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Agents & sessionsPlugin

Tianshu-harness

huiliyi37/Tianshu-harness

Tianshu-harness is a tool for DeepSeek Harness. Tianshu is a terminal coding agent runtime built on the harness project (Tui X Gui), with prefix-cache engineering optimization for DeepSeek V4 (measured steady-state hit rate of 97–99% in long sessions) and deep adaptation. It breaks out of the traditional AI coding assistant's limit of treating the LLM merely as a tool, and is built on a cognitive virtual machine (CVM), a self-awareness layer and Stigmergy self-decaying memory, making the AI a development partner with independent judgment and cognitive safeguards.

huiliyi37/Tianshu-harness Screenshot preview
Stars
960
Forks
65
Issues
0
Update
25 days

REVIEW SCORECARD

Review Scorecard

8.3/10Good
License compliance9.0
Engineering quality8.1
Content completeness7.0
Repository scale7.0
Maintenance activity9.0

✓ No risk detected · Automated scan results are for reference only, not an official endorsement

AI DEEP REVIEW

Worth AI Review

7.6/10Consider

Ambitious DeepSeek-tuned coding agent runtime with strong engineering claims, but install path and security posture rema

Code quality8

README claims 16,471 tests at ~0.99 test-to-source ratio, tsc strict with noUncheckedIndexedAccess, and 6,178 commits, though these are self-reported and no CI config is visible.

Security6

No install command is given and the README only mentions sandbox permission docs and a download-and-run AppImage, so secret handling and permission scope cannot be assessed from the provided text.

Utility8

Targets a real pain point with DeepSeek V4 prefix-cache optimization (claimed 95-99% steady-state hit rate) plus TUI/GUI shared kernel and multi-agent orchestration for long coding sessions.

Maintenance9

Last updated 2026-09-12, not archived, 687 stars, and README references a 3.11.2 release and 105-day commit history indicating active development.

Documentation7

README is extensive with quick start, model config, permission modes, slash commands, and multilingual links, but the install command is listed as unknown and the Linux section is truncated.

Generated by AI after reading the project README — a decision aid, not an endorsement. Neutral scores are given when information is limited.

PROJECT READMEREADMEExpandCollapse

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PROJECT TOPICS

Project topics

VALIDATION LADDER

Validation progress

Structure check pending
01Store discoveryPassed
02ClassificationPending
03Structure checkPending
04Sandbox validationPending

FAQ

Frequently Asked Questions

What is Tianshu-harness used for?

Tianshu is a terminal coding agent runtime built on the harness project (Tui X Gui), with prefix-cache engineering optimization for DeepSeek V4 (measured steady-state hit rate of 97–99% in long sessions) and deep adaptat

How popular is Tianshu-harness?

Tianshu-harness has 960 stars and 65 forks on GitHub, last updated 2026-09-27.

What license does Tianshu-harness use?

Tianshu-harness is distributed under the Apache-2.0 license.

Is Tianshu-harness compatible with DeepSeek Harness?

Tianshu-harness is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.

CLASSIFICATION EVIDENCE

Classification evidence

Project typePlugin
Feature categoryAgents & sessions
Rule confidenceMedium

The system checks GitHub Topics against the site taxonomy and keyword rules. Current matches:No valid category tags。