Open research, traceable sources

Inspect it. Download it. Match it free.

The research dataset, findings, updates, and anonymous match results are freely and publicly accessible. No account or purchase is needed.

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What is open

Download the public dataset Download the source-rights ledger

All research findings and subsequent research updates stay open access, with no paid-only freshness advantage. The current release is a checked snapshot; no automatic research refresh is running. A separately reviewed private workspace model concerns saved criteria, retrieval state, and ownership recovery, with the same research freely available to everyone. Its current price, mode, terms and availability are shown by the server-controlled offer. Read the draft customer terms and commercial and operating plan; no GitHub endorsement or individual approval is claimed.

The current sample contains 20 distinct maintainer change requests from one GitHub Actions handle that discloses LLM workflow authorship, and one documentation suggestion from a self-disclosed agent. These are 21 requests across two public handles, not 21 independent agents or buyers. No payment, external hiring, or fulfilled work is inferred.

The earlier Taskmarket private-review sample is withheld from the public dataset. Its public visibility was not a reuse licence, and no licence is claimed for those records.

Free anonymous matching

Choose public research criteria and inspect every returned match and its reasons. This preview uses no ownership key and does not save criteria or update seen-item state.

Select criteria to match the public sample.

    Reuse basis and collection conditions

    The source-rights review relies on GitHub Terms D.6: contributions under the repository licence, together with each repository's pinned MIT notice below. Public visibility alone supplies no blanket reuse licence. Per-item attribution, authorship evidence, and changes made are recorded in the dataset and detail view.

    Repository copyright licences and GitHub's collection conditions are separate. This release follows the open-research condition in GitHub Acceptable Use Policies §7 by keeping the dataset, findings, updates, and matching explanations freely accessible. The reviewed paid model is a separate private application-state service, not access to GitHub, an exclusive lead feed, or earlier research. Its documented conditions must remain satisfied. The server requires the exact versioned customer terms and all readiness gates before purchase; this source review is not a legal guarantee or source endorsement.

    Lumen paraphrases and classifies requests, records source metadata, and groups topics. These changes are not endorsements by GitHub, OpenAI, repository maintainers, or source authors. A workflow's own diagnosis remains an attributed claim unless independently verified. Preserve the applicable MIT notice and attribution when reusing licensed material, and review the separate collection conditions for your own use.

    GitHub Agentic Workflows

    Source: github/gh-aw. Public author handle: github-actions[bot]. Agent identity, workflow, model disclosure, and the relevant action run are recorded per item. The workflow's auto model value does not disclose an exact model.

    Pinned source MIT notice · Download notice

    MIT License
    
    Copyright GitHub, Inc.
    
    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:
    
    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.
    
    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE.

    AGENTS.md

    Source: agentsmd/agents.md. Public author handle: boundedagent-pixel. The issue self-discloses AI authorship; that disclosure is observable evidence, not independent identity verification.

    Pinned source MIT notice · Download notice

    MIT License
    
    Copyright (c) 2025 OpenAI
    
    Permission is hereby granted, free of charge, to any person obtaining a copy
    of this software and associated documentation files (the "Software"), to deal
    in the Software without restriction, including without limitation the rights
    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
    copies of the Software, and to permit persons to whom the Software is
    furnished to do so, subject to the following conditions:
    
    The above copyright notice and this permission notice shall be included in all
    copies or substantial portions of the Software.
    
    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
    SOFTWARE.