa/theorytools
Build theory
Editorial draft R package for formalizing theory as a directed graph; its GitHub and CRAN forms are recorded as one work.
Forks 3 Language R Stars 6
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Theorization Live
LIMYOYO/utd-skills
Build theory
Editorial draft A skill set documenting a construct-map to mechanism to hypothesis workflow for theory development.
Forks 0 Language — Stars 2
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Tools & document processing Live
allenai/olmocr
Parse PDFs & documents
Editorial draft OCR pipeline for scans and multicolumn documents with natural reading-order output; the ledger tempers it with local-setup caveats.
Forks 1594 Language Python Stars 19284
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Tools & document processing Live
datalab-to/chandra
Parse PDFs & documents
Editorial draft An OCR model aimed at regulated documents, with open local weights; the ledger's Apple-feasibility caveats travel with it.
Forks 1226 Language Python Stars 12012
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Tools & document processing Live
datalab-to/marker
Parse PDFs & documents
Editorial draft Document conversion with hybrid native and OCR routing, JSON polygons, and Apple CPU/MPS defaults.
Forks 2749 Language Python Stars 38588
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Tools & document processing Live
datalab-to/surya
Parse PDFs & documents
Editorial draft OCR and layout components producing line boxes, polygons and reading order; cited four times in the parsing ledger.
Forks 1524 Language Python Stars 21234
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Tools & document processing Live
docling-project/docling
Parse PDFs & documents
Editorial draft A permissively licensed document-parsing SDK with provenance boxes and offline operation.
Forks 4583 Language Python Stars 64459
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Tools & document processing Live
opendatalab/MinerU
Parse PDFs & documents
Editorial draft Document parser with coordinate-bearing JSON output and an official Apple path; recorded as the incumbent in this campaign's ledger.
Forks 6498 Language Python Stars 77208
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Tools & document processing Live
opendatalab/OmniDocBench
Parse PDFs & documents
Editorial draft The document-parsing benchmark this lane measures against — not a runnable parser, and the entry says so. Seven ledger rows cite it.
Forks 191 Language Python Stars 1959
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Tools & document processing Live
opendataloader-project/opendataloader-pdf
Parse PDFs & documents
Editorial draft A Java PDF loader with accessibility-oriented JSON and reading order; the ledger records empty-output cases on its own project pages.
Forks 2700 Language Java Stars 28299
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Tools & document processing Live
PaddlePaddle/Paddle
Parse PDFs & documents
Editorial draft The deep-learning framework underlying PaddleOCR; kept as lineage context for the OCR row.
Forks 6014 Language C++ Stars 24045
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Tools & document processing Live
PaddlePaddle/PaddleOCR
Parse PDFs & documents
Editorial draft OCR pipeline with structured coordinates and reading order, under Apache-2.0; cited three times in the ledger.
Forks 11162 Language Python Stars 87297
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Tools & document processing Live
pymupdf/pymupdf4llm
Parse PDFs & documents
Editorial draft Lightweight extraction of native PDF geometry and reading order for model pipelines; version-mapping caveats are recorded.
Forks 240 Language Python Stars 2078
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Tools & document processing Live
run-llama/liteparse
Parse PDFs & documents
Editorial draft A small Apache-2.0 geometry and OCR baseline in Rust; its own documentation bounds it away from dense multicolumn work.
Forks 823 Language Rust Stars 11993
Snapshot · retrieved UTC
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Writing & editing Live
eugeneyujunhao/mog
Evidence-grounded editing
Editorial draft Official implementation of one of the campaign's anchor works on grounded editing.
Forks 0 Language — Stars 0
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Writing & editing Archived
google-research-datasets/AIS
Evidence-grounded editing
Editorial draft A dataset separating source comprehensibility from attribution; archived upstream, retained with its structured annotations.
Forks 2 Language — Stars 31
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Writing & editing Live
KaijuML/parent
Evidence-grounded editing
Editorial draft Implementation of the PARENT table-aware evaluation metric, separating supported content from coverage.
Forks 5 Language Julia Stars 30
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Writing & editing Live
ParticleMedia/RAGTruth
Evidence-grounded editing
Editorial draft A corpus marking unsupported and contradictory spans at word level across generation tasks; adversarial evidence for grounded editing.
Forks 35 Language Python Stars 260
Snapshot · retrieved UTC
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Writing & editing Live
princeton-nlp/ALCE
Evidence-grounded editing
Editorial draft Benchmark and code for citation correctness and completeness in generated text.
Forks 51 Language Python Stars 524
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Writing & editing Live
qhjqhj00/WebBrain
Evidence-grounded editing
Editorial draft Official implementation of the WebBrain grounded-generation research.
Forks 5 Language Python Stars 70
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Writing & editing Live
Raldir/FEVEROUS
Evidence-grounded editing
Editorial draft The FEVEROUS fact-verification dataset: mixed sentence and table-cell evidence with support, refute and insufficient labels.
Forks 21 Language PHP Stars 76
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Writing & editing Live
shmsw25/FActScore
Evidence-grounded editing
Editorial draft Atomic-fact precision scoring for long-form output; cited for claim-level editorial evaluation.
Forks 68 Language Python Stars 453
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Writing & editing Live
stanford-oval/storm
Evidence-grounded editing
Editorial draft A research system that collects references, outlines, and writes citation-bearing articles with a polishing stage; six ledger rows cite it.
Forks 2891 Language Python Stars 30876
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Writing & editing Live
TobiasBlask/open-paper-machine
Evidence-grounded editing
Editorial draft A staged drafting, verification and revision pipeline; the ledger grades its implementation evidence narrow and low-confidence, and the entry keeps that framing.
Forks 5 Language Python Stars 16
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Writing & editing Live
zhzihao/WikiGenBench
Evidence-grounded editing
Editorial draft A generation benchmark the ledger records as the same work as another row, with the count inconsistency preserved rather than smoothed.
Forks 2 Language Python Stars 13
Snapshot · retrieved UTC
No matches. Task names differ from job words — try the category grid. The category grid →