Despite critical advancements in the tech solutions available to conservationists worldwide, many existing tools are cost-prohibitive in the landscapes that need them most. Additionally, those who create low-cost and open-source alternatives to pricey market tech often operate on tight budgets themselves, meaning they need more resources to promote their solutions to a broader market. We need increased communication around these solutions to highlight their availability, share lessons learned in their creation, and avoid duplication of efforts.
This group is a place to share low-cost, open-source devices for conservation; describe how they are used, including what needs they are addressing and how they fit into the wider conservation tech market; identify the obstacles in advancing the capacity of these technologies; and to discuss the future of these solutions, particularly their sustainability and how best to collaborate moving forward. We welcome contributions from both makers and users, whether active or prospective.
Here is how we see the current OSS space and how this group plans to change it by supporting both makers and users:
Many users do not appreciate the significant benefits of open-source tech. This group will educate users about the advantages and the need for open-source tech, specifically in the context of ecology work. We achieve this by stimulating regular discussions on the forum and by encouraging and supporting users to use open-source tools wherever possible.
Building OSS can be difficult. We want to support both established and potential makers who wish to develop OSS. The OSS group is a place where makers can find funding opportunities, ask current and potential users questions, and share their technologies.
Using OSS can be difficult. We also want to support adopters of OSS tech. We do this by offering a place for users to share challenges they face and crowdsource advice on things like technology choice or technical support.
Makers do not know what users want or need. The OSS group is a place that facilitates conversations between makers and users. This will give users a voice and ensure that makers are aware of the needs of users, enabling them to build better solutions.
The community is small and scattered. We want to grow an inclusive community of OSS practitioners. Our goal is to become the go-to place for discussions on the topic where people feel a sense of belonging.
Resources for getting started
- How do I use open source remote sensing data in Google Earth Engine? | Tech Tutors
- How do I use open source remote sensing data to monitor fishing? | Tech Tutors
- Low Cost, Open Source Solutions | Virtual Meetup
- What would an open source conservation technology toolkit look like? | Discussion
- December 2024 Open Source Solutions Community Call
Header image: Shawn F. McCracken
Group curators
- @Nycticebus_scientia
- | he/they
MammalWeb.org
Co-founded citizen science camera-trapping project with interest in developing 100% open source wildlife tech. Advocate for open science/open research. Community member of the Gathering for Open Science Hardware.



- 3 Resources
- 24 Discussions
- 3 Groups
trying to understand and improve the welfare of all animals that can suffer


- 4 Resources
- 6 Discussions
- 7 Groups
- @briannajohns
- | she/they
Gathering for Open Science Hardware (GOSH)
Interested in the application of open source technologies for conservation research.



- 9 Resources
- 4 Discussions
- 4 Groups
- @stefan_istrate
- | he/him
Machine Learning Researcher & Nature Photographer. Building conservation tech for biodiversity monitoring at Wildlife Insights.


- 0 Resources
- 5 Discussions
- 9 Groups
Welfare and Wildlife Conservation Data Scientist
- 0 Resources
- 0 Discussions
- 7 Groups
- @MattyD797
- | He/Him
PhD Student | Cornell University | Smithsonian Institution; My focus is in computational ecology within fishery acoustics


- 0 Resources
- 16 Discussions
- 12 Groups
Software engineer working on natural resource management technology.
- 0 Resources
- 0 Discussions
- 6 Groups
- @JackEdney
- | He/Him
Machine Learning Engineer specialised in computer vision and a passion for conservation and rebuilding.
- 1 Resources
- 1 Discussions
- 5 Groups
- @bellariskytaa
- | Her
Hi, I am Bella R. Arinda, a GIS Specialist passionate about conservation and community empowerment. Graduating with a degree in Geodetic Engineering gave me a strong foundation in GIS and remote sensing. I made the leap from engineering to conservation, dedicating myself to using
- 0 Resources
- 2 Discussions
- 7 Groups
- @bknight
- | She/Her
I'm a software engineer with experience in bioinformatics, robotics, and machine learning alongside a never-ending penchant to use my skills for good. Looking for opportunities in conservation tech to apply my skills where most needed :)
- 0 Resources
- 0 Discussions
- 7 Groups
- @johnjoseph
- | He/Him
I am a mechanical engineer with diverse industry experience and a passion for innovative technology. As a technology and engineering entrepreneur, I focus on creating solutions that blend advanced engineering with a commitment to nature and forest conservation.
- 0 Resources
- 0 Discussions
- 10 Groups
- @mr.kite
- | he/him
Environmental Specialist working with bird surveys and impact assessment. Here I'm focused on acoustic recording technologies and acoustic data analysis for birds.
- 0 Resources
- 0 Discussions
- 8 Groups
- @malikmorg
- | He/Him
Software Developer
Interested in all things technology, system design, and hardware, especially in the spaces of conservation, exploration, and the environment.
- 0 Resources
- 0 Discussions
- 10 Groups
- @fabiola
- | She/her
- 0 Resources
- 0 Discussions
- 5 Groups
My research focuses on using Next-Generation Sequencing (NGS) to study endangered species, including carnivores, chiropterans (bats), and lizards, as well as their microbiomes.
- 1 Resources
- 3 Discussions
- 20 Groups
Article
Ceres Tag sends just in time alerts and GPS location to have the power to track and trace.
22 July 2022
The Earth Species Project (ESP) is a nonprofit organization dedicated to decoding animal communication and translating non-human language.
15 July 2022
Camera trap wildlife surveys can generate vast amounts of imagery. A key problem in the wildlife ecology field is that vast amounts of time is spent reviewing this imagery to identify the species detected. Valuable...
20 December 2021
This article provides a review of deep learning (predominantly ML) used in marine ecology and considerations for its future directions in conservation. In plain language, the authors provide a methodology for training...
20 December 2021
The 2021 Ebbe Nielsen Challenge has opened with the aim of recognizing innovative entries that leverage biodiversity data and tools from the GBIF network to advance open science.
20 January 2021
WILDLABS community member Thomas Gray from Argos has given us a preview of an upcoming grant program to develop open-source tags. Three years ago, Argos worked with the Arribada Initiative to develop an open-source...
17 August 2020
Community Announcement
WILDLABS is evaluating the State of Conservation Technology alongside researchers at Colorado State University in our third annual survey. Take the survey to contribute your thoughts on the community’s progress, needs, ...
8 July 2020
Creating bold conservation tech solutions requires each of us to find the intersection between our skills and passions. In this case study on the new Aqualink reef monitoring system, a unique citizen science project...
9 June 2020
Funding
The 2020 Hackaday Prize competition has begun! This year, Conservation X Labs has partnered with the Hackaday Prizes as one of four nonprofits seeking tech-based solutions to urgent challenges. Conservation X Labs'...
26 May 2020
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Description | Activity | Replies | Groups | Updated |
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The Mothbox team (@briannajohns, @hikinghack, @Hubertszcz, @wellreadpanda, @alex_rogers, @mothyash) is excited to announce that we’ve won a... |
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Open Source Solutions | 1 hour ago | |
Hi everyone,What should we share or demo about Software Quality Assurance? Alex Saunders and I, the two Software QA people at Wildlife Protection Solutions (WPS) are going to... |
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Software Development, AI for Conservation, Open Source Solutions | 3 days 14 hours ago | |
Interesting. Thanks for the explanation. Nice to hear your passion showing through. |
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AI for Conservation, Camera Traps, Data management and processing tools, Open Source Solutions, Software Development | 3 weeks 3 days ago | |
I have posted about this in a different group, but I love boosting the impact of my communication through use of visuals. Free graphics relating to conservation technology... |
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Geospatial, Climate Change, Community Base, Connectivity, Funding and Finance, Open Source Solutions | 3 weeks 3 days ago | |
📸 Do you use camera traps in your work? Take part in our survey!Hi everyone! I’m currently a final-year engineering... |
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Camera Traps, AI for Conservation, Data management and processing tools, Open Source Solutions, Software Development | 3 weeks 3 days ago | |
One of our goals with explorer.land is to bridge satellite data and on-the-ground perspectives — helping teams combine field updates,... |
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AI for Conservation, Geospatial, Open Source Solutions, Sensors | 1 month ago | |
15 years ago I had to rebuild the dams on a game reserve I was managing due to flood damage and neglect. How I wished there was an easier,... |
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Drones, Conservation Tech Training and Education, Data management and processing tools, Emerging Tech, Geospatial, Open Source Solutions | 1 month 1 week ago | |
Hi, just wanted to let whoever is interested that v.1.3 of DeepFaune is out! Deepfaune is a software that runs on any standard... |
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Camera Traps, AI for Conservation, Open Source Solutions | 1 month 1 week ago | |
New stable release : v1.5.1We are pleased to announce the latest release with several important enhancement, fixes and documentation improvements to ensure compatibility with the... |
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Acoustics, AI for Conservation, Open Source Solutions, Software Development | 1 month 1 week ago | |
Hello everyone,Thank you all for your contribution!You can read some updates about this project in this post.Julia |
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Acoustics, Community Base, Data management and processing tools, Open Source Solutions | 1 month 2 weeks ago | |
Reposting the original post from the GOSH Community:Cool news from the mothbox team! We still don’t have any funding, but our next big goal... |
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Open Source Solutions, Emerging Tech, Funding and Finance | 1 month 2 weeks ago | |
Yep see you on friday |
+3
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Geospatial, Acoustics, AI for Conservation, Camera Traps, Citizen Science, Community Base, Data management and processing tools, Emerging Tech, Open Source Solutions, Protected Area Management Tools | 1 month 3 weeks ago |
Software to aid acoustic sound files visualization/labelling + Software to syncronize video/acoustic sonograms
23 September 2022 1:01pm
8 October 2022 7:33am
You could try using a video editor like DaVinci for looking at your video and audio together. I don't think DaVinci displays sonograms by default (just waveform) but I think it will open your selected audio in an external editor which would allow you to see the sonograms and make measurements with something like Audacity or Kaleidoscope.
20 October 2022 11:01am
The open-source program Audacity can show the spectrograms and histograms and has quite a lot of other useful features, e.g. playing ultrasound calls slower, so it can be heard by people.
Open-source Argos satellite tag for bears - available now
7 October 2022 4:49pm
9 October 2022 5:14am
Oh, that looks so good, and some heavy hitting design firms too!
Conservation Tech Directory - new update!
29 August 2022 2:38pm
23 September 2022 5:26pm
Congrats on the milestone Carly and Gracie!
26 September 2022 10:07pm
Thanks so much!!
Ecological Forecasting Initiative's data analysis webinar series
26 September 2022 6:50pm
Crypto funding for ecosystem and conservation science
8 September 2022 1:48pm
How To Use An Arduino – Beginners Guide
1 September 2022 10:02pm
Conservation Technology Research Internship
26 August 2022 4:58pm
Lead Software Engineer for ARISE
19 August 2022 8:22am
CERES TAG
22 July 2022 3:36am
Earth Species Project - Senior AI Research Scientist
15 July 2022 6:40pm
How can open source tools make conservation tech more sustainable and accessible?
30 June 2022 6:56pm
1 July 2022 4:14pm
I've been working with a current visiting scholar who's from China and has been interested in getting started with some acoustic monitoring studies when he goes back to China later this year. I've been working with him to try to figure out some options (with some help from folks met through Wildlabs!) but the name-brand stuff from Wildlife Acoustics is more than double what it would be in the states once customs and imports and exchange rates are taken into account. Open-source solutions that can be manufactured on the ground in countries where we're trying to do work can avoid many of those costs, support local economies, and even be good for the environment to the extent that you're avoiding the (minimal but non-zero) emissions of shipping stuff all over the place.
Self-powered Buoy collecting vital sensor data -- Looking for conservation projects to collaborate with
18 May 2022 6:28am
3 June 2022 7:19am
Hello Aadithya,
Excited to hear about your marine acoustics outreach. I am interested to explore the possibilities of collaborative work on this line.
One of my doctoral scholars is about to submit his thesis on terrestrial acoustic studies. Please respond to jrnair@duk.ac.in (as I may likely miss responses if any, send to this group).
Regards
Jaishanker
14 June 2022 11:46am
Hi Jaishanker, I just reached out to over email, apologies for the delay. We are interested in working with underwater hydrophones and this might be of use in your specific case study. Bristlemouth's timeline is still being created, but we're hoping to have devkits ready closer to the end of this year. I'm happy to chat more to learn about the specific research you are doing and how we can best help!
21 June 2022 10:49pm
If you're looking to identify collaborators - probably lots of organizations listed in the Conservation Tech Directory would be interested (quick prelim search yields orgs like Echospace, European Tracking Network, FACT network, IMOS, IOOS, other tracking networks like that, USA's NEON, eOceans, Oceans+)! Also org's like Blue Ventures, Save our Seas (run acoustic tracking array), MBON (run Biotrack) come to mind.
On the lookout for CAD/Microcontroller work!
17 June 2022 5:04pm
Join Seeed’s “IoT Into the Wild Contest for Sustainable Planet 2022” on Hackster to Get 100 Free Hardware and to Win $14,000+ in Prizes!!
14 June 2022 11:04am
UKAN+ Monitoring UK Biodiversity Symposium 15-16th June
31 May 2022 2:58pm
Apply to the 2022 GOSH Gathering in Panamá!
29 March 2022 9:46pm
26 April 2022 11:01am
There are only a few days left to apply to the 2022 Gathering for Open Science Hardware! Join a community of scientists, hardware developers, artists, and activists working together on open hardware for science!
Gathering for Open Science Hardware - Panama Oct 2022
6 April 2022 10:58pm
GOSH Regional Events Funding - Second Round Now Open!
14 March 2022 11:00am
Call for solutions on technology for conservation impact
4 March 2022 2:16pm
Identification of Wildlife in Camera Trap Images
20 December 2021 12:00am
Deep Learning for Marine Ecology and Conservation
20 December 2021 12:00am
Tech Tutors: How do I turn a conservation tech project into a product?
27 October 2021 11:23am
How do I get started with OpenCollar Edge Trackers?
27 October 2021 12:00am
How do I turn a conservation tech project into a product?
20 October 2021 12:00am
What would an open source conservation technology toolkit look like?
23 March 2019 1:50am
28 April 2021 1:58am
Hi Akiba, [not sure if I'm on the right thread]
The Open-Source Tech Toolkit would need a repository for designs & specifcations. Regarding the latter, I'm a Technical Editor for a specification company. The format we use for the architecture & construction industry is suitable for any discipline [e.g. teaching students how to write a spec using our format/proforma they're given a task to write "how to tie their shoe laces"].
A specification defines qualities & standards (e.g. ISO, IEC). Drawings illustrate locations & quantity. Drawings are normally referenced back to the specification clauses.
I'd like to write an example of a specification for the Wildlogger, which will cover the many options for sensors, including references to approved/tested sensors and [if necessary] how they should be calibrated.
Looking over the horizon, what is the best repository for such Toolkit drawings and specifications?
If demand was large enough, and funding available, the company I work for could host the specifications and I'd maintain them full-time: There would be many advantages using our database over MS Word-based system.
Best Regards,
Nigel
28 April 2021 2:50am
Hi Nigel.
That's a very kind offer. I think currently github is the main repository I use for those kinds of documents. I like your idea and it'd be great to expand WildLogger out to a full featured data logger. The original intent of the design was as an educational tool to learn the programming concepts, but I didn't expect that people would deploy them in actual scientific applications. It's really cool.
As for specs and hosting, I'd actually prefer to keep them on github which is a popular platform and gets around the funding side of things. I've dealt with formal software specs and requirements in a previous corporate life but I think the scope of many of the projects we are undertaking is small enough that formal specs might not be needed. For the scale you're thinking, you might want to discuss with the Society for Conservation Biology or the larger organizations that are trying to plan out a roadmap for conservation biology.
Akiba
28 April 2021 10:52am
Hi Akiba,
Just found out from the marketing dept at my work the cost to host multiple specs - very expensive [$NZ 7K-10K].
Host it on GitHub for starters then. I'm a newbie to GitHub, so it's an opportunity to become familiar with it.
I'll begin by drafting a specification for the the Wildlogger with various peripherals/sensors other groups are testing for different scientific applications. It would be a standalone document in MS Word with hyperlinks to other docs, electronics suppliers, methodologies e.g. for calibrating sensors etc.
The doc will evolve over time, no doubt inform future development for the Wildlogger, possibly resulting in new variants. Knowledge won't be lost in the ether.
Nigel
Volunteer 3D Design Work (Simple) for Your Open Source Project!
19 April 2021 10:44pm
21 April 2021 7:23pm
Amazingly nice offer! Thanks!
I know how projects can sometimes be stressful. I had a bit of that feeling lately when having to figure out how to code a trap alarm my boss let me spend a lot of money for materials for.
Event: 2021 Open Hardware Summit
22 March 2021 12:00am
Data standards: How can WILDLABS support?
21 January 2021 10:14am
12 February 2021 6:09pm
As someone who has practiced in information technology standards groups and actively worked on data schema standards to facilitate data sharing and even legally valid business transactions (https://www.oasis-open.org/committees/download.php/31222/ENML-1.0-Specification.pdf), my experience indicates it is important that you do the following:
1) Create a small workgroup of the right stakeholders who are committed to the process and results;
2) Pick a schema definition language - JSON or XML - to create the standard (JSON is the flavor of the day, but it is possible to do both with the right commitment);
3) Get people trained on the methodology and grammar for creating the schema;
4) Build the right semantic model up to a level of detail that is feasible for implementation within one year - if you go deeper than that the people who need to get things done in the field will move on while the workgroup will still be arguing details;
5) Build the schema; and
6) Build at least reference tools and applications in at least 2 different programming languages that show the model and schema working.
Without this process, it will be easy to miss the forest by getting lost in the trees (apologies for that).
Arshad
18 February 2021 12:04am
I don't know that it would be possible to create one scheme across all fields and collection tools. I'm involved in a project trying to define shared data standards with 10 private companies in one sector and that's a multi-year discussion. KDEs for seafood traceability (not even a full schema) took 5 years. If by standards you mean general agreements in principles, then maybe working with the ODI would be a good approach (see the work they did on engineering). if you want to get to schemas, maybe check with Matt Jones at NCEAS, bc data science for ecology is his career's work.
18 February 2021 1:05am
Hi skatewing,
I'm not a domain expert like most people in this forum, but I have created XML schemas using object oriented (OO) principles in the past; the same capability exists with JSON schemas.
The important thing is to create a heirarchy of schemas, starting with a generalized schema definition that applies to all participants at the upper layer, and inherit that schema as one starts diving deeper. This permits specialized schemas at lower layers that meets the needs of smaller groups, but as one moves up the schema hierarchy, one finds common parent objects that can be shared with other groups.
If it is impossible to create it in a hierarchy for all group participants, it is possible to start with a smaller general schema that meets everyone's needs and then each specialized group can create independent hierarchies, which can then be linked as necessary (https://json-schema.org/learn/getting-started-step-by-step.html#references)
This capability of inheriting parent schemas, and linking to external schemas, allows simultaneous - yet separate - development by many groups without having to involve everyone all the time. You do need to bring together many people for a short while for the more general parts of the schema at higher levels; but once defined, it can segment out to smaller groups as specialized schema branches/hierarchies are defined.
Arshad
Webinar: How can data empower communities in marine management?

26 January 2021 12:00am
Opportunity: 2021 Ebbe Nielsen Challenge seeks open-data innovations for biodiversity
20 January 2021 12:00am
8 October 2022 12:44am
I would also recommend Arbimon. It is well set up to handle Audiomoth recordings. Being cloud based, you will need a good internet connection for sound file upload. I'm just starting to investigate its use for Song Scope recordings. Setting up the call recognisers will be a slow process, but they can be made available to all users once done.