# Synapse

A computer-control research implementation that retrieves example trajectories from memory, abstracts task-relevant state and prompts an agent to navigate browser tasks.

- Catalog URL: https://awesomecua.github.io/resources/github-ltzheng-synapse/
- Original source: https://github.com/ltzheng/Synapse
- Kind: framework
- Review: curated
- Scope: core
- Environments: web
- Topics: memory, planning, web-navigation, imitation-learning
- Evidence checked: 2026-10-17T12:30:54Z
- ID: github:ltzheng/synapse

## Limitations

Training, memory-building and evaluation scripts for MiniWoB++ and Mind2Web are present. External benchmark data, model/API credentials and legacy dependencies are still required. License remains unknown: the README shows MIT, while LICENSE is an NTUITIVE non-commercial agreement that both permits some distribution and separately says distribution is prohibited. No interpretation resolves those contradictions, and no commercial or non-commercial permission is asserted. This admission confirms the released GUI implementation, not a licensing grant.

- Record JSON: https://awesomecua.github.io/resources/github-ltzheng-synapse/record.json

## License declarations

- code: not recorded
- data: not recorded
- document: not recorded
- weights: not recorded

- code review: Unresolved conflict between README MIT badge and NTUITIVE non-commercial LICENSE, including inconsistent redistribution clauses. Keep permissions unknown rather than choose an interpretation.
  Sources: https://raw.githubusercontent.com/ltzheng/synapse/HEAD/README.md, https://raw.githubusercontent.com/ltzheng/Synapse/HEAD/LICENSE

## Primary evidence

- https://raw.githubusercontent.com/ltzheng/synapse/HEAD/README.md (retrieved 2026-10-17T12:30:54Z; SHA-256 ed5416d91665017fca4b354016b7c2c748acf32d7723483fecb5387a22a1fdff)
- https://api.github.com/repos/ltzheng/synapse (retrieved 2026-10-17T12:30:54Z; SHA-256 79a238a6f486d2a8970baba199f0968d28f14d42922c86ce71753eb687e0e9c6)
- https://api.github.com/repos/ltzheng/Synapse/git/trees/main?recursive=1 (retrieved 2026-10-17T12:32:05Z; SHA-256 785a7163dac9f41b1d0ca97f8dd9311b6df6a09f3a5163438dd64db226a4ceaf)
- https://export.arxiv.org/api/query?id_list=1802.08802%2C1808.09132%2C2005.03776%2C2101.09465%2C2103.16057%2C2104.08560%2C2105.13231%2C2107.03374%2C2107.13731%2C2108.03353%2C2202.02312%2C2202.08137%2C2204.01691%2C2205.11029%2C2207.01206%2C2209.08199%2C2209.08655%2C2209.14927%2C2209.15099%2C2210.02663%2C2210.03629%2C2210.03945%2C2211.07615%2C2301.10165%2C2301.13280%2C2302.04761%2C2303.07280%2C2303.08774%2C2303.17491%2C2303.17580%2C2304.04370%2C2304.07061%2C2305.04091%2C2305.05662%2C2305.08144%2C2305.10601%2C2305.11854%2C2305.12487%2C2305.14257%2C2305.14325%2C2305.16504%2C2305.16653%2C2305.19308%2C2306.00245%2C2306.06070%2C2306.07863%2C2307.10088%2C2307.12856%2C2307.13854%2C2308.01990&max_results=50 (retrieved 2026-10-16T06:31:20Z; SHA-256 cbe8bfcbce4170a94a6cf42de01fbe0a448e7b1d29fa75a0de877105a98ec08e)
- https://raw.githubusercontent.com/ltzheng/Synapse/HEAD/LICENSE (retrieved 2026-10-17T12:34:09Z; SHA-256 cc4bce2274289d2b924fcc3c185c68b8e7c539365c5f8c72be865883244088ec)